Construction of a Chemical Kinetic Model of Five-Component Gasoline Surrogates under Lean Conditions

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Construction of a Chemical Kinetic Model of Five-Component Gasoline Surrogates under Lean Conditions
molecules
Article
Construction of a Chemical Kinetic Model of Five-Component
Gasoline Surrogates under Lean Conditions
Chao Yang and Zhaolei Zheng *

                                          Key Laboratory of Low-Grade Energy Utilization Technologies and Systems, Ministry of Education,
                                          Chongqing University, Chongqing 400044, China; mryangchao@cqu.edu.cn
                                          * Correspondence: zhengzhaolei@cqu.edu.cn; Tel./Fax: +86-023-6510-2473

                                          Abstract: The requirements for improving the efficiency of internal combustion engines and reducing
                                          emissions have promoted the development of new combustion technologies under extreme operating
                                          conditions (e.g., lean combustion), and the ignition and combustion characteristics of fuels are
                                          increasingly becoming important. A chemical kinetic reduced mechanism consisting of 115 species
                                          and 414 elementary reactions is developed for the prediction of ignition and combustion behaviors
                                          of gasoline surrogate fuels composed of five components, namely, isooctane, n-heptane, toluene,
                                          diisobutylene, and cyclohexane (CHX). The CHX sub-mechanism is obtained by simplifying the
                                          JetSurF2.0 mechanism using direct relationship graph error propagating, rate of production analysis,
                                          and temperature sensitivity analysis and CHX is mainly consumed through ring-opening reactions,
                                          continuous dehydrogenation, and oxygenation reactions. In addition, kinetic parameter corrections
                                          were made for key reactions R14 and R391 based on the accuracy of the ignition delay time and
                                          laminar flame velocity predictions. Under a wide range of conditions, the mechanism’s ignition
                                          delay time, laminar flame speed, and the experimental and calculated results of multi-component
                                          gasoline surrogate fuel and real gasoline are compared. The proposed mechanism can accurately
                                          reproduce the combustion and oxidation of each component of the gasoline-surrogate fuel mixture
                                and real gasoline.
         
Citation: Yang, C.; Zheng, Z.
                                          Keywords: cyclohexane; simplified chemical kinetic model; ignition delay time; laminar flame speed
Construction of a Chemical Kinetic
Model of Five-Component Gasoline
Surrogates under Lean Conditions.
Molecules 2022, 27, 1080. https://
doi.org/10.3390/molecules27031080         1. Introduction

Academic Editor: Stefano Falcinelli
                                               Strict emission regulations place higher requirements on internal combustion engine
                                          technology (high efficiency and low emissions). Although the popularity of new energy
Received: 28 December 2021                vehicles with batteries as the main power continues to increase, research on hybrid power
Accepted: 28 January 2022                 and the design of range extenders is inseparable from research on internal combustion
Published: 6 February 2022                engines. Clean fuels (e.g., alcohol and hydrogen) cannot completely replace traditional
Publisher’s Note: MDPI stays neutral      gasoline and diesel in the short-term. Selective catalyst reduction [1,2] to reduce NOx
with regard to jurisdictional claims in   emissions and chemical kinetics to control in-cylinder combustion and heat transfer [3] have
published maps and institutional affil-   achieved certain results in diesel engines. In addition, new combustion technology research
iations.                                  has also become a feasible method to improve engine efficiency and reduce emissions, such
                                          as homogeneous charge compression ignition [4], premixed charge compression ignition [5],
                                          and reactive control compression ignition (RCCI) [6]. However, these new gasoline engine
                                          technologies are increasingly becoming sensitive to the physical properties (e.g., density and
Copyright: © 2022 by the authors.         viscosity) and chemical properties (e.g., flame propagation) of gasoline fuels [7]. Adding
Licensee MDPI, Basel, Switzerland.        more real components of gasoline is necessary to ensure that gasoline-surrogate fuels match
This article is an open access article
                                          these physical and chemical properties.
distributed under the terms and
                                               The composition of gasoline-alternative fuels varies from single-component to multi-
conditions of the Creative Commons
                                          component. Single-component and binary alternatives can be used for simple applica-
Attribution (CC BY) license (https://
                                          tions [8,9]. Many alternative fuels with different physical and chemical properties have
creativecommons.org/licenses/by/
                                          been considered. These alternatives include toluene blended fuel (TRF) composed of
4.0/).

Molecules 2022, 27, 1080. https://doi.org/10.3390/molecules27031080                                      https://www.mdpi.com/journal/molecules
Construction of a Chemical Kinetic Model of Five-Component Gasoline Surrogates under Lean Conditions
Molecules 2022, 27, 1080                                                                                        2 of 20

                           isooctane, n-heptane, and toluene [10–12], four-component fuel alternatives [13–15], and
                           alcohol-containing alternatives [16,17], which have been verified in extensive experiments
                           and model studies. Recently, naphthenic hydrocarbons have begun to be emphasized.
                           Excluding olefins and naphthenic hydrocarbons may lead to inaccuracy in the prediction
                           of gasoline-alternative fuels [18,19]. Andrae [18] found that adding CHX to a quaternary
                           mixture including primary reference fuel (PRF), toluene, and diisobutylene (DIB) and partly
                           replacing the PRF content increases the overall reactivity and improves model predictions
                           at rapid compression machine (RCM) conditions. According to the study of Chu et al. [20],
                           the addition of cycloalkane molecules to the laminar diffusion flame of n-heptane and
                           isooctane promotes the formation of soot particles in the low-temperature region.
                                 Cyclohexane (CHX), which is often used as a representative of cycloalkanes to study
                           gasoline-surrogate fuels [18,21,22], has the simplest ring structure among cycloalkanes.
                           Early studies on CHX were conducted in different reactors for CHX oxidation experi-
                           ments [23,24]. Voisin et al. [23] conducted CHX oxidation studies in a jet stirrer reactor
                           (JSR), and a chemical kinetic mechanism was proposed to verify its data. Subsequently,
                           El-Bakali et al. [24] modified the mechanism of Voisin and expanded its validation range.
                           Buda et al. [25] developed a detailed low-temperature oxidation chemical kinetic mecha-
                           nism of CHX based on the EXGAS program, and this mechanism was able to satisfactorily
                           reproduce experimental results obtained in an RCM for temperatures ranging from 650 to
                           900 K and in a JSR from 750 to 1050 K. Wang et al. [26] developed a JetSurF2.0 mechanism
                           containing CHX that describes the high-temperature pyrolysis and oxidation of n-alkanes
                           from n-pentane to n-dodecane and the high-temperature chemical reaction of CHX and
                           monoalkylated CHX. This mechanism has 348 species and 2163 reactions. Recently, Zou
                           et al. [27] used SVUV-PIMS and GC+MS to analyze the low-temperature JSR oxidation of
                           CHX at 1.04 bar and ϕ = 0.25, and they developed a detailed oxidation model for CHX.
                           However, the previous research on the CHX model mainly focused on describing the
                           chemical properties of CHX in detail, and it lacked attention to its simplified model.
                                 Some researchers have begun to pay attention to the development of the simpli-
                           fied mechanism of multi-component gasoline-alternative fuels containing CHX. The five-
                           component gasoline-alternative fuel chemical kinetic model developed by Li et al. [21] is
                           composed of n-heptane, isooctane, toluene, DIB, and CHX to predict the ignition delay
                           time. Although this model has been used many times to discuss the influence of gasoline
                           components on the combustion and emissions of gasoline direct-injection engines [28,29],
                           large-scale has caused difficulty in flame-speed verification and three-dimensional numeri-
                           cal simulation. The six-component diesel/gasoline-alternative fuel chemical kinetic model
                           proposed by Raza et al. [6] shows a good mechanism scale (168 species and 680 reactions)
                           and was used to study the combustion characteristics of RCCI. Alternatives with more
                           components have been developed to match a wider range of fuel characteristics [22]. Con-
                           sidering the constraints of computing resources and time cost, these models are difficult
                           for complex three-dimensional engine computational fluid dynamics (CFD) simulations.
                           Furthermore, to the best of our knowledge, few data on laminar burning velocities have
                           been reported on any gasoline surrogate with CHX as one of the mixture components.
                                 As mentioned above, it has been identified that the main challenge for new gasoline
                           engines to achieve high efficiency and low emissions is in-cylinder combustion research.
                           Constructing a simplified chemical kinetics mechanism can reduce the computational cost
                           and space complexity of CFD three-dimensional numerical simulation. In this study, the
                           cyclohexane was chosen as a representative of gasoline naphthenes due to the simple cyclic
                           structure. The CHX mechanism [26] is simplified under a wide range of conditions, and
                           added to the DIB mechanism proposed by Zheng [30] and the TRF mechanism developed by
                           our research group [10]. A five-element simplified mechanism for gasoline suitable for lean
                           combustion is obtained. The mechanism calculations were performed in a zero-dimensional
                           single-zone model and a one-dimensional premixed flame model. The proposed mechanism
                           is evaluated with the ignition delay time, laminar flame velocity, and species distribution
                           data measured in the literature.
Construction of a Chemical Kinetic Model of Five-Component Gasoline Surrogates under Lean Conditions
Molecules 2022, 27, 1080                                                                                              3 of 20

                           2. Construction of Chemical Kinetic Model
                                 In this study, a chemical kinetic model of a five-component gasoline fuel substitution
                           mixture containing n-heptane, isooctane, toluene, DIB, and CHX is constructed. The model
                           mainly includes three parts: (a) the TRF sub-mechanism is derived from our previous study
                           of the TRF mechanism [10], and the toluene part of the macromolecular reaction is modified
                           according to the simplified mechanism of Liu et al. [11]; (b) the DIB sub-mechanism is
                           derived from the model constructed by Zheng et al. [30]; and (c) the CHX sub-mechanism
                           is simplified from the JetSurF2.0 mechanism [26]. At present, no simplified version of the
                           CHX mechanism has been found in literature. Therefore, the construction of the CHX
                           sub-mechanism is focused on in this study.

                           2.1. CHX Sub-Mechanism
                                The JetSurF2.0 mechanism developed by Wang et al. [26] considers the oxidation of
                           various hydrocarbons and is selected as the basic chemical kinetic model of CHX fuel.
                           It contains 348 species and 2163 elementary reactions. The mechanism of JetSurF2.0 is
                           complicated, and its direct use in CFD numerical simulation will promote the increase in
                           computational cost and the decrease in efficiency. Although the available computing power
                           is growing rapidly, the simplification of the detailed mechanism of CHX is essential for the
                           construction of a simplified model of the five-component gasoline-alternative fuel.
                                In this study, direct relationship graph error propagating (DRGEP) is used to simplify
                           the detailed mechanism into the skeleton mechanism, and then, the rate-of-production
                           analysis (ROP) and the sensitivity analysis (SA) are used to simplify the skeleton mechanism.
                           Details on DRGEP, ROP, and SA are presented in Section 4.2.

                           2.1.1. Simplified DRGEP
                                The calculation of the DRGEP method uses the closed homogeneous model. The
                           equivalent ratio is 0.5–1.0, the temperature range is 660–1500 K, and the pressure range is
                           1–4 MPa. By selecting the absolute error and the relative error of the target parameter in
                           the simplification process, iterative calculations are performed to achieve the simplification
                           goal, and finally, the simplification mechanism that meets the error requirements and has
                           the smallest scale is obtained. The target parameters of the simplified process are selected
                           as the mole fraction of CHX (cC6 H12 ) and the soot precursor C6 H6 , and the ignition delay
                           time. Normalized errors are used as the basis for simplified judgment. A normalized error
                           is defined as
                                                                         | D − S|
                                                                  α=                ,                                  (1)
                                                                      ( R×| D |+ A)
                           where D represents the calculated value of the target parameter for the detailed mechanism,
                           S represents the calculated value of the target parameter for the simplified mechanism, R
                           represents the relative tolerance, and A represents the absolute tolerance. If the normalized
                           maximum error is less than 1.0, then all tolerance settings of the target parameter are met.
                                The error of the target parameter setting in this simplified process is shown in Table 1.

                           Table 1. Error setting of target parameters.

                                  Target Parameters                 Absolute Tolerance           Relative Tolerance
                               Mole fraction of cC6 H12                   1× 10−4                        20
                               Mole fraction of C6 H6                     1 × 10−4                       20
                                         IDT                              1 × 10−6                       10

                                Figure 1 shows the normalized error analysis of the skeleton mechanism species
                           obtained by simplifying the DRGEP method and the corresponding predicted ignition
                           delay time. The DRGEP method generates a series of skeletal mechanisms with different
                           species numbers through the calculation of the original database. For the ignition delay
                           time, the normalization error gradually increases as the number of species decreases. For
Construction of a Chemical Kinetic Model of Five-Component Gasoline Surrogates under Lean Conditions
IDT                                   1 × 10−6                               10
                                  Figure 1 shows the normalized error analysis of the skeleton mechanism species ob-
                            tained by simplifying the DRGEP method and the corresponding predicted ignition delay
Molecules 2022, 27, 1080                                                                                                              4 of 20
                            time. The DRGEP method generates a series of skeletal mechanisms with different species
                            numbers through the calculation of the original database. For the ignition delay time, the
                            normalization error gradually increases as the number of species decreases. For species
                           species   composition
                            composition     between between
                                                      122 and  122  and
                                                                  250, the250,   the calculation
                                                                            calculation     error iserror is within
                                                                                                      within         50%,the
                                                                                                              50%, and    and   the largest
                                                                                                                              largest  error
                           error
                            in theinspecies
                                      the species  composition
                                             composition    between between
                                                                         50 and  50100
                                                                                     andcan100becan be close
                                                                                                  close       to 250%.
                                                                                                        to 250%.         The normalized
                                                                                                                   The normalized      error
                           error
                            of theofmole
                                     the mole   fraction
                                           fraction      of6H
                                                     of cC   cC   H12 and
                                                               126and   C6HC    6 Hwithin
                                                                              6 is   6 is within
                                                                                             50%.50%.   Notably,
                                                                                                    Notably,   the the simplification
                                                                                                                    simplification   cancanbe
                           be  considered    successful  as  long   as the  normalization        error of the calculation
                            considered successful as long as the normalization error of the calculation is guaranteed       is guaranteed
                           to
                            to be
                               be within
                                   within 100%.
                                            100%. However,
                                                   However, according
                                                                 according to   to Figure
                                                                                    Figure 1,1, the
                                                                                                the species
                                                                                                    species is
                                                                                                             is reduced
                                                                                                                reduced from
                                                                                                                          from 122
                                                                                                                                 122 to
                                                                                                                                      to 92,
                                                                                                                                          92,
                           and
                            and the normalized error of the ignition delay time has more than doubled. Therefore, the
                                 the  normalized    error  of the  ignition    delay    time   has more   than  doubled.   Therefore,    the
                           simplified
                            simplified mechanism
                                         mechanism of   of DRGEP122
                                                           DRGEP122 is     is selected
                                                                               selected as as the
                                                                                               the mechanism
                                                                                                   mechanism of  of subsequent
                                                                                                                     subsequent reaction
                                                                                                                                  reaction
                           rate
                            rate analysis
                                  analysis and
                                            and temperature-sensitivity
                                                 temperature-sensitivityanalysis  analysis(SA).
                                                                                              (SA).

                                                                                     IDT
                                                     250
                                                                                     Mole fraction of cC6H12
                                                                                     Mole fraction of C6H6
                                                     200
                           Normalization error (%)

                                                     150         92 species, 67.8%

                                                     100                                             100%

                                                                             122 species, 31.1%
                                                     50

                                                      0

                                                           100             150                200
                                                                         Species
                            Figure 1.1. Skeletal mechanism species obtained by direct
                           Figure                                                direct relationship
                                                                                        relationship graph
                                                                                                     graph error
                                                                                                           error propagating
                                                                                                                 propagating
                            (DRGEP)and
                           (DRGEP)     andnormalized
                                           normalizederror
                                                      errorof
                                                            ofthe
                                                               thecorresponding
                                                                   correspondingprediction.
                                                                                 prediction.

                                  The
                                   The DRGEP
                                         DRGEPanalysis     method
                                                    analysis  method is used   to simplify
                                                                         is used              the detailed
                                                                                     to simplify              mechanism
                                                                                                    the detailed              of JetSurF2.0,
                                                                                                                      mechanism       of Jet-
                           and    the two
                            SurF2.0,    andskeleton
                                              the twomechanisms         DRGEP92 and
                                                         skeleton mechanisms                  DRGEP122
                                                                                        DRGEP92              are obtained.
                                                                                                      and DRGEP122           areDRGEP92
                                                                                                                                   obtained.
                           contains
                            DRGEP92    92 contains
                                          species and   550 reactions,
                                                     92 species  and 550 and  DRGEP122
                                                                            reactions,    andcontains
                                                                                               DRGEP122  122 species
                                                                                                              contains  and122725  reactions.
                                                                                                                                species  and
                           Both    are skeletal
                            725 reactions.       mechanisms
                                              Both              andmechanisms
                                                     are skeletal    need to be further
                                                                                      and needsimplified.   Figuresimplified.
                                                                                                  to be further       2 further compares
                                                                                                                                    Figure 2
                           the  ignition
                            further        delay time
                                      compares          prediction
                                                   the ignition     values
                                                                 delay   timeofprediction
                                                                                 the two framework
                                                                                              values ofmechanisms
                                                                                                          the two frameworkwith species
                                                                                                                                     mecha-92
                           and   122,  respectively.  At an  equivalent    ratio  of 0.5, a pressure   of 1–4  MPa,    and
                            nisms with species 92 and 122, respectively. At an equivalent ratio of 0.5, a pressure of 1–    a  temperature
                           range
                            4 MPa,ofand660–1500    K, the ignition
                                           a temperature     range delay    time calculation
                                                                    of 660–1500                  results
                                                                                     K, the ignition       of the
                                                                                                        delay      two
                                                                                                                time      mechanisms
                                                                                                                       calculation        are
                                                                                                                                      results
                           in good    agreement     with the  detailed  mechanism.        The  maximum       error
                            of the two mechanisms are in good agreement with the detailed mechanism. The maxi-      of  the ignition   delay
                           is the maximum
                            mum     error of thevalue    of the
                                                   ignition     error
                                                             delay      of the
                                                                    is the      ignition value
                                                                             maximum         delay of
                                                                                                    time
                                                                                                       thecalculated
                                                                                                            error of the  byignition
                                                                                                                              the skeleton
                                                                                                                                       delay
                           mechanism
                            time calculatedandby thethe
                                                      detailed
                                                        skeletonmechanism
                                                                   mechanism    atand
                                                                                    threethedifferent
                                                                                              detailedpressures
                                                                                                         mechanism   in at
                                                                                                                         thethree
                                                                                                                              temperature
                                                                                                                                    different
                           range    of 660–1550
                            pressures              K (shown inrange
                                         in the temperature       Figureof2b).    The maximum
                                                                             660–1550     K (shown   error   of DRGEP92
                                                                                                        in Figure    2b). The  is maximum
                                                                                                                                  obviously
                           higher    than   that  of DRGEP122.       This   result   is understandable        because
                            error of DRGEP92 is obviously higher than that of DRGEP122. This result is understand-        the  accuracy    of
                           mechanism       prediction    will be  reduced    when      the  component      is decreased.
                            able because the accuracy of mechanism prediction will be reduced when the component              Considering
                           the   accuracy ofConsidering
                            is decreased.       calculation, the
                                                               the accuracy
                                                                    simplifiedofmechanism
                                                                                       calculation,of the
                                                                                                       DRGEP122
                                                                                                            simplified is selected
                                                                                                                            mechanism as theof
                           mechanism       of subsequent    generation     rate analysis    and  temperature
                            DRGEP122 is selected as the mechanism of subsequent generation rate analysis and tem- SA.
                            perature SA.
Construction of a Chemical Kinetic Model of Five-Component Gasoline Surrogates under Lean Conditions
Molecules
Molecules2022,
          2022, 27,
                27, x1080
                      FOR PEER REVIEW                                                                                                                                            5 5ofof20
                                                                                                                                                                                         20

                                 100      a                                                                                            b                              DRGEP92
                                                                                                                                6                                     DRGEP122
    Ignition delay times (ms)

                                                                                                      of ignition delay times
                                  10

                                                                                                       Maximum error(%)
                                                                                                                                4
                                   1

                                  0.1
                                                                                                                                2
                                                    Detailed DRGEP92 DRGEP122
                                 0.01                                      p=1 MPa
                                                                           p=2 MPa
                                                                           p=4 MPa                                              0
                                0.001                                                                                            0.6       0.8   1.0            1.2   1.4        1.6
                                    0.6       0.8    1.0            1.2       1.4          1.6
                                                                                                                                                       1000/T
                                                           1000/T

                                                      (a)                                                    (b) mechanisms (DRGEP92 and
                                                      Figure 2. Detailed mechanism and comparison with two skeletal
                                                      DRGEP122) to predict the ignition delay of CHX /air mixture. (a) Ignition delay times and (b) maxi-
                                                     Figure 2. Detailed mechanism and comparison with two skeletal mechanisms (DRGEP92 and
                                                      mum error of ignition delay times.
                                                     DRGEP122) to predict the ignition delay of CHX /air mixture. (a) Ignition delay times and (b) max-
                                                     imum
                                                      2.1.2. error of ignition
                                                             Analysis   of thedelay times. Path of CHX
                                                                               Oxidation

                                                     2.1.2. The   DRGEP
                                                             Analysis          analysis
                                                                           of the            method
                                                                                     Oxidation           greatly
                                                                                                      Path    of CHX reduces the simplification pressure of the detailed
                                                      mechanism, but it is insufficient. This research aims to construct a simplified mechanism.
                                                            The DRGEP
                                                      The skeleton              analysisofmethod
                                                                         mechanism                         greatly reduces
                                                                                                 CHX DRGEP122              has been theobtained,
                                                                                                                                          simplification       pressure
                                                                                                                                                       including            of the and
                                                                                                                                                                     122 species    de-
                                                     tailed   mechanism,         but   it  is  insufficient.      This   research     aims
                                                      725 elementary reactions. The oxidation path of CHX is analyzed by ROP. The reaction    to  construct     a simplified     mech-
                                                     anism.
                                                      rate ofTheCHX   skeleton     mechanism
                                                                          is calculated         using of the
                                                                                                          CHX      DRGEP122mechanism
                                                                                                                 framework           has been obtained,
                                                                                                                                                     of DRGEP122 including    122 spe-
                                                                                                                                                                          under    lean
                                                     cies   and  725    elementary          reactions.      The    oxidation      path    of  CHX
                                                      conditions (equivalent ratio is 0.5). The initial conditions are as follows: pressure p = 2 MPa,is  analyzed     by   ROP.   The
                                                     reaction
                                                      temperaturerate is of750
                                                                             CHX K atis low
                                                                                         calculated       using and
                                                                                                temperature         the framework
                                                                                                                          1350 K at high   mechanism
                                                                                                                                               temperature,  of DRGEP122         under
                                                                                                                                                                   and the threshold
                                                     lean   conditions       (equivalent
                                                      of reaction path analysis is 3%.          ratio   is  0.5).  The    initial  conditions      are   as  follows:    pressure   p=
                                                     2 MPa,    temperature          is 750     K  at low    temperature         and   1350
                                                             Figure 3 shows the main path of CHX oxidation. The pressure is p = 2 MPa, and theK  at  high   temperature,      and   the
                                                     threshold
                                                      temperature  of reaction
                                                                         is 750 K pathfor low analysis     is 3%. and 1350 K for high temperature. The blue and
                                                                                                   temperature
                                                            Figure     3 shows      the
                                                      red numbers indicate the forward andmain      path    of CHX
                                                                                                                 reverse oxidation.     The pressure
                                                                                                                             contributions                  is p = 2 MPa,
                                                                                                                                                 of each reaction.            and the
                                                                                                                                                                         As shown     in
                                                     temperature
                                                      Figure 3, the is     750 K for
                                                                         oxidation         low temperature
                                                                                        process      of CHX is mainly  and 1350     K forinto
                                                                                                                                divided     highthree
                                                                                                                                                    temperature.       The blue and
                                                                                                                                                          parts: (a) Dehydrogena-
                                                     red
                                                      tionnumbers
                                                            reactions.indicate
                                                                           At two the        forward and
                                                                                       temperatures,          CHX reverse     contributions and
                                                                                                                       is dehydrogenated           of each    reaction.
                                                                                                                                                         converted      to As   shown
                                                                                                                                                                           cyclohexyl
                                                     in
                                                      (cCFigure
                                                            H
                                                          6 11  ).3,  the   oxidation
                                                                    Cyclohexyl        and    process
                                                                                              its        of
                                                                                                  products   CHX      is
                                                                                                                 undergo mainly     divided
                                                                                                                              continuous        into   three
                                                                                                                                               dehydrogenation parts:  (a)  Dehydro-
                                                                                                                                                                        reactions   and
                                                     genation     reactions.      At   two     temperatures,         CHX     is dehydrogenated
                                                      finally generate benzene rings, which is an important way for CHX combustion to generate           and    converted    to  cyclo-
                                                     hexyl
                                                      PAH; (cC      H11). Cyclohexyl
                                                              (b) 6Oxidation        reactions.  andWhen
                                                                                                      its products
                                                                                                               cyclohexyl  undergo
                                                                                                                                radicalscontinuous
                                                                                                                                            are exposed  dehydrogenation          reac-
                                                                                                                                                               to O2 , they produce
                                                     tions
                                                      cC6 Hand
                                                             11 O2finally
                                                                     (88.6%)  generate
                                                                                 and cC6benzene
                                                                                              H10 O2 H-2   rings,   which
                                                                                                               (9.5%)         is an
                                                                                                                         at 750   K. important
                                                                                                                                      (c) Immediate  wayring-opening
                                                                                                                                                             for CHX combustion
                                                                                                                                                                             reactions.
                                                     to
                                                      Atgenerate       PAH; (b) Oxidation
                                                          1350 K, cyclohexyl            radicals open  reactions.
                                                                                                              to form    When     cyclohexyl
                                                                                                                           1-hexene      radicalsradicals
                                                                                                                                                     (61%) and  are then
                                                                                                                                                                     exposed     to O2a,
                                                                                                                                                                            undergo
                                                     they
                                                      seriesproduce
                                                              of reactioncC6Hcracks
                                                                                 11O2 (88.6%)
                                                                                           to formand  smallcC6molecules
                                                                                                                 H10O2H-2 (9.5%) such as at1,3-butadiene
                                                                                                                                             750 K. (c) Immediate         ring-open-
                                                                                                                                                                 and ethylene.
                                                     ing reactions.       At 1350 K,
                                                             To avoid deleting          thecyclohexyl
                                                                                               reactions that  radicals
                                                                                                                    have aopen       to form 1-hexene
                                                                                                                              low reaction       rate and are   radicals   (61%) and
                                                                                                                                                                   more sensitive     to
                                                      temperature
                                                     then    undergoinathe        process
                                                                              series           of generation
                                                                                        of reaction       cracksrate       analysis,
                                                                                                                     to form      smalltemperature
                                                                                                                                           molecules SA    suchis used   to obtain the
                                                                                                                                                                   as 1,3-butadiene
                                                      key ethylene.
                                                     and    reactions at different initial temperatures. Temperature SA can measure the sensitivity
                                                      of a certain
                                                            To avoid   elementary
                                                                          deleting the    reactions
                                                                                               reactions to temperature
                                                                                                              that have a low    through
                                                                                                                                      reactionthe rate
                                                                                                                                                   normalized
                                                                                                                                                         and are sensitivity       coef-
                                                                                                                                                                      more sensitive
                                                      ficient.
                                                     to         The negative
                                                         temperature                  value indicates
                                                                            in the process        of generation the promotive
                                                                                                                        rate analysis,effects   of the corresponding
                                                                                                                                           temperature        SA is used toreaction
                                                                                                                                                                                obtain
                                                      on ignition,
                                                     the   key reactionswhileatthe      positive
                                                                                   different         one denotes
                                                                                                   initial               the inhibitive
                                                                                                             temperatures.         Temperatureeffects.SA Figure     4 showsthe
                                                                                                                                                            can measure        thatsen-
                                                                                                                                                                                     the
                                                      elementary
                                                     sitivity          reactions
                                                               of a certain           with larger
                                                                                  elementary            temperature-sensitivity
                                                                                                     reactions      to temperature through  coefficients     are differentsensitiv-
                                                                                                                                                        the normalized        in differ-
                                                      entcoefficient.
                                                     ity   temperature     The regions.
                                                                                   negative  In the   low-temperature
                                                                                                  value                           zone (750 K),
                                                                                                            indicates the promotive                   the temperature-sensitive
                                                                                                                                                 effects    of the corresponding
                                                      reaction    is  mainly      the   macromolecular             reaction
                                                     reaction on ignition, while the positive one denotes the inhibitive effects.of CHX     oxidation.       The isomerization
                                                                                                                                                                     Figure 4 shows   of
                                                      cC   H
                                                     that6 the  O    to  cC
                                                             11 elementary
                                                                  2           H     O    H-2
                                                                             6 10reactions
                                                                                       2        (R642)    and    the   cleavage     of the   C–O
                                                                                                   with larger temperature-sensitivity coefficients bond    of   cC  H
                                                                                                                                                                    6 11  O   generate
                                                                                                                                                                        are2different
                                                      cyclohexene
                                                     in                  (cC6 H10 ) and
                                                         different temperature                  HO2 radicals
                                                                                            regions.                  (R643). In the high-temperature
                                                                                                         In the low-temperature              zone (750 K), thezone           (1350 K),
                                                                                                                                                                       temperature-
                                                      most of the
                                                     sensitive         elementary
                                                                  reaction      is mainly reactions      that are more sensitive
                                                                                                the macromolecular              reaction of  to CHX
                                                                                                                                                 temperature
                                                                                                                                                         oxidation. areThe
                                                                                                                                                                         C0 –C  4 small
                                                                                                                                                                             isomeri-
                                                      molecule     reactions.      O   atoms      and   OH     radicals     (R1)  generated
                                                     zation of cC6H11O2 to cC6H10O2H-2 (R642) and the cleavage of the C–O bond of cC6H11O        by   H  atoms     colliding   with   O22
                                                      molecules      have     a large    positive     sensitivity       coefficient.
                                                     generate cyclohexene (cC6H10) and HO2 radicals (R643). In the high-temperature zone
Molecules 2022, 27, x FOR PEER REVIEW                                                                                 6 of 20

                                 (1350 K), most of the elementary reactions that are more sensitive to temperature are C0–
 Molecules 2022, 27, 1080                                                                                              6 of 20
                                 C4 small molecule reactions. O atoms and OH radicals (R1) generated by H atoms collid-
                                 ing with O2 molecules have a large positive sensitivity coefficient.

                                                            (a) 750 K

                                                            (b) 1350 K
                                 Figure 3. Main oxidation path of CHX. (a) 750 K and (b) 1350 K.
                                   Figure 3. Main oxidation path of CHX. (a) 750 K and (b) 1350 K.
Molecules
Molecules2022,
          2022,27,
                27,xxFOR
                      FORPEER
                          PEERREVIEW
                               REVIEW                                                                                                                                                                                            77 ofof 20
                                                                                                                                                                                                                                          20
Molecules 2022, 27, 1080                                                                                                                                                                                                           7 of 20

     R646                                         cC                                                                      R637
      R646                                         cC6H 10O2H-2+O2=SOOcC6O2H
                                                      6H10O2H-2+O2=SOOcC6O2H
                                                                                                                           R637                                       cC
                                                                                                                                                                       cC6H  11(+M)=cC6H10+H(+M)
                                                                                                                                                                           6H11(+M)=cC6H10+H(+M)
     R645                                         cC                                                                      R636
      R645                                         cC6HH10OO2H-2=>OH+CO+C
                                                      6   10  H-2=>OH+CO+C5HH10
                                                                   2                                     5       10
                                                                                                                           R636                                       cC
                                                                                                                                                                       cC6H11(+M)=PXC
                                                                                                                                                                         6 H 11  (+M)=PXC6H    11(+M)
                                                                                                                                                                                              6H11(+M)
     R643                                         cC                                                                      R630                                        cC   H    +H=cC   H    +H
      R643                                         cC6H 11O2=cC6H10+HO2
                                                      6H11O2=cC6H10+HO2
                                                                                                                           R630                                        cC H +H=cC H +H2
                                                                                                                                                                         6
                                                                                                                                                                            6
                                                                                                                                                                             12
                                                                                                                                                                                    12
                                                                                                                                                                                      6   11
                                                                                                                                                                                                 6       11       2
     R642                                                                                                                 R344
      R642 cCcC6H 11O2=cC6H10O2H-2
                6H11O2=cC6H10O2H-2
                                                                                                                           R344                                       CC4HH6+H=C  2H4+C2H3
                                                                                                                                                                         4 6+H=C2H4+C2H3
     R641                                                                                                                 R258           1350
                                                                                                                                          1350KK                      aC
           cC
      R641 6 11+O2=cC6H11O2
               H
              cC6H11+O2=cC6H11O2                                                                                           R258                                        aC H +HO2=OH+C
                                                                                                                                                                         3 H
                                                                                                                                                                            3
                                                                                                                                                                             5 +HO  =OH+C2HH3+CH
                                                                                                                                                                                    5    2    +CH2OO          2   3   2
     R640                                                                                                                 R159                                        CC2HH3+O2=HCO+CH2O
      R640 cC
            cC6H 11+O2=cC6H10O2H-2
               6H11+O2=cC6H10O2H-2
                                                                                    750
                                                                                     750KK                                 R159                                          2 3+O2=HCO+CH2O
     R634                                                                                                                 R158                                        CC2HH3+O2=CH
           cC
      R634 cC6 6H1212+HO
               H      +HO2=cC 6H11+H2O2
                          2=cC6H11+H2O2
                                                                                                                           R158                                         2    +O2=CH2CHO+O
                                                                                                                                                                                3    CHO+O       2
     R632                                                                                                                  R84
      R632 cC6 6H1212+OH=cC6H
           cC  H    +OH=cC      11+H2O
                              6H11+H2O
                                                                                                                            R84                                        CH3+HO
                                                                                                                                                                      CH      2=CH3O+OH
                                                                                                                                                                          3+HO2=CH3O+OH
     R437  C  H  +OH=C     H +H   O                                                                                       R20                                         HO
      R437 C6 H6 +OH=C6 H5 +H2 O
                6   6    6   5       2                                                                                     R20                                         HO2 +OH=H2O+O
                                                                                                                                                                          +OH=H
                                                                                                                                                                            2     O+O2       2            2
       R24    HH2OO2+OH=HO  2+H2O
                                                                                                                          R14                                         2OH(+M)=H
        R24      2 2+OH=HO2+H2O
                                                                                                                           R14                                         2OH(+M)=H2O 2(+M)
                                                                                                                                                                                  2O2(+M)
       R20                                                                                                                R12                                         H+O
        R20
              HO    +OH=H  O+O
               HO +OH=H O+O2
                  2
                    2
                         2
                         2       2
                                                                                                                           R12                                         H+O (+M)=HO2(+M)
                                                                                                                                                                          2 (+M)=HO
                                                                                                                                                                                2    (+M)            2
       R14 2OH(+M)=H O (+M)                                                                                                R1
                                                                                                                            R1    H+O
                                                                                                                                   H+O2=O+OH
        R14 2OH(+M)=H2 2O2 2(+M)                                                                                                       2=O+OH
           −0.8                                                                                                              −0.4        −0.2        0.0    0.2      0.4      0.6      0.8                                1.0
            −0.8 −0.6
                  −0.6 −0.4
                        −0.4 −0.2
                              −0.2 0.0
                                     0.0 0.2
                                           0.2 0.4
                                                 0.4 0.6 0.6 0.8
                                                              0.8 1.0
                                                                   1.0                                                        −0.4        −0.2        0.0    0.2      0.4      0.6      0.8                                1.0
                        Temperature sensitivity coefficient
                         Temperature sensitivity coefficient                                                                                      Temperature sensitivity coefficient
                                                                                                                                                   Temperature sensitivity coefficient

                                         (a)
                                          (a)750
                                              750KK                                                                                                            (b)
                                                                                                                                                                (b)1350
                                                                                                                                                                    1350KK
                                           Figure
                                            Figure4.4.Temperature
                                                       TemperatureSA
                                                                   SAof
                                                                      ofdifferent
                                                                         differenttemperatures
                                                                                   temperatures(φ(φ===0.5,
                                                                                                       0.5,ppp==
                                                                                                               =222MPa).
                                                                                                                   MPa). (a) 750 K and (b) 1350 K.
                                            Figure 4.  Temperature SA of different temperatures (ϕ     0.5,        MPa). (a)
                                                                                                                          (a) 750
                                                                                                                              750 K
                                                                                                                                  K and
                                                                                                                                    and (b)
                                                                                                                                        (b) 1350
                                                                                                                                            1350 K.
                                                                                                                                                 K.
                                                 The
                                                  Thetemperature
                                                        temperaturesensitivity
                                                        temperature        sensitivityof
                                                                          sensitivity    of elementary
                                                                                          ofelementary      reactions
                                                                                             elementaryreactions         under
                                                                                                             reactionsunder
                                                                                                                          under  different
                                                                                                                                  different
                                                                                                                                different      equivalence
                                                                                                                                                equivalence
                                                                                                                                             equivalence      ra-
                                                                                                                                                                ra-
                                                                                                                                                            ratios
                                           tios
                                            tiosis analyzed,
                                                 is analyzed,
                                            is analyzed,        and
                                                            and and    some
                                                                 somesome      elementary
                                                                                 elementary
                                                                           elementary          reactions
                                                                                                reactions
                                                                                          reactions         with
                                                                                                      with with    larger
                                                                                                             largerlarger   sensitivity
                                                                                                                             sensitivity
                                                                                                                      sensitivity          coefficients
                                                                                                                                            coefficients
                                                                                                                                    coefficients         are  ob-
                                                                                                                                                          are ob-
                                                                                                                                                   are obtained,
                                           tained,
                                            tained,
                                            as shownas
                                                     asshown
                                                         shown
                                                         in      in
                                                            Figure inFigure
                                                                       Figure
                                                                       5.  Under5.5.Under
                                                                                     Under   different
                                                                                     differentdifferent  equivalence
                                                                                                                 ratios,ratios,
                                                                                                          equivalence
                                                                                                equivalence                       large
                                                                                                                                   largemolecule
                                                                                                                           ratios,molecule
                                                                                                                           large            molecule  reactions
                                                                                                                                                       reactions
                                                                                                                                               reactions   (R634,
                                           (R634,
                                            (R634,  R640,
                                            R640, R643,     R643,
                                                     R640,R645,
                                                             R643,andR645,
                                                                      R645,   and
                                                                               andand
                                                                           R646)     R646)
                                                                                      R646)  and  small
                                                                                              andmolecule
                                                                                          small            molecule
                                                                                                   small molecule
                                                                                                              reactions reactions
                                                                                                                         reactions
                                                                                                                            (R14 and (R14
                                                                                                                                      (R14
                                                                                                                                        R19) and
                                                                                                                                              and R19)
                                                                                                                                                   R19)became
                                                                                                                                                became   became
                                                                                                                                                         equally
                                           equally
                                            equally
                                            sensitivesensitive
                                                      sensitive   atattemperatures
                                                        at temperatures        of 1000 of
                                                                       temperatures        of1000
                                                                                          K.  1000K. K.Notably,
                                                                                              Notably,   Notably,    the
                                                                                                                      theelementary
                                                                                                          the elementary      reactionsreactions
                                                                                                                           elementary       R634 andR634
                                                                                                                                           reactions    R640and
                                                                                                                                                      R634    and
                                                                                                                                                               are
                                           R640
                                            R640  are  less  sensitive
                                                   are less at
                                            less sensitive    sensitive    at
                                                                750 andat1350 750    and
                                                                                750Kand    1350  K
                                                                                            1350 4),
                                                                                       (Figure      (Figure
                                                                                                  K (Figure    4),
                                                                                                     but they4),    but
                                                                                                                 have    they
                                                                                                                     butgreaterhave
                                                                                                                          they have    greater    sensitivity
                                                                                                                                        greateratsensitivity
                                                                                                                                  sensitivity       1000 K. The atat
                                           1000
                                            1000
                                            HO2 K.K. The   HO
                                                      The HO
                                                   radical      2 radical in R634 extracts the H atom in CHX, the generated H2O2 is an
                                                                 2 radical
                                                             in R634           in R634
                                                                          extracts    the extracts
                                                                                           H atom the      H atom
                                                                                                      in CHX,     theingenerated
                                                                                                                          CHX, theHgenerated
                                                                                                                                         2 O2 is an H  2O2 is an
                                                                                                                                                     important
                                           important
                                            substancesubstance
                                            important     substance    for
                                                                        forthe
                                                          for the formation  theformation
                                                                                   formation   of
                                                                                                ofOH
                                                                                    of OH radicals OHradicals
                                                                                                        (R19),  and
                                                                                                         radicals  (R19),
                                                                                                                       R640
                                                                                                                    (R19),  and
                                                                                                                              is R640
                                                                                                                             and an
                                                                                                                                  R640  isisan
                                                                                                                                             animportant
                                                                                                                                      important     path for
                                                                                                                                                important   path
                                                                                                                                                               the
                                                                                                                                                             path
                                           for the  oxygenation
                                            oxygenation      reaction reaction
                                                                          of CHX.
                                            for the oxygenation reaction of CHX.   of CHX.

                                             R646
                                              R646    cC
                                                       cC6H10O2H-2+O2=SOOcC6O2H
                                                          6H10O2H-2+O2=SOOcC6O2H
                                             R645
                                              R645                                                                            cC
                                                                                                                               cC6H 10O2H-2=>OH+CO+C5H10
                                                                                                                                  6H10O2H-2=>OH+CO+C5H10
                                             R643
                                              R643                                                                            cC
                                                                                                                               cC6HH11OO2=cC
                                                                                                                                          =cC6HH10+HO
                                                                                                                                                   +HO2
                                                                                                                                     6   11   2       6   10      2
                                             R642
                                              R642    cC
                                                       cC6H 11O2=cC6H10O2H-2
                                                          6H11O2=cC6H10O2H-2
                                             R640
                                              R640    cC
                                                       cC6HH11+O
                                                               +O2=cC
                                                                   =cC6HH10OO2H-2
                                                                               H-2
                                                               6       11       2           6       10           2
                                             R637
                                              R637     cC6H
                                                      cC    11(+M)=cC6H10+H(+M)
                                                          6H11(+M)=cC6H10+H(+M)
                                             R636      cC6 H11(+M)=PXC
                                                      cC  H    (+M)=PXC6HH11(+M)
                                                                             (+M)
                                              R636             6       11                           6        11
                                             R634     cC
                                                       cC6H 12+HO2=cC6H11+H2O2
                                              R634        6H12+HO2=cC6H11+H2O2
                                             R633
                                              R633    cC
                                                       cC6 H12+O
                                                          H    +O2=cC
                                                                   =cC6HH11+HO
                                                                            +HO2
                                                               6       12       2           6       11                2
                                             R211     CC2HH5+HO                                                                                                 φ
                                                                                                                                                                φ=1.0
                                              R211               2=CH3+CH2O+OH                                                                                    =1.0
                                                         2 5+HO2=CH3+CH2O+OH                                                                                    φ
                                             R209     CC2HH5+O                                                                                                  φ=0.75
                                                                                                                                                                  =0.75
                                              R209           +O2 =C2HH4+HO
                                                                =C      +HO2                                                                                    φ
                                                          2        5        2       2       4                2                                                  φ=0.5
                                                                                                                                                                  =0.5
                                              R19
                                               R19    2HO
                                                       2HO2=O2+H2O2
                                                           2=O2+H2O2
                                              R14      2OH(+M)=H2OO2(+M)
                                                      2OH(+M)=H      (+M)
                                               R14                                      2       2
                                                   −1.0
                                                    −1.0                                −0.5
                                                                                         −0.5          0.0
                                                                                                        0.0            0.5
                                                                                                                        0.5                                                 1.0
                                                                                                                                                                             1.0
                                                                                        Temperature sensitivity coefficient
                                                                                         Temperature sensitivity coefficient
                                            Figure 5. Temperature SA of different equivalence ratios (T = 1000 K, p = 2 MPa).
                                           Figure
                                            Figure5.5.Temperature
                                                       TemperatureSA
                                                                   SAof
                                                                      ofdifferent
                                                                         differentequivalence
                                                                                   equivalenceratios
                                                                                               ratios(T
                                                                                                      (T==1000
                                                                                                           1000K,
                                                                                                                K,pp==22MPa).
                                                                                                                        MPa).
                                                 In this part of the work, the generation rate analysis retains the elementary reactions
                                            withIna this
                                                 In   thispart
                                                    larger part of
                                                                 ofthe
                                                                    thework,
                                                             reaction   work,
                                                                        rate  inthe
                                                                                 thegeneration
                                                                                 the  frameworkrate
                                                                                     generation    rate analysis
                                                                                                         analysisretains
                                                                                                     mechanism.     It alsothe
                                                                                                                  retains   theelementary
                                                                                                                                elementary
                                                                                                                            removes          reactions
                                                                                                                                              reactions
                                                                                                                                       the elementary
                                           with
                                            with aalarger
                                            reactionslarger reaction
                                                         withreaction  rate
                                                               a smallerrate in
                                                                              inthe
                                                                                  theframework
                                                                           reaction    rate. So far,mechanism.
                                                                                      framework       a simplifiedItItmechanism
                                                                                                     mechanism.       also
                                                                                                                       alsoremoves
                                                                                                                            removesforthe
                                                                                                                                       theelementary
                                                                                                                                        CHXelementary
                                                                                                                                              has been
                                           reactions
                                            reactions   with
                                            obtained, with    a smaller
                                                               a smaller
                                                         including        reaction
                                                                           reaction
                                                                      81 species     rate.
                                                                                    andrate.So  far, a simplified
                                                                                          280Soelementary
                                                                                                 far, a simplified  mechanism
                                                                                                             reactionsmechanism   for  CHX   has
                                                                                                                                              hasbeen
                                                                                                                                   for CHXMaterials
                                                                                                                          (Supplementary          been
                                           obtained,
                                            Text        including    81  species   and   280  elementary    reactions    (Supplementary
                                                 S1). including 81 species and 280 elementary reactions (Supplementary Materials
                                            obtained,                                                                                       Materials
                                           Text
                                            TextS1).
                                                  S1).
Molecules 2022, 27, x FOR PEER REVIEW                                                                                                                                           8 of 20
Molecules 2022, 27, 1080                                                                                                                                                         8 of 20

                                                            2.2. Mechanism Merger and Modification
                                                             2.2. Mechanism Merger and Modification
                                                                  The TRF, DIB, and CHX sub-mechanisms are coupled. The principle of mechanism
                                                                  The is
                                                            coupling    TRF,     DIB, and
                                                                            to retain      all CHX     sub-mechanisms
                                                                                                the macromolecular             are coupled.
                                                                                                                           reactions      aboveThe  C5 inprinciple
                                                                                                                                                            the fiveofcomponents,
                                                                                                                                                                         mechanism
                                                             coupling
                                                            delete   the is  to retainelementary
                                                                          repeated          all the macromolecular
                                                                                                         reactions between  reactions
                                                                                                                                   C1 and  above
                                                                                                                                              C4, andC5 in   the five
                                                                                                                                                          retain  the Ccomponents,
                                                                                                                                                                         0 molecular
                                                             delete thein
                                                            reactions     repeated
                                                                               the TRF   elementary      reactionsFinally,
                                                                                             sub-mechanism.           between   aC    1 and C4 , and
                                                                                                                                   simplified             retainkinetic
                                                                                                                                                    chemical       the C0 molecular
                                                                                                                                                                            model of
                                                             reactions   in  the   TRF    sub-mechanism.       Finally,   a simplified      chemical
                                                            CDTRF with 115 species and 414 elementary reactions is constructed (Supplementary             kinetic  model of CDTRF  Ma-
                                                            with 115
                                                            terials  Textspecies
                                                                            S2). and 414 elementary reactions is constructed (Supplementary Materials
                                                            Text After
                                                                  S2). the mechanism is coupled, the prediction accuracy of the mechanism is an issue
                                                            worthyAfter    the mechanism
                                                                       of attention.               is coupled,between
                                                                                           Cross-reactions      the prediction
                                                                                                                            molecules,accuracy     of theinmechanism
                                                                                                                                             changes          componentisreaction
                                                                                                                                                                               an issue
                                                            worthy
                                                            paths   andof rates,
                                                                          attention.and theCross-reactions      between
                                                                                                 fusion of repeated          molecules,
                                                                                                                         elementary           changeswill
                                                                                                                                           reactions       in component        reaction
                                                                                                                                                               all lead to changes
                                                            paths   and    rates,   and     the  fusion   of repeated     elementary        reactions
                                                            in ignition delay time and laminar flame velocity. SA can be based on the sensitivity of a    will  all  lead  to  changes
                                                             in ignition delay time and laminar flame velocity. SA can be based on the sensitivity
                                                            component or elementary element reaction to measure the degree of influence of the com-
                                                             of a component or elementary element reaction to measure the degree of influence of
                                                            ponent or elementary element reaction on the calculation results of the target parameters
                                                             the component or elementary element reaction on the calculation results of the target
                                                            (ignition delay time and laminar flame speed).
                                                            parameters (ignition delay time and laminar flame speed).
                                                                  The newly constructed simplified mechanism is used to conduct preliminary predic-
                                                                  The newly constructed simplified mechanism is used to conduct preliminary pre-
                                                            tions on the ignition delay time of the four-component gasoline-fuel substitute DTRF (Fig-
                                                             dictions on the ignition delay time of the four-component gasoline-fuel substitute DTRF
                                                            ure 6). In Figure 6a, Fikri et al. [15] measured the ignition delay time of the four-compo-
                                                            (Figure 6). In Figure 6a, Fikri et al. [15] measured the ignition delay time of the four-
                                                            nent alternative fuel value DTRF (25% of isooctane, 20% of n-heptane, 45% of toluene, 10%
                                                             component alternative fuel value DTRF (25% of isooctane, 20% of n-heptane, 45% of
                                                            of DIB, by volume fraction) in the high-pressure shock tube. The experimental conditions
                                                             toluene, 10% of DIB, by volume fraction) in the high-pressure shock tube. The experimental
                                                            were as follows: the pressures are 1, 3, and 5 MPa, and the equivalent ratio was 1. The
                                                             conditions were as follows: the pressures are 1, 3, and 5 MPa, and the equivalent ratio was
                                                            ignition delay time was predicted using the mechanism constructed in this study. The
                                                            1. The ignition delay time was predicted using the mechanism constructed in this study.
                                                            ignition   delaydelay
                                                            The ignition         time time
                                                                                         is defined     as the
                                                                                                is defined   asinterval    fromfrom
                                                                                                                the interval       the initial    statestate
                                                                                                                                          the initial     to thetotemperature
                                                                                                                                                                    the temperature 400
                                                            K  higher   than     the   initial  temperature.      The   newly     constructed
                                                             400 K higher than the initial temperature. The newly constructed mechanism reproduces  mechanism        reproduces      the
                                                            ignition   of the
                                                             the ignition         fuelfuel
                                                                             of the      at 1atMPa.
                                                                                                  1 MPa.However,
                                                                                                           However,  it underestimates
                                                                                                                        it underestimatesthe      theignition
                                                                                                                                                        ignitiondelay
                                                                                                                                                                   delaytime
                                                                                                                                                                           timein in the
                                                                                                                                                                                      the
                                                            low-temperature          region     (T  < 1000  K) at  3 and   5  MPa     and    makes
                                                             low-temperature region (T < 1000 K) at 3 and 5 MPa and makes the negative temperature     the  negative    temperature
                                                            region
                                                             region tend
                                                                      tend to to the
                                                                                  the high
                                                                                        high temperature
                                                                                               temperature part.
                                                                                                               part. Figure
                                                                                                                       Figure6b   6bfurther
                                                                                                                                       furtherinvestigates
                                                                                                                                                 investigatesthe   thetemperature-
                                                                                                                                                                        temperature-
                                                            sensitive
                                                             sensitive response at the temperature (T = 850 K) at which the maximum error
                                                                        response        at the   temperature     (T  = 850   K)  at  which     the  maximum         error ofof ignition
                                                                                                                                                                                ignition
                                                            delay
                                                             delay occurs, the pressure is 3 MPa, and the equivalence ratio is 1. The figure shows that
                                                                    occurs,     the  pressure      is 3 MPa,   and   the  equivalence        ratio   is 1.  The  figure   shows     that
                                                            the
                                                             the macromolecular
                                                                 macromolecular reactions reactions (R7,
                                                                                                       (R7, R12,
                                                                                                             R12, R13,
                                                                                                                   R13, R14)
                                                                                                                         R14) of of n-heptane
                                                                                                                                     n-heptane in   in the
                                                                                                                                                        the system
                                                                                                                                                             system have
                                                                                                                                                                       haveaagreater
                                                                                                                                                                                 greater
                                                            effect
                                                             effect on
                                                                    on the
                                                                        the ignition
                                                                               ignition delay
                                                                                           delay time.
                                                                                                    time.The
                                                                                                           Theelementary
                                                                                                                elementaryreaction
                                                                                                                                 reactionR14 R14shows
                                                                                                                                                   showsthe  thelargest
                                                                                                                                                                  largestsensitivity
                                                                                                                                                                            sensitivity
                                                            coefficient,    and    C   H    OOH     is generated    from    C   H
                                                             coefficient, and C7 H14 OOH is generated from C7 H15 OO isomerization.
                                                                                     7   14                                   7   15 OO   isomerization.

                                                                                                         R14    C7H15OO=>C7H14OOH

                                     10      DTRF,φ=1.0                                                   R7    C7H16+OH=>C7H15-2+H2O
                                                                                                        R409 H2O2+M=OH+OH+M
          Ignition delay time (ms)

                                                                                                        R347 CH3+HO2=CH3O+OH
                                                                                                         R12 C7H15-2+O2=>C7H15OO
                                                                                                          R6 C7H16+OH=>C7H15-1+H2O
                                      1                                                                  R34   AC8H16OOH+O2=AOOC8H16OOH                               850 K
                                                                                                        R358                                CH2O+OH=HCO+H2O
                                                                                                         R21                                C7H15-2=>PC4H9+C3H6
                                                                            EXP. This work               R13                                C7H15OO=>C7H15-2+O2
                                                                                        1 MPa
                                                                                                         R38                                AC8H17+O2=JC8H16+HO2
                                                                                        3 MPa
                                     0.1                                                5 MPa           R406                                OH+HO2=H2O+O2

                                       0.8      0.9   1.0     1.1     1.2      1.3    1.4     1.5           −0.8 −0.6 −0.4 −0.2 0.0             0.2   0.4     0.6   0.8   1.0
                                                             1000/T (1/K)                                                           Sensitivity coefficient

                                                              (a)                                                                         (b)
                                                            Figure 6. Prediction of ignition delay time and temperature-sensitivity coefficient of DTRF fuel. (a)
                                                            Figure 6. Prediction of ignition delay time and temperature-sensitivity coefficient of DTRF fuel.
                                                            Prediction of ignition delay time and (b) temperature-sensitivity coefficient.
                                                            (a) Prediction of ignition delay time and (b) temperature-sensitivity coefficient.
                                                                  The laminar flame speed of the three-component gasoline-fuel substitute TRF is pre-
                                                                  The laminar flame speed of the three-component gasoline-fuel substitute TRF is pre-
                                                            liminarily verified in Figure 7. The experimental data for laminar flame speed comes from
                                                             liminarily verified in Figure 7. The experimental data for laminar flame speed comes from
                                                            Sileghem   et al. [31]. The laminar flame speed is overestimated in the area of 1.0–1.3
                                                             Sileghem et al. [31]. The laminar flame speed is overestimated in the area of 1.0–1.3 equiv-
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Molecules 2022, 27, x FOR PEER REVIEW                                                                                                                                                   9 of 20

                                                                     alence ratio (Figure 7a). In Figure 7b, at a temperature of 358 K, a pressure of 0.1 MPa,
                                                                     equivalence ratio (Figure 7a). In Figure 7b, at a temperature of 358 K, a pressure of 0.1
                                                                     and an equivalence ratio of 1.1, the sensitivity of OH radicals is analyzed. The elementary
                                                                     MPa, and an equivalence ratio of 1.1, the sensitivity of OH radicals is analyzed. The ele-
                                                                     reaction R391 is found to have a greater sensitivity, which is the main way of generating
                                                                     mentary reaction R391 is found to have a greater sensitivity, which is the main way of
                                                                     OH radicals.
                                                                     generating OH radicals.
                                      60
                                           Gasoline surrogate/Air, p=0.1 MPa                              R391    O+OH=O2+H
                                      55   1/3 isooctane, 1/3 n-heptane and 1/3 toluene                   R347    CH3+HO2=CH3O+OH
       Laminar flame speed (cm/sec)

                                                                                                          R389                                    CO+OH=CO2+H
                                      50
                                                                                                           R61                                    C6H5O=C5H5+CO
                                      45
                                                                                                           R98                                    IC4H7+O2=aC3H4+CH2O+OH
                                      40                                                                   R14            358 K                   C7H15OO=>C7H14OOH

                                      35                                                                   R16                                    OOC7H14OOH=>HO2C7H13O2H
                                                                                                           R62                                    C6H5O+H=C6H5OH
                                      30
                                                                                                          R385                                    HCO+H=CO+H2
                                                                     EXP. This work
                                      25
                                                                                      298 K
                                                                                                            R7                                    C7H16+OH=>C7H15-2+H2O
                                      20                                              328 K               R345                                    CH3+CH3(+M)=C2H6(+M)
                                                                                      358 K                R36                                    IC8H18+OH=>AC8H17+H2O
                                      15
                                        0.6     0.7    0.8     0.9     1.0   1.1      1.2     1.3   1.4          −0.6    −0.4   −0.2     0.0     0.2    0.4    0.6      0.8     1.0
                                                              Equivalence ratio                                                        Sensitivity coefficient

                                                                     (a)                                                                    (b)
                                                                      Figure 7. Prediction of laminar flame speed and temperature-sensitivity coefficient of TRF fuel. (a)
                                                                     Figure 7. Prediction of laminar flame speed and temperature-sensitivity coefficient of TRF fuel.
                                                                      Prediction of laminar flame speed and (b) temperature-sensitivity coefficient.
                                                                     (a) Prediction of laminar flame speed and (b) temperature-sensitivity coefficient.

                                                                           According to
                                                                           According   to the
                                                                                          the predicted
                                                                                               predicted results,
                                                                                                          results,temperature
                                                                                                                    temperatureSA    SAisisused
                                                                                                                                            usedtotofind
                                                                                                                                                      findthe key
                                                                                                                                                            the   reaction
                                                                                                                                                                key        of
                                                                                                                                                                    reaction
                                                                      the newly  constructed    mechanism    under   different  combustion     conditions.
                                                                     of the newly constructed mechanism under different combustion conditions. Elementary     Elementary  re-
                                                                      actions with
                                                                     reactions  withhigher
                                                                                      highersensitivity
                                                                                              sensitivity(R14.
                                                                                                           (R14.C7CH15HOO=>C    7H14OOH and R391. O + OH = O2 + H)
                                                                                                                    7 15 OO=>C7 H14 OOH and R391. O + OH = O2
                                                                     +are
                                                                       H)selected,  and the
                                                                           are selected, andchemical    kinetic
                                                                                               the chemical     parameters
                                                                                                              kinetic          of the of
                                                                                                                       parameters     reaction   are modified.
                                                                                                                                          the reaction            The kinetic
                                                                                                                                                         are modified.   The
                                                                      parameters   of R14  refer to the research  results  of  Li et al. [21], while   R391  is derived
                                                                     kinetic parameters of R14 refer to the research results of Li et al. [21], while R391 is derived   from
                                                                      the mechanism
                                                                     from              of JetSurF2.0
                                                                           the mechanism              [26], [26],
                                                                                             of JetSurF2.0  as shown    in Table
                                                                                                                  as shown         2. 2.
                                                                                                                              in Table

                                                                     Table2.2.Modified
                                                                     Table    Modifiedkey
                                                                                       keyreactions
                                                                                           reactionsand
                                                                                                     andkinetic
                                                                                                         kineticparameters.
                                                                                                                 parameters.

                                                                  Kinetic Parameters
                                                                               Kinetic Parameters
                                           Reactions                         Modification                                                                                             Ref.
                                                                            b      Reactions
                                                                                         E (J/mol)         Modification
                                                                                                            A                                                                           Ref.
                                                                             A           b       E (J/mol)
  R14. C7H15OO=>C7H14OOH           Before              2 × 1011            0.0 11         17,010.0                                                                                    [10]
                          R14. C7 H15 OO=>C7 H14 OOH       Before        2 × 10         0.0      17,010.0                                                                               [10]
                                    After            1.51 × 1011          0.0             19,000.0                                                                                    [21]
                                                            After      1.51 × 1011      0.0      19,000.0                                                                               [21]
    R391. O + OH = O2 + H          Before              2 × 1014           −0.4 14            0.0                                                                                      [10]
                            R391. O + OH = O2 + H          Before        2 × 10        −0.4         0.0                                                                                 [10]
       H + O2 = O + OH              After            2.64 × 1016         −0.67 16         17,041.0                                                                                    [26]
                                                                             H + O2 = O + OH                     After          2.64 × 10            −0.67           17,041.0           [26]

                                                                           After the mechanism is revised, the accuracy of prediction is greatly improved. The
                                                                          After
                                                                     revised     the mechanism
                                                                              simplified        is revised,
                                                                                         mechanism          thedelay
                                                                                                      ignition  accuracy
                                                                                                                      timesofand
                                                                                                                              prediction
                                                                                                                                  laminarisflame
                                                                                                                                            greatly improved.
                                                                                                                                                  speeds       The
                                                                                                                                                         prediction
                                                                     revised  simplified mechanism   ignition
                                                                     will be discussed in the next section.    delay times  and  laminar  flame  speeds  prediction
                                                                     will be discussed in the next section.
                                                                      3. Results and Discussion
                                                                     3. Results and Discussion
                                                                           Whether the constructed chemical kinetic model can be used for the numerical sim-
                                                                           Whether the constructed chemical kinetic model can be used for the numerical simula-
                                                                      ulation of the combustion process depends on the model’s prediction of the fuel combus-
                                                                     tion of the combustion process depends on the model’s prediction of the fuel combustion
                                                                      tion characteristics. The proposed mechanism has verified the combustion characteristics
                                                                     characteristics. The proposed mechanism has verified the combustion characteristics of pure
                                                                      of pure component fuels under lean conditions based on extensive experimental data
                                                                     component fuels under lean conditions based on extensive experimental data [16,26,30–42]
                                                                      [16,26,30–42] (Supplementary Materials Figures S1–S10). This study will verify the com-
                                                                     (Supplementary Materials Figures S1–S10). This study will verify the combustion char-
                                                                      bustion characteristics of multi-component alternative fuels from three perspectives—ig-
                                                                     acteristics of multi-component alternative fuels from three perspectives—ignition delay
                                                                      nition delay time, laminar combustion speed, and concentration distribution of important
                                                                     time, laminar combustion speed, and concentration distribution of important combustion
                                                                      combustion substances. Table 3 shows the composition ratio of gasoline-alternative fuel
                                                                     substances. Table 3 shows the composition ratio of gasoline-alternative fuel components
Molecules 2022, 27, x FOR PEER REVIEW                                                                                                                                                      10 of 20
Molecules 2022, 27, 1080                                                                                                                                                                    10 of 20

                                                           components used in this section. The research octane number (RON) of the six alternative
                                                           used in this section. The research octane number (RON) of the six alternative fuels ranges
                                                           fuels ranges from 74 to 95, which can represent most commercial gasoline in the market.
                                                           from 74 to 95, which can represent most commercial gasoline in the market.
                                                           Table 3. Composition of different gasoline-surrogate fuels (by volume fraction).
                                                           Table 3. Composition of different gasoline-surrogate fuels (by volume fraction).
      Fuels                                    Isooctane(%) N-Heptane(%) Toluene(%)                                                DIB(%)                CHX(%)            RON             Ref.
     Fuels
      PRF                                       Isooctane
                                                      77 (%)   N-Heptane
                                                                 23       (%)  Toluene
                                                                                0        (%)                                          DIB
                                                                                                                                      0 (%)              CHX0(%)          RON
                                                                                                                                                                            77             Ref.
                                                                                                                                                                                            [9]
      TRF1
      PRF                                             63
                                                      77         17 23          20 0                                                   0 0                  00             77 88            [14]
                                                                                                                                                                                            [9]
     TRF1
      TRF2                                            63
                                                      69         17 17          14 20                                                  0 0                  00             88 87           [14]
                                                                                                                                                                                            [32]
     TRF2                                             69             17              14                                                  0                  0              87              [32]
      TRF3                                          33.33       33.33         33.33                                                   0                      0                74            [31]
     TRF3                                            33.33          33.33          33.33                                                 0                  0              74              [31]
     DTRF
     DTRF                                             25
                                                      25         20 20          45 45                                                 10 10                 00               94.6
                                                                                                                                                                          94.6              [15]
                                                                                                                                                                                           [15]
    CDTRF
    CDTRF                                          30.812
                                                    30.812       11 11         38.2 38.2                                            10.342
                                                                                                                                       10.342              9.646
                                                                                                                                                          9.646            95 95            [21]
                                                                                                                                                                                           [21]

                                                           3.1.
                                                           3.1. Ignition
                                                                Ignition Delay
                                                                         Delay Times
                                                                                Times
                                                                 This  work  chooses
                                                                 This work chooses the  the equal-volume
                                                                                            equal-volume closed
                                                                                                            closed homogeneous
                                                                                                                      homogeneous zero-dimensional
                                                                                                                                          zero-dimensional model model
                                                           to simulate   ignition  delay.  Figure  8 shows   the  comparison        of  the ignition
                                                           to simulate ignition delay. Figure 8 shows the comparison of the ignition delay time         delay  time cal-
                                                           culated  by  the experiment     and   the model   at different     pressures     of TRF1
                                                           calculated by the experiment and the model at different pressures of TRF1 and TRF2. The      and  TRF2.  The
                                                           experimental
                                                           experimental data
                                                                           data was
                                                                                  was obtained
                                                                                       obtained by by Gauthier
                                                                                                      Gauthier et et al.
                                                                                                                     al. [43]
                                                                                                                          [43] inin aa low-temperature
                                                                                                                                       low-temperature and    and high-
                                                                                                                                                                   high-
                                                           pressure   shock tube.
                                                           pressure shock    tube. The
                                                                                     The two
                                                                                          two experimental
                                                                                               experimental pressures
                                                                                                                pressures were were 1.5–2.5
                                                                                                                                      1.5–2.5 MPa
                                                                                                                                               MPa and  and 4.5–6
                                                                                                                                                            4.5–6 MPa.
                                                                                                                                                                   MPa.
                                                           TRF1   data  scaled  to 2 and   5.5 MPa   are denoted
                                                           TRF1 data scaled to 2 and 5.5 MPa are denoted as p       as −p −0.83 and TRF2 as p
                                                                                                                         0.83  and TRF2 as p    − −0.96
                                                                                                                                                  0.96 . The  proposed
                                                                                                                                                        . The proposed
                                                           simplified
                                                           simplified mechanism
                                                                        mechanism is  is used
                                                                                         used to  calculate the
                                                                                               to calculate the ignition
                                                                                                                 ignition delay
                                                                                                                              delay time.
                                                                                                                                      time. The
                                                                                                                                             The simulation
                                                                                                                                                  simulation results
                                                                                                                                                                 results
                                                           using
                                                           using this
                                                                  this mechanism
                                                                       mechanism are are consistent
                                                                                          consistent with
                                                                                                      with the
                                                                                                           the experimental
                                                                                                                experimental data.  data.

                                        EXP.    This work                                                                         EXP.     This work
                                  10                    2 MPa                                                               10                     2 MPa
                                                        5.5 MPa                                                                                    5.5 MPa
                                                                                                 Ignition delay time (ms)
       Ignition delay time (ms)

                                                                                                                                         TRF2 , φ=1
                                           TRF1 , φ=1
                                   1                                                                                         1

                                  0.1                                                                                       0.1
                                        0.85     0.90   0.95      1.00   1.05   1.10   1.15                                       0.85     0.90   0.95     1.00    1.05    1.10     1.15
                                                           1000/T (1/K)                                                                                1000/T (1/K)

                                                         (a) TRF1                                                                                     (b) TRF2
                                                           Figure 8. Verification of the ignition delay time of TRF1 and TRF2. (a) TRF1 and (b) TRF2.
                                                           Figure 8. Verification of the ignition delay time of TRF1 and TRF2. (a) TRF1 and (b) TRF2.

                                                                For
                                                                For four-component
                                                                     four-component fuel, fuel, Figure
                                                                                                Figure 99 shows
                                                                                                            shows thethe comparison
                                                                                                                          comparison between
                                                                                                                                         between the
                                                                                                                                                   the simulated
                                                                                                                                                         simulated
                                                           value
                                                           value of the fuel mixture DTRF described in Table 3 and the experimental value of
                                                                  of the  fuel  mixture   DTRF   described     in Table  3  and   the experimental    value   of the
                                                                                                                                                                 the
                                                           high-pressure    shock   tube by Fikri et al. [15].  The model    prediction  results in
                                                           high-pressure shock tube by Fikri et al. [15]. The model prediction results in this studythis  study  are
                                                           consistent  with  the  experimental   results.   However,    the  calculated  ignition  delay
                                                           are consistent with the experimental results. However, the calculated ignition delay time       time  un-
                                                           derestimates
                                                           underestimates  thethe
                                                                                experimental
                                                                                   experimentalvalue  in the
                                                                                                  value         range
                                                                                                           in the      of 740–910
                                                                                                                   range   of 740–910K. The possible
                                                                                                                                        K. The         reasons
                                                                                                                                                possible         for
                                                                                                                                                            reasons
                                                           the
                                                           for pre-ignition   in the
                                                               the pre-ignition    inlow
                                                                                      the temperature
                                                                                          low temperatureregion   are that
                                                                                                                region  arethe  coupling
                                                                                                                             that         of different
                                                                                                                                   the coupling         sub-mech-
                                                                                                                                                 of different   sub-
                                                           anisms   changes
                                                           mechanisms          the reaction
                                                                          changes            path and
                                                                                     the reaction  pathreaction     rate of
                                                                                                          and reaction       theofmacromolecular
                                                                                                                          rate     the macromolecularfuel and
                                                                                                                                                           fuel that
                                                                                                                                                                and
                                                           there is cross-reaction    between  the fuel   macromolecules.
                                                           that there is cross-reaction between the fuel macromolecules.
Molecules 2022,
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                27, 1080
                    x FOR PEER REVIEW                                                                                                                                                                                        11
                                                                                                                                                                                                                              11 of 20
                                                                                                                                                                                                                                 of 20
                                      Molecules 2022, 27, x FOR PEER REVIEW                                                                                                          19 of 21

                                                                               DTRF,φ=1.0

                                                                      10

                                                                        1

                                                                                                                             EXP. This work
                                                                                                                                          1 MPa
                                                                                                                                          3 MPa
                                                                       .1                                                                 5 MPa

                                                                         0.8         0.9          1.0         1.1         1.2                         1.3             1.4      1.5
                                                                       Figure 9. Verification of the ignition delay time of DTRF.
                                      References                       Figure 9. Verification of the ignition delay time of DTRF.
                                      1.    Zhang, Z.; Ye, J.; Lv, J.; Xu, W.; Tan, D.; Jiang, F.; Huang, H. Investigation on the effects of non-uniform porosity catalyst on
                                                                             Li et al. [21] also measured the high-temperature ignition delay time of CDTRF fuel
                                            SCR characteristic based on the field synergy analysis. J. Environ. Chem. Eng. 2022, 10, 107056.
                                                                             Li et al. [21] also measured the high-temperature ignition delay time of CDTRF fuel
                                            https://doi.org/10.1016/j.jece.2021.107056.

                                                                       in a shocktube,
                                                                       in a shock    tube,asasshown   in in
                                                                                                         Figure  10. 10.
                                                                                                                     A negative  correlation between    pressure  and equiv-
                                      2.    Zhang, Z.; Ye, J.; Tan, D.; Feng, Z.; Luo, J.; Tan, Y.; Huang, Y. The effects of Fe2O3 based DOC and SCR catalyst on the
                                                                                                shown       Figure       A negative   correlation   between    pressure
                                            combustion and emission characteristics of a diesel engine fueled with biodiesel. Fuel 2021, 290, 120039. https://doi.org/  and
                                            10.1016/j.fuel.2020.120039.alence   ratio and   ignition  delay  is obtained   using our  model   to predict  the ignition
                                                                       equivalence ratio and ignition delay is obtained using our model to predict the ignition        delay
                                      3.    Tan, D.; Chen, Z.; Li, J.; Luo, J.; Yang, D.; Cui, S.; Zhang, Z. Effects of Swirl and Boiling Heat Transfer on the Performance
                                                                       time oftimeCDTRF
                                                                                    of CDTRF fuel.fuel.
                                                                                                   ThisThis
                                                                                                          model
                                                                                                             modelreproduces   thethe
                                                                                                                      reproduces    ignition
                                                                                                                                      ignitionofofthe
                                                                                                                                                   the five-component
                                            Enhancement and Emission Reduction for a Medium Diesel Engine Fueled with Biodiesel. Processes 2021, 9, 568.
                                                                       delay                                                                                            fuel
                                                                                                                                                       five-component fuel
                                            https://doi.org/10.3390/pr9030568.
                                      4.                               CDTRF     over   the entire  temperature
                                                                       CDTRF over the entire temperature range.    range.
                                            Duan, X.; Lai, M.-C.; Jansons, M.; Guo, G.; Liu, J. A review of controlling strategies of the ignition timing and combustion phase
                                            in homogeneous charge compression ignition (HCCI) engine. Fuel 2021, 285, 119142. https://doi.org/10.1016/j.fuel.2020.119142.
                                      5.    d’Ambrosio, S.; Iemmolo, D.; Mancarella, A.; Vitolo, R. Preliminary Optimization of the PCCI Combustion Mode in a Diesel
                                            Engine through a Design of Experiments. Energy Procedia 2016, 101, 909–916. https://doi.org/10.1016/j.egypro.2016.11.115.
                                      6.    Raza, M.; Wang, H.; Yao, M. Numerical investigation of reactivity controlled compression ignition (RCCI) using different multi-
                                    EXP.       This worksurrogate combinations of diesel and gasoline. Appl. Energy EXP.
                                            component                                                                                                  2019,     This462–479.
                                                                                                                                                                242,   work
                                      7.
                                            https://doi.org/10.1016/j.apenergy.2019.03.115.
                                                               1  MPa
                                            Tan, J.Y.; Bonatesta, F.; Ng, H.K.; Gan, S. Developments in computational fluid dynamics modelling of gasoline direct injection
                                                                                                                                                                                          φ=0.5
                                            engine combustion  2 MPa and soot emission with chemical kinetic modelling. Appl. Therm. Eng. 2016, 107, 936–959.                             φ=1.0
                                                                                                                                   Ignition delay time (ms)
   Ignition delay time (ms)

                                            https://doi.org/10.1016/j.applthermaleng.2016.07.024.
                                      8.    Atef, N.; Kukkadapu, G.; Mohamed, S.Y.; Rashidi, M.A.; Banyon, C.; Mehl, M.; Heufer, K.A.; Nasir, E.F.; Alfazazi, A.; Das, A.K.;
                                            et al. A comprehensive iso-octane combustion model with improved thermochemistry and chemical kinetics. Combust. Flame
                               1            2017, 178, 111–134. https://doi.org/10.1016/j.combustflame.2016.12.029.                            1
                                      9.    AlAbbad, M.; Badra, J.; Djebbi, K.; Farooq, A. Ignition delay measurements of a low-octane gasoline blend, designed for gasoline
                                            compression ignition (GCI) engines. Proc. Combust. Inst. 2019, 37, 171–178. https://doi.org/10.1016/j.proci.2018.05.097.
                                      10.   Zheng, Z.L.; Liang, Z.L. R educed Chemical Kinetic Model of a Gasoline Surrogate Fuel for HCCI Combustion. Acta Phys.-
                                            Chim. Sin. 2015, 31, 1265–1274. https://doi.org/10.3866/PKU.WHXB201505131. (In Chinese)
                                      11.   Liu, Y.D.; Jia, M.; Xie, M.Z.; Pang, B. Development of a New Skeletal Chemical Kinetic Model of Toluene Reference Fuel with
                                            Application to Gasoline Surrogate Fuels for Computational Fluid Dynamics Engine Simulation. Energy Fuels 2013, 27, 4899–
                                            4909. https://doi.org/10.1021/ef4009955.
                                                                                                                                                                                                           CDTRF, p=2 MPa
                                                                               CDTRF, φ=1.0
                              0.1                                                                                                                             0.1

                               0.75         0.80         0.85           0.90          0.95          1.00          1.05                                         0.75         0.80        0.85        0.90       0.95   1.00   1.05
                                                                1000/T (1/K)                                                                                                                    1000/T (1/K)

                                                              (a) φ = 1.0                                                                                                                (b) p = 2 MPa
                                                                       Figure 10.
                                                                       Figure 10. Verification
                                                                                  Verificationof
                                                                                               ofthe
                                                                                                  theignition
                                                                                                      ignitiondelay
                                                                                                              delaytime
                                                                                                                    timeof
                                                                                                                        ofCDTRF.
                                                                                                                           CDTRF.(a)
                                                                                                                                  (a)ϕφ==1.0;
                                                                                                                                          1.0;(b)
                                                                                                                                               (b)pp== 22 MPa.
                                                                                                                                                          MPa.

                                                                      3.2.
                                                                      3.2. Laminar
                                                                           Laminar Flame
                                                                                      Flame Speeds
                                                                                             Speeds
                                                                            Few    experimental
                                                                            Few experimental studies   studieshave
                                                                                                                havebeenbeenconducted
                                                                                                                               conducted     onon thethe  laminar
                                                                                                                                                       laminar  flameflame   velocity
                                                                                                                                                                        velocity        of
                                                                                                                                                                                   of gas-
                                                                      gasoline-fuel    substitutes     with  four  components.      Thus,     this  study   only
                                                                      oline-fuel substitutes with four components. Thus, this study only predicts the laminar     predicts  the  laminar
                                                                      flame
                                                                      flame speed
                                                                              speed ofof three-component
                                                                                         three-component mixtures.
                                                                                                                 mixtures.
                                                                            Sileghem
                                                                            Sileghemetetal. al.[31]
                                                                                                 [31]found
                                                                                                       foundthat  a mixture
                                                                                                               that a mixture of 1/3   isooctane,
                                                                                                                                  of 1/3    isooctane,1/3 1/3
                                                                                                                                                           n-heptane,
                                                                                                                                                              n-heptane,and and
                                                                                                                                                                             1/3 toluene
                                                                                                                                                                                   1/3 tol-
                                                                      (TRF3)   can  have  a similar     laminar  flame   to the  anaerobic      gasoline
                                                                      uene (TRF3) can have a similar laminar flame to the anaerobic gasoline mixture (Exxonmixture   (Exxon   708629-60)
                                                                      speed.   Therefore,
                                                                      708629-60)     speed. on    the basisonofthe
                                                                                             Therefore,           thisbasis
                                                                                                                        ratio,
                                                                                                                             ofthe
                                                                                                                                thislaminar
                                                                                                                                      ratio, the  flame   speed
                                                                                                                                                     laminar     of toluene
                                                                                                                                                              flame    speed ofreference
                                                                                                                                                                                  toluene
                                                                      fuel is measured     using     the  heat flux  method     on  a  flat  flame    adiabatic
                                                                      reference fuel is measured using the heat flux method on a flat flame adiabatic burner.    burner.   In this  study,
                                                                                                                                                                                        In
                                                                      three
                                                                      this study, three different ratios of toluene reference fuels are used for simulation, and are
                                                                             different  ratios    of  toluene  reference    fuels are    used    for  simulation,   and  the  results  the
                                                                      shown
                                                                      results inareFigure
                                                                                     shown 11.inThe    prediction
                                                                                                   Figure   11. Theresults    of TRF1-3
                                                                                                                       prediction    results areofconsistent
                                                                                                                                                     TRF1-3 arewith   the experimental
                                                                                                                                                                   consistent   with the
                                                                      data  of  Sileghem.    The    mechanism      constructed     in   this  study     can
                                                                      experimental data of Sileghem. The mechanism constructed in this study can accurately accurately   reproduce     the
                                                                      flame   velocity  characteristics     of  TRF   fuel.
                                                                      reproduce the flame velocity characteristics of TRF fuel.
Molecules 2022, 27, 1080
                    x FOR PEER REVIEW                                                                                                           12 of
                                                                                                                                               12  of 20

                                                                50         TRF1-3/Air

                                 Laminar flame speed (cm/sec)
                                                                                                 358 K
                                                                40     P=0.1 MPa                 328 K

                                                                                                 298 K
                                                                30

                                                                                                 Sileghem et al.
                                                                                                 TRF3,This work
                                                                20                               TRF1,This work
                                                                                                 TRF2,This work
                                                                 0.6          0.8          1.0           1.2       1.4

                                                                                    Equivalence ratio
                                 Figure 11.
                                 Figure 11. Verification of the
                                            Verification of the laminar
                                                                 laminar flame
                                                                          flame speed
                                                                                speed of
                                                                                      of TRF.
                                                                                         TRF.

                                 3.3. Vital Species Distributions in Premixed Flames
                                       In addition to the ignition delay time and laminar flame speed, the transport process
                                 of fuel
                                     fuel molecules
                                            moleculesshould shouldalsoalsobebe   described
                                                                              described     by by   verifying
                                                                                                 verifying  the the   distribution
                                                                                                                 distribution          of important
                                                                                                                                  of important      sub-
                                 substances
                                 stances in the  in the   premixed
                                                      premixed         flame.
                                                                    flame.   In Inthethe  previousconstruction
                                                                                        previous     constructionprocess
                                                                                                                      processof  ofthis
                                                                                                                                    this mechanism,
                                                                                                                                          mechanism,
                                 the distribution of important species in the premixed           premixed fuel/air       flame was
                                                                                                              fuel/air flame       was not
                                                                                                                                        not verified.
                                                                                                                                             verified.
                                 Therefore,     in  this  study,   the important       species   of premixed    flames   of
                                 Therefore, in this study, the important species of premixed flames of isooctane, n-heptane, isooctane,    n-heptane,
                                 toluene,
                                 toluene, andand CHX
                                                   CHX are  are verified
                                                                 verified in
                                                                           in Figure
                                                                               Figure 12.12.
                                       El-Bakali
                                        El-Bakali et al. [44] used gas chromatography
                                                      et al.  [44]  used   gas   chromatography and     and GC–MS
                                                                                                             GC–MS analysis
                                                                                                                         analysis to to measure
                                                                                                                                        measure the  the
                                 distribution
                                 distribution of   of the
                                                       the main
                                                            mainsubstances
                                                                    substancesmole molefraction
                                                                                           fractionofofthe
                                                                                                        thetwo
                                                                                                             twofuels
                                                                                                                   fuelsininthe
                                                                                                                              then-heptane/O
                                                                                                                                   n-heptane/O    2 /N
                                                                                                                                                    2/N22
                                 and
                                 and isooctane/O
                                       isooctane/O22/N    /N     laminarpremixed
                                                               laminar
                                                             2 2
                                                                           premixedflames.flames.TheTheprocess
                                                                                                         processisissimulated
                                                                                                                      simulatedusing using the
                                                                                                                                            the mech-
                                                                                                                                                 mech-
                                 anism    constructed        in  this study.    The    initial  temperature    is  450  K,  the
                                 anism constructed in this study. The initial temperature is 450 K, the initial pressure is 0.1   initial pressure     is
                                 0.1  MPa,    the   equivalent      ratio is  1.9,  and   N    is used  for  dilution.   The
                                 MPa, the equivalent ratio is 1.9, and N2 is used for dilution. The premixed gas inlet velocity
                                                                                             2                                  premixed     gas   inlet
                                 velocity
                                 is 4.12 cm/sis 4.12    cm/s (isooctane),
                                                  (isooctane),                  4.98 cm/s (n-heptane).
                                                                   4.98 cm/s (n-heptane).         As shown inAs      shown
                                                                                                                  Figure       in Figure
                                                                                                                           12a,b,          12a,b,
                                                                                                                                    the model        the
                                                                                                                                                  accu-
                                 model     accurately      predicts   the  mole    fraction    curve  of each
                                 rately predicts the mole fraction curve of each substance (IC8H18, C7H168, CO, substance     (IC   H   , C
                                                                                                                                      18 and H    ,
                                                                                                                                            7 16CO2).CO,
                                 and   CO2 ). it
                                 However,       However,
                                                   predicts ita predicts
                                                                  lower Oa2 value.
                                                                               lower O    2 value.
                                                                                         We          We performed
                                                                                              performed                a temperature-sensitivity
                                                                                                           a temperature-sensitivity          analysis
                                 analysis    of  this   system    and  found     that   the rapid   consumption       of
                                 of this system and found that the rapid consumption of the oxidant was mainly attributedthe  oxidant     was  mainly
                                 attributed     to the elementary
                                 to the elementary         reaction R391.Hreaction
                                                                                 + O2R391.H
                                                                                        = O + OH, +O  2 = O + aOH,
                                                                                                     showing       highshowing
                                                                                                                         positive asensitivity.
                                                                                                                                       high positive The
                                 sensitivity. The dehydrogenation reaction of isooctane and n-heptane at low temperatures
                                 dehydrogenation reaction of isooctane and n-heptane at low temperatures and low pres-
                                 and low pressure produces a large number of H radicals, and the collision of H radicals
                                 sure produces a large number of H radicals, and the collision of H radicals with O2 mole-
                                 with O2 molecules consumes the oxidant.
                                 cules consumes the oxidant.
                                       The concentration of important substances in the premixed flame of toluene was
                                        The concentration of important substances in the premixed flame of toluene was
                                 measured by Li et al. [45] using synchrotron vacuum ultraviolet photoionization mass
                                 measured by Li et al. [45] using synchrotron vacuum ultraviolet photoionization mass
                                 spectrometry. The initial temperature was 410 K, the initial pressure was 4 kPa, the
                                 spectrometry. The initial temperature was 410 K, the initial pressure was 4 kPa, the equiv-
                                 equivalence ratio was 0.75, Ar was used for dilution, and the premixed gas inlet velocity
                                 alence ratio was 0.75, Ar was used for dilution, and the premixed gas inlet velocity was
                                 was 35 cm/s. Figure 12c shows the comparison between the experimental and model
                                 35 cm/s. Figure 12c shows the comparison between the experimental and model calcula-
                                 calculations of the molar fraction distribution of the main substances in the flame. As
                                 tions of the molar fraction distribution of the main substances in the flame. As observed,
                                 observed, the mole fractions of toluene and O2 are continuously decreasing, and toluene
                                 the mole fractions of toluene and O2 are continuously decreasing, and toluene is com-
                                 is completely consumed under lean fuel conditions, while O2 is incompletely consumed.
                                 pletely
                                 The mole   consumed
                                               fraction underof CO lean     fuel conditions,
                                                                      calculated      by the modelwhiledoes
                                                                                                          O2 isnotincompletely
                                                                                                                     show an obvious consumed.
                                                                                                                                             trendThe  of
                                 mole    fraction    of  CO    calculated    by   the   model    does not  show
                                 first increasing and then decreasing, while CO2 maintains a consistent trend with  an obvious      trend  of  first the
                                                                                                                                                      in-
                                 creasing and data.
                                 experimental        then decreasing, while CO2 maintains a consistent trend with the experi-
                                 mental data.
                                        Figure 12d shows the comparison between the experiment of Ciajolo et al. [46] and
                                 the calculation curve of the species in the CHX premixed flame calculated by the model
                                 in this study. The decrease rate of CHX is faster than the experimental value. In general,
                                 our model reproduces the distribution of mole fractions of these main substances in a sat-
                                 isfactory manner.
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