Optimize Design of Run-Flat Tires by Simulation and Experimental Research - MDPI
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materials Article Optimize Design of Run-Flat Tires by Simulation and Experimental Research Huaqiao Liu, Yiren Pan *, Huiguang Bian and Chuansheng Wang * College of Electromechanical Engineering, Qingdao University of Science and Technology, Qingdao 266061, China; CM0004@tta-solution.com (H.L.); Bianhuiguang@163.com (H.B.) * Correspondence: pyr@qust.edu.cn (Y.P.); wcsmta@qust.edu.cn (C.W.); Tel.: +86-13589345827 (Y.P.); +86-13608966169 (C.W.) Abstract: In this study, the two key factors affecting the thermal performance of the insert rubber and stress distribution on the tire sidewall were analyzed extensively through various performance tests and simulations to promote the development of run-flat tires. Four compounds and two structures of insert rubber were designed to investigate the effects of heat accumulation and stress distribution on durability testing at zero pressure. It was concluded that the rigidity and tensile strength of the compound were negatively correlated with temperature. The deformation was a key factor that affects energy loss, which could not be judged solely by the loss factor. The stress distribution, however, should be considered in order to avoid early damage of the tire caused by stress concentration. On the whole, the careful balance of mechanical strength, energy loss, and structural rigidity was the key to the optimal development of run-flat tires. More importantly, the successful implementation of the simulations in the study provided important and useful guidance for run-flat tire development. Keywords: insert rubber; simulation; heat accumulation; stress distribution; run-flat tire Citation: Liu, H.; Pan, Y.; Bian, H.; 1. Introduction Wang, C. Optimize Design of Run- Deflated tires on vehicles can potentially have serious safety implications to both Flat Tires by Simulation and the occupants in the vehicle as well to other road users. Statistically, approximately 70% Experimental Research. Materials of traffic accidents on highways were caused by deflated tires, and the mortality rate of 2021, 14, 474. https://doi.org/ riding on a flat tire was close to 100% at speeds of more than 160 km/h [1,2]. Tire blowout 10.3390/ma14030474 causes the instantaneous loss of tire pressure, leading to sidewall collapse and support to the tire. Subsequently, the center of gravity of the vehicle changes abruptly and the Received: 1 December 2020 Accepted: 18 January 2021 vehicle veers out of control. The designing of run-flat tires had undergone many different Published: 20 January 2021 iterations of new designs since Chrysler and US Royal introduced a concept of run-flat tire in 1958. As early as 1976, several types of run-flat tires have been developed by tire Publisher’s Note: MDPI stays neutral makers in the world since its concept was introduced and the representative ones are the with regard to jurisdictional claims in banded tire introduced [3]. Nowadays, the typical run-flat tires adopt a specially designed published maps and institutional affil- sidewall support structure, which was able to support the weight of the vehicle even iations. in the event of lost pressure that the run-flat tire is able to run at zero internal pressure, fully loaded, for a maximum 80 km at 80 km/h. Contrary to the sidewall of conventional pneumatic tire, the insert rubbers of the sidewall reinforced run-flat tire makes the major driving performances such as the riding comfort and the rolling resistance worse than the conventional pneumatic tire. However, in consideration of safety, the advantages of Copyright: © 2021 by the authors. Licensee MDPI, Basel, Switzerland. running flat tire are gradually accepted by the market. In 2001, the 4th generation of the This article is an open access article BMW 7 Series launched the market, and was the first model of mass-produced vehicles to distributed under the terms and be equipped with run-flat tires [4–8], which represents that the run-flat tire has officially conditions of the Creative Commons entered the original market. Attribution (CC BY) license (https:// Compared to the traditional tire structure, the additional insert rubber and reinforce- creativecommons.org/licenses/by/ ment of a run-flat tire inevitably changes the stress state of tire sidewalls during its running 4.0/). process. Many attempts have been made to investigate and optimize the properties of Materials 2021, 14, 474. https://doi.org/10.3390/ma14030474 https://www.mdpi.com/journal/materials
Compared to the traditional tire structure, the additional insert rubber and reinforce- ment of a run-flat tire inevitably changes the stress state of tire sidewalls during its run- Materials 2021, 14, 474 ning process. Many attempts have been made to investigate and optimize the properties 2 of 14 of the tire self-supporting reinforced sidewall, based on the structure of the tire and insert rubber, including shape, thickness, compound, and flexion heat-generating properties of the insert rubber. Unlike traditional sidewall rubber, the properties of the insert rubber the tire self-supporting reinforced sidewall, based on the structure of the tire and insert required not only higher rigidity for structural support, but also a higher degree of flex- rubber, including shape, thickness, compound, and flexion heat-generating properties of ural resistance [9,10]. Nevertheless, these two properties were usually contradictory to the insert rubber. Unlike traditional sidewall rubber, the properties of the insert rubber each other required notand onlymust higherberigidity carefullyforbalanced structuralto achievebut support, thealso optimum a highercharacteristics. degree of flexural Generally, harder materials offer greater supporting capacity, resistance [9,10]. Nevertheless, these two properties were usually contradictory but sacrifice flexural to each performance and were prone to higher levels of heat generation. other and must be carefully balanced to achieve the optimum characteristics. However, these compar- isonsGenerally, were usually harderbased on the materials same offer types greater of deformation. supporting capacity,Ifbut a softer rubber sacrifice wasper- flexural to bear the sameand formance force, theprone were resulttomay higherbe levels quite of theheat opposite [11–14]. generation. Therefore, However, thesethe compound of comparisons the insert were usually rubber basedmust balance on the hardness same types and the flexibility of deformation. in order If a softer rubbertowasachieve to bear optimum the performance. same force, theMoreover, result may the sidewall be quite of traditional the opposite [11–14]. tireTherefore, was composed of several the compound of compo- the insert nents,rubber must beads, including balancecarcass hardness and and piles, the flexibility sidewall in order toIt achieve chaffer. optimum had taken over aperfor- hundred mance. years toMoreover, develop athe sidewall mature of traditional technical system.tire was composed of several components, including beads, carcass piles, and sidewall Therefore, the rigidity of the insert rubber chaffer. mustIt had matchtaken theover a hundred rigidity of otheryears to structures develop a mature technical system. of the tire sidewall to prevent the delamination of the internal components caused by Therefore, driving with athe rigidity deflated of and tire the insert early rubber damage must matchThe [15–17]. the development rigidity of other of structures a run-flat tire of often requires significant amounts of resources to be invested for testing the tires inby the tire sidewall to prevent the delamination of the internal components caused order driving with a deflated tire and early damage [15–17]. The development of a run-flat tire to achieve the best performance. As such, this work employs mechanical analysis software often requires significant amounts of resources to be invested for testing the tires in order to to simulate and evaluate the stress state of the sidewall, in order to provide theoretical achieve the best performance. As such, this work employs mechanical analysis software to support for designing the structure and compound of the run-flat tire insert rubber. In simulate and evaluate the stress state of the sidewall, in order to provide theoretical support addition, for designingmechanical tests and the structure werecompound carried outofforthetwo structures run-flat and rubber. tire insert four insert rubber com- In addition, pounds to further verify the correlation between the simulation mechanical tests were carried out for two structures and four insert rubber compounds results and tire perfor- to mance.verify the correlation between the simulation results and tire performance. further 2.Materials 2. MaterialsandandMethods Methods 2.1. 2.1. Preparation of theTire Preparation of the Tireand Simulation and Model Simulation Model The Thetwo-dimensional two-dimensional(2D) (2D)model model used usedin in thisthis simulation waswas simulation the 245/45R18 96W96W the 245/45R18 model, and the structural designing of insert rubber was shown in Figure 1. model, and the structural designing of insert rubber was shown in Figure 1. (a) (b) Figure 1. Cont.
Materials 2021, 14, 474 3 of 14 Materials 2021, 14, x FOR PEER REVIEW 3 of 15 (c) Figure 1. Figure 1. The Thestructural structuraldesigning designingofof insert insert rubber rubber (unit: (unit: mm). mm). (a) (a) Run-flat Run-flat tire model; tire model; (b) (c) (b) B-1; B-1; (c) B-2. B-2. (unit: (unit: mm) mm) Figure 11 shows Figure shows two two structures structures of of insert insert rubber rubber which which were were designated designated as as B-1 B-1 and and B- 2. B-1B-1 B-2. ladder type ladder hadhad type a large thickness a large transition thickness transitionrange, while range, B-2B-2 while waswas a half-moon a half-moon shape with awith shape small thickness a small transition thickness range. transition Compared range. Compared withwith B-1, B-1, the total length the total of B-2 length insert of B-2 insert rubberrubber was 10 was mm 10 smaller, mm smaller, the thickness the thickness ofmm of 11 11 mm at the at the middle middle points points 5 and6 6was 5 and was smaller, smaller, and and the thickness the thickness at both at both endsends waswas larger, larger, which which makes makes it more it more rigidrigid andandstress stress concentrated under flexural motion. In order to better research content concentrated under flexural motion. In order to better research content of this paper, four of this paper, four groupsgroups of experimental of experimental formulae formulae werewere designed designed withwith significant significant differences differences in in heat heat gen- generation and hardness which were used for simulation analysis and eration and hardness which were used for simulation analysis and tire manufacturing tire manufacturing with with the the combination combinationofofthe thetwo twostructures structuresofofinsert insertrubber in in rubber Figure Figure1, and 1, andthethe simulation simulation model scheme is shown in Table 1. model scheme is shown in Table 1. Table 1. Simulation model scheme. Table 1. Simulation model scheme. List Compound Structure List Compound Structure Model-1 A-1 B-2 Model-1 Model-2 A-1 A-2 B-2 B-2 Model-2 Model-3 A-2 A-3 B-2 B-2 Model-3 Model-4 A-3 A-4 B-2 B-2 Model-5 Model-4 A-1 A-4 B-1 B-2 Model-6 A-2 B-1 Model-5 A-1 B-1 (The compounds of A-1/A-2/A-3/A-4 will presented later on). Model-6 A-2 B-1 According to the Smithers FNF report of 225/45 (The compounds of A-1/A-2/A-3/A-4 will presented later on). R17 HP run-flat tire, the hardness of the support rubber of the run flat tire produced by the world-famous tire enterprises was generally Accordingbetween 71–78, and to the Smithers FNFthe rubber report material of 225/45 R17inHPtherun-flat formulatire,wasthe mainly cis- of hardness polybutadiene the support rubber (BR) with of thenatural run flatrubber (NR), such tire produced byas theworld-famous the support rubber ofenterprises tire Bridgestonewas was NR/BR generally = 30/70, between which 71–78, andwas mainlymaterial the rubber considerate theformula in the high flexibility was mainly of BR. At the cis-polybuta- same time, other companies also selected natural rubber as the diene (BR) with natural rubber (NR), such as the support rubber of Bridgestone main raw material withwas cis-polybutadiene, such as Michelin insert rubber used NR/BR = 70/30 NR/BR = 30/70, which was mainly considerate the high flexibility of BR. At the same time, design, mainly considering other companies the high also physical and mechanical selected natural rubber asproperties the main raw of nature rubber. material Therefore, with cis-polybuta- based on the two different rigid structures, we designed four groups of different hardness diene, such as Michelin insert rubber used NR/BR = 70/30 design, mainly considering the insert rubber formulations, the hardness gradients were 78/75/72/68, in which NR/BR high physical and mechanical properties of nature rubber. Therefore, based on the two = 70/30 was selected for A-2, and NR/BR = 30/70 was selected for the remaining three different rigid structures, we designed four groups of different hardness insert rubber for- groups. Based on the previous development experience, too low hardness of insert rubber mulations, the hardness gradients were 78/75/72/68, in which NR/BR = 70/30 was selected was not conducive to the tire’s durability under zero air pressure. Therefore, in this for A-2, andA-3 experiment, NR/BR and A-4= 30/70 was combination were new selected for designed the remaining three groups. and developed by us, Based on the which will previous development experience, too low hardness of insert rubber be compared with the previous design. Under the structure of B-1, we only studied A-1 was not conducive to the and tire's A-2 durability system underhardness with higher zero air pressure. while the rawTherefore, rubberin this experiment, design was just the A-3 and A-4 opposite, were so new as to combination study the balancedesigned between andraw developed by us,and rubber selection which will be hardness compared with the design. previous Otherdesign. elements Under the structure of structural designing of B-1, basedweononly studied the tire A-1 and simulation model A-2 system were shownwith higher in Tablehardness 2. while the raw rubber design was just the opposite, so as to study the balance between raw rubber selection and hardness design. Other elements of structural designing based on the tire simulation model were shown in Table 2.
Materials 2021, 14, 474 4 of 14 Table 2. Other structural designing elements of tires corresponding to structural analysis. Structural Features Model Structural Designing Features 1 2 3 4 5 6 Insert Rubber compounds A-1 A-2 A-3 A-4 A-1 A-2 materials 2 + 2*0.30HT-60EPD Belt Angle 29◦ materials 1300D/2-110EPD Carcass Carcass turn-up low Shore A 79 Apex height/mm 40 Bead materials Φ1.295 arrange 4-5-6-5-4(ϕ466.8) Charfer hardness 73 Note: EPD, Ends per DM. Simulation Mathematical Models and Parameters The description methods of mechanical properties of rubber materials can be roughly divided into two categories: One is the phenomenological description of rubber as a continuous medium, the other is the method based on thermodynamic statistics. At present, the polynomial models based on the theory of continuum mechanics are widely used in engineering such as Mooney- Rivlin model and Yeoh model. Because the stress-strain curve of rubber material had strong nonlinear characteristics, when the strain of rubber exceeds 20%, the material would show "hardening" characteristics, while the strain rate of insert rubber of run-flat tire was close to 25% at zero pressure. Therefore, in this case, the insert rubber appeared hardening. It was necessary to use the material constitutive model which can accurately described this characteristic to get the accurate simulation results. Mooney-Rivlin model could not reflect the "hardening" characteristics of rubber under large deformation, while the Yeoh model with a good fitting of rubber under large deformation could accurately reflect the state of the running tire at zero pressure. The Yeoh model was used in ABAQUS simulation software to simulate run-flat tires. The Yeoh model was suitable for the large deformation behavior of filler-filled rubber. This model can predict the mechanical behavior of other deformation by fitting the parameters of deformation experimental data, and can reflect the s-shaped stress-strain curve under different deformation modes. The deformation range was also relatively wide, and the strain energy density function model was as follows: N N 1 W= ∑ Ci0 ( I1 − 3)i + ∑ d (J − 1)2k (1) i =1 k =1 k J was the volume ratio of after deformation and before deformation. When N = 3, the reduced polynomial is Yeoh model, which is a special form of reduced polynomial. The typical binomial parameter form can be rewritten as: W = C10 ( I1 − 3) + C20 ( I1 − 3)2 (2) where N, Cij , and dk were material constants, which were determined by material experi- ments, and the initial shear modulus was set as, µ = 2C10 (3) Rebar embedded unit was used to simulate the composite parts such as the crown layer, the band layer, and the body, and the rubber part was simulated by the incompressible C3D8H unit. The Yeoh model construction equation in origin 8 was as follows:
Materials 2021, 14, 474 5 of 14 Materials 2021, 14, x FOR PEER REVIEW 5 of 15 y = x )−−(1 ((1++ ) = (((1 x )ˆ(−2)) x ((2 (1++ )^(−2)) 2x c 10 ++44x c 20 x ((((1 )ˆ2 + 2+x (21 (1 1 ++x )^2 + x+)ˆ(− 1) − 3)−+3)6x+c30 )^(−1) x 6 ((1 + x )+ ((1 ˆ2 )^2 x (1 + x )ˆ(−1) − 3)ˆ2)) + N (4) (4) + 2 (1 + )^(−1) − 3)^2)) + + 2 where x andx yand where werey were the stress the stress and and strainstrain valuesvalues obtained obtained based based on the onexperimental the experimental data data of rubber compound. The experimental data were imported into the data data of rubber compound. The experimental data were imported into the analysis analysis soft- software ware andand fitted fitted to to obtain obtain C10,C10, C20,C30, C20, C30,and andn.n.InInthe thedatabase database ofof ABAQUS ABAQUS simulation simulation analysis, analysis, the rubber material model was established by these four parameters, and finally the rubber material model was established by these four parameters, and finally used used inin the the simulation simulation analysis. analysis. The mesh of tire model was shown in Figure 2. The mesh of tire model was shown in Figure 2. Figure 2. Figure 2. The The mesh mesh of of tire tire model. model. In In the the process process of of tire tire and andrim rimassembly, assembly,the theglobal globalboundary boundarycondition conditionX/Y X/Y axis axis was was set set immobility in the global coordinates, and only Z-axis motion was allowed to achieve immobility in the global coordinates, and only Z-axis motion was allowed to achieve contact contact between between the bead bead andand rim rim under under inflation inflation pressure. pressure. In the process of simulation. simulation. In In the the simulation simulation process, process, the the X-axis X-axis constraint constraint was was removed removed and and thethe tire tire stress stressanalysis analysis under under specific specific load load and and inflation inflation pressure pressurewaswasstarted. started. Therefore, Therefore, in in order order toto simulate simulate thethe stress of tire under zero pressure, the load is designed to be 80% of the stress of tire under zero pressure, the load is designed to be 80% of the tire load.tire load. 2.2. Materials 2.2. Materials Natural rubber (NR): TSR20, Thailand 20# Standard Rubber; cis-polybutadiene (short for Natural rubber (NR): TSR20, Thailand 20# Standard Rubber; cis-polybutadiene (short BR): BR9000, products of Beijing Yanshan Petrochemical Industry Co., Ltd.(Beijing, China); for BR): BR9000, products of Beijing Yanshan Petrochemical Industry Co., Ltd.(Beijing, carbon black: N330.N550, products of Cabot, America (Cabot, Shanghai, China); zinc oxide China); carbon black: N330.N550, products of Cabot, America (Cabot, Shanghai, China); (ZnO, white seal) were supplied by Hebei Hongtu Zinc Industry Co., Ltd.(Xingtai, China); zinc oxide (ZnO, white seal) were supplied by Hebei Hongtu Zinc Industry Co., Ltd.(Xing- stearic acid: Fengyi Oil Technology Co., Ltd. (Suzhou, China); N-(1,3-dimethylbutyl)- tai, China); stearic acid: Fengyi Oil Technology Co., Ltd. (Suzhou, China); N-(1,3-dime- N0-phenyl-p-phenylenediamine (6PPD), 2,2,4-trimethyl-1,2-dihydroquinoline(TMQ), N- thylbutyl)-N0-phenyl-p-phenylenediamine (6PPD), 2,2,4-trimethyl-1,2-dihydroquino- tert-butyl-2-benzothiazyl sulfenamide (TBBS), tetra(isobutyl) thioperoxydicarbamicacid line(TMQ), N-tert-butyl-2-benzothiazyl sulfenamide (TBBS), tetra(isobutyl) thioperoxydi- (TIBTD), and insoluble sulfur (HSOT-20) were purchased from SAN’O Chemical Technol- carbamicacid (TIBTD), and insoluble sulfur (HSOT-20) were purchased from SAN’O ogy Co., Ltd. (Shanghai, China); paraffin wax was supplied by Shandong Yanggu Huatai Chemical Technology Co., Ltd. (Shanghai, China); paraffin wax was supplied by Shan- Chemical Co., Ltd. (Liaocheng, China); treated distillate aromatic extract (TDAE) oil was dong Yanggu obtained Huatai from H&R Chemical Group from Co., Ltd. (Liaocheng, Hamburg, Germany. China); treated distillate aromatic extract (TDAE) oil was obtained from H&R Group from Hamburg, Germany. Preparation of the Insert Rubber Compounds Preparation of the Insert Rubber Compounds Table 3 was the compound compounds for experimental. Tablesamples Four 3 was the of compound compounds insert rubber for experimental. were prepared with the compounds shown in Table 3. Measured amounts of the components were mixed as a master batch in an industrial Table 3. The internal compound mixer compounds (KOBELCO, (unit: BB430, Kobe,parts per hundred Japan). rubber; phr). A three-stage mixing process for each compound wasIngredient utilized to ensure the uniform dispersion A-1 of A-2 carbon black. At the A-3 A-4first stage, the mixer was filled with rubber to a fill factor of 72%, during which the rubber was TSR20 30 80 30 30 initially masticated for 15 s. Then, 75% of the carbon black was added into the mixture BR9000 70 20 70 70 and mixed for 20 s or until the temperature of the master batch reached 115 ◦ C. Next, N330 70 - - -
Materials 2021, 14, 474 6 of 14 oil was added (just for A-1) and mixed while the temperature of the master batch was below 145 ◦ C. The dump temperature of the master batch compound was approximately 165 ◦ C. In the second stage, the rest of the carbon black was added to the master batch 2 in the industrial internal mixer and mixed for 20 s. The master batch 2 compounds were discharged from the internal mixer at 155 ◦ C. Finally, in stage three, the curatives TBBS, TIBTD, and sulfur, were mixed into the master batch 2 in an industrial internal mixer (Dalian Rubber & Plastics Machinery Co. Ltd., XM270, Dalian, China). The mixing was carried out at a rotor speed of 25 rpm and the mixer was filled to 67%. By controlling the time and temperature, the uniformity of rubber mixing can be ensured. Table 3. The compound compounds (unit: parts per hundred rubber; phr). Ingredient A-1 A-2 A-3 A-4 TSR20 30 80 30 30 BR9000 70 20 70 70 N330 70 - - - N550 - 65 60 50 ZnO 8 4 4 4 Stearic acid 2 1 1 1 TDAE 2 - - - 6PPD 1.5 3 3 3 TMQ 1 1 1 1 TBBS 2 2.3 2 2 TIBTD 0.8 - - - HSOT-20 2.8 3 3 3 The detailed mixing procedures are specified in Table 4. Table 4. Mixing procedure. Ram Mix Rotor Stage Mixer Operation Time/s Press/bar Temp/◦ C Speed/rpm +Rubber and add. 15 4 - 55 +CB 20 4 115 50 MB1 +Oil 15 4 145 45 Mix 30 4 165 40 Drop 10 4 - 45 +MB1 and CB 20 4 125 40 MB2 Mix 60 4 155 35 Drop 15 4 - 40 +MB2 and add 30 4 - 25 Mix 30 4 - 25 FB Mix 60 4 102 25 Drop 15 4 - 25 MB = master batch; FM = final mixing; CB = carbon black; add = additives. 2.3. Characterization The vulcanization of the rubber compounds was carried out in a hydraulic hot press at 150 ◦ C based on the optimum cure time measured from the MDR (rotorless curemeter). The hardness was determined by using a Shore A durometer (Wallace H17A, UK) according to ISO 7619 Part 1. A universal testing machine (Instron 3366 series, Norfolk County, MA, USA) following (die type) was used to measure the tensile properties, while the dynamic properties were evaluated in tension mode using a dynamic mechanical thermal analyzer (DMTA: GABO Qualimeter Eplexor 25N, GABO, Germany). For the temperature sweep test, the test conditions were as follows: 7% static strain, 0.25% dynamic strain, frequency of 10 Hz, and 2 ◦ C/min heating rate. The temperature was scanned from 40 ◦ C to 160 ◦ C.
Materials 2021, 14, 474 7 of 14 3. Results and Discussion Vulcanization Properties The effects of temperature on the mechanical properties of the vulcanizates were illustrated in Figure 3, and the mechanical properties including tensile strength and elonga- tion at break were summarized in Table 5. Generally, the higher the testing temperature, the lower the tensile strength and stress at certain elongation. This causes the damage resistance of the compound decrease with temperature increasing, revealing that both the thermal accumulation and the actual temperature directly affect the strength of the com- pound, and thus the tire performance. The results in Figure 3 also indicate that although Materials 2021,the 14, x stress ofREVIEW FOR PEER formulation A-2 at a certain strain was lower than that of formulation A-1, 7 of 15 its tensile strength and elongation at break were greater than those of A-1. Compared with A-3 and A-4, formulation A-2 had greater tensile strength and greater elongation at break. The reason for sweep these test, the test conditions differences may be thewerehigh as follows: content7%of static NRstrain, 0.25% in A-2, as dynamic strain, the tensile frequency of 10 Hz, and 2 °C/min heating rate. The temperature crystallization property of NR made it have stronger mechanical strength than BR. was scanned from 40 °C to 160 °C. Table 5. Hardness, 3. tensile Resultsstrength, and elongation at break at varying temperatures. and Discussion Vulcanization A-1 Properties A-2 A-3 A-4 A-1 A-2 A-3 A-4 The effects of temperature on the mechanical properties of the vulcanizates were il- Hardness 78 75 72 68 - - - - lustrated in Figure 3, and the mechanical properties including tensile strength and elon- Temperature/◦ C Tensile strength/MPa Elongation at break/% gation at break were summarized in Table 5. Generally, the higher the testing tempera- 23 13.08 18.85 13.59 10.69 131 230 222 225 ture, the lower the tensile strength and stress at certain elongation. This causes the damage 30 13.67 18.74 14.12 12.49 151 231 240 237 resistance of the compound decrease with temperature increasing, revealing that both the 40 12.55 18.7 12.66 10.95 134 247 216 230 thermal accumulation and the actual temperature directly affect the strength of the com- 60 10.25 11.17 10.51 10.38 121 164 177 220 pound, and thus the tire performance. The results in Figure 3 also indicate that although 80 9.65 10.88 8.99 8.30 118 174 152 175 the stress of formulation A-2 at a certain strain was lower than that of formulation A-1, its 100 8.46 11.71 7.86 7.85 102 179 139 175 tensile strength and elongation at break were greater than those of A-1. Compared with 120 8.25 7.32 6.77 6.72 102 115 122 140 A-3 and A-4, formulation A-2 had greater tensile strength and greater elongation at break. 140 7.05 8.12 6.49 6.24 91 134 112 136 The reason for these differences may be the high content of NR in A-2, as the tensile crys- tallization property of NR made it have stronger mechanical strength than BR. (a) (b) (c) (d) Figure 3. Cont.
Materials 2021, 14, 474 8 of 14 Materials 2021, 14, x FOR PEER REVIEW 8 of 15 (e) (f) Materials 2021, 14, x FOR PEER REVIEW 9 of 15 due to the inclusion N550 carbon black offering low heat generation and a lower filler content in formulation (g) A-2, A-3, A-4. (h) Due to the varying loads across different tire applications, Figure 3. Temperature-dependent tensile properties of the vulcanizates. (a) tensile stress–strain the performance plot at 23 °C; (b) of the tensile Figure 3. Temperature-dependent tensile properties of the vulcanizates. (a) tensile stress–strain plot four compounds stress—strain cannot plot at 30 °C; (c) be accurately tensile stress—strain evaluated plot at in 40 °C; (d) tensilepractical stress—strainconditions. plot at 60 °C;The tests (e) tensile were stress— strainat 23at◦80 plot C;°C; (b)(f)tensile stress—strain tensile stress—strain plotplot 30 ◦ C; at°C; at 100 (c) tensile stress—strain plot at 120 plot 40 ◦ C; attensile (d) tensile performed based on ideal ◦ conditions of (g) thetensile same stress—strain deformation ◦ and°C;frequency. (h) stress—strain This was plot atstress—strain 140 °C. (Color figure can60 plot at be viewed C; (e) in the online tensile issue). stress—strain plot at 80 C; (f) tensile stress—strain plot at understandable as the tire was tested with the same loading. In other words, the tire com- 100 ◦ C; (g) tensile stress—strain plot at 120 ◦ C; (h) tensile stress—strain plot at 140 ◦ C. (Color figure pound was subjected Table to the same 5. Hardness, force. tensile strength, and elongation at break at varying temperatures. can be viewed in the online issue). To evaluate the performance of the compound A-1 underA-2 real-world A-3 A-4 conditions, A-1 A-2theA-3 lossA-4 factorTheof the vulcanizates must loss factor (tan δ)Hardness take the actual and the dynamic modulus deformation 78 (E’Mpa) 75 of the of compound 72 A-168 and A-4 into consid- - in -dynamic - - eration. mechanical Thus, energy temperature analysis dissipation Temperature/°C △E was used scanning were to presented evaluate Tensile a in strain strength/MPa Tableperiod, Anand 5. Elongation was analysis ex- at break/% of pressed the resultsin Equation indicates(5). that the23dynamic modulus 13.08tends 18.85 13.59 10.69 to decrease with131 230 222 increasing test225 temperature. From Figure 4, the 30 reduction in dynamic13.67 modulus 18.74 14.12 12.49 can be seen151 231 greatly to vary 240 237 40ΔE =πσ0 γ0sin δ12.55 ≈ πσ0γ0 tan 18.7δ 12.66 10.95 134 247 216 (5) at the two key temperature points of 100 C and 160 C, while only small variations were230 ◦ ◦ where σ0 was the maximum 60 amplitude In 10.25 of contrast, stress andthe 11.17 γ0loss 10.51 wasfactor 10.38 the maximum 121 164 amplitude 177 of 220 observed between those temperatures. was found to decrease 80 9.65 10.88 8.99 8.30 118 174 152 175 strain. with increasing temperature,100 and the rate of change was relatively consistent. As expected, 8.46 11.71 7.86 7.85 102 179 139 175 Subsequently, the dynamic modulusfourand compounds loss 120 factorof of insert rubber formulation 8.25 with A-1, different A-2, A-3, 7.32 6.77 6.72 modulus and A-4 and heat- 102 decreased 115 122in140 generation turn, due towere designedN550 the inclusion to140 investigate carbon black theoffering roles 7.05 and lowimpacts heat of deformation generation 8.12 6.49 6.24 91 and a and112 lower 134 loss136 filler factor contentof in a tire which was formulation shown A-2, in Figure 4. A-3, A-4. The loss factor (tan δ) and the dynamic modulus (E’Mpa) of A-1 and A-4 in dynamic mechanical analysis temperature scanning were presented in Table 5. An analysis of the results indicates that the dynamic modulus tends to decrease with increasing test temper- ature. From Figure 4, the reduction in dynamic modulus can be seen to vary greatly at the two key temperature points of 100 °C and 160 °C, while only small variations were ob- served between those temperatures. In contrast, the loss factor was found to decrease with increasing temperature, and the rate of change was relatively consistent. As expected, the dynamic modulus and loss factor of formulation A-1, A-2, A-3, and A-4 decreased in turn, (a) (b) Figure 4. The Figure dynamic 4. The mechanical dynamic characteristics mechanical of the characteristics vulcanizates. of the (a)(a) vulcanizates. Dynamic Dynamicmodulus modulus (E’); (b) loss (E’); (b) lossfactor factor(tan (tan δ).δ). Table 6 was the summarize of dynamic modulus (E’) and loss factor (tan δ) of the vulcanizates at various temperatures
Materials 2021, 14, 474 9 of 14 Due to the varying loads across different tire applications, the performance of the four compounds cannot be accurately evaluated in practical conditions. The tests were performed based on ideal conditions of the same deformation and frequency. This was understandable as the tire was tested with the same loading. In other words, the tire compound was subjected to the same force. To evaluate the performance of the compound under real-world conditions, the loss factor of the vulcanizates must take the actual deformation of the compound into con- sideration. Thus, energy dissipation 4E was used to evaluate a strain period, and was expressed in Equation (5). ∆E =πσ0 γ0sin δ ≈ πσ0γ0 tan δ (5) where σ0 was the maximum amplitude of stress and γ0 was the maximum amplitude of strain. Subsequently, four compounds of insert rubber with different modulus and heat- generation were designed to investigate the roles and impacts of deformation and loss factor of a tire which was shown in Figure 4. Table 6 was the summarize of dynamic modulus (E’) and loss factor (tan δ) of the vulcanizates at various temperatures. Table 6. Dynamic modulus (E’) and loss factor (tan δ) of the vulcanizates at various temperatures. Screening A-1 A-2 A-3 A-4 A-1 A-2 A-3 A-4 Temperature (◦ C) Loss Factor (tan δ) E’(MPa) 40 0.102 0.090 0.033 0.026 27.0 16.2 11.1 8.7 60 0.103 0.078 0.029 0.025 23.4 14.8 11.0 8.7 80 0.093 0.064 0.027 0.016 20.3 13.8 11.0 8.8 100 0.080 0.053 0.019 0.015 18.5 13.2 11.1 8.8 120 0.067 0.051 0.020 0.016 17.5 12.9 11.2 9.0 140 0.058 0.043 0.020 0.014 17.1 12.9 11.5 9.3 Strictly speaking, the fatigue failure of rubber is a kind of mechanical process. The stress relaxation process produced in the material was often too late to complete in the defor- mation cycle under the repeated cyclic deformation of rubber. As a result, the internal generated stress could not be dispersed in time, and it might be concentrated in some defects (such as cracks, weak bonds, etc.), which caused fracture failure. Figure 5 shows the simulation results of six tire models (size = 245/45/R18 96W) based on Table 1. The results of stress distribution of tire sidewall show that the stress was mainly concentrated in the insert compound in both the B-1 and B-2 structures which was shown in Figure 2. Surprisingly, using the A-1 compounds with the B-1 structure resulted in a more uniform stress distribution of the tire sidewall. This was because in the flexure test of the tire side adhesive, the stress was mainly concentrated on the insert support with high hardness, as shown in model 5. At the same time, compared with B-2, B-1 structure had a longer supporting compound, a larger amount of padding between the tread and the bead apex, and a better rigid transition with the tire sidewall, that was why the deformation of model 5 and model 6 on tire sidewall was greater than that of model 1, model 2, and model 3. Model 3 and model 4 used similar insert compound with soft hardness under the structure of B-2, the rigidity of the tire sidewall was weak, and the stress was concentrated on the weakest point of rigidity during flexion, which can be clearly seen from Figure 5a,b. The results of Table 6 also indicated that the actual stresses of the different compounds at the same part of the tire were different during the actual movement of the tire. This demonstrates why the loss factor cannot be directly used under the same deformation in the dynamic mechanical analysis test to evaluate the tire’s thermal performance.
the tire. This demonstrates why the loss factor cannot be directly used under the same deformation in the dynamic mechanical analysis test to evaluate the tire’s thermal perfor- mance. Strain energy density of bead apex and insert rubber of tire were also shown in Figure Materials 2021, 14, 474 5c. Compared to model 5 and model 6, the strain energy density distribution10of other of 14 models were more concentrated, suggesting a greater likelihood for the formation of a failure point. Model 1 Model 2 Model 3 Materials 2021, 14, x FOR PEER REVIEW 11 of 15 Model 4 Model 5 Model 6 (a) Model 1 Model 2 Model 3 Model 4 Model 5 Model 6 (b) Model 1 Model 2 Model 3 Model 4 Model 5 Model 6 (c) Figure 5. Figure Simulation results of the 5. Simulation models. results of(a) theStress distribution models. of tire (a) Stress section; (b)of distribution stress tire of bead apex section; and insert (b) stress rubber of bead of tire section; (c) strain energy density of bead apex and insert rubber of tire. apex and insert rubber of tire section; (c) strain energy density of bead apex and insert rubber of tire. Table 7 shows the summary of the analytical and quantitative results of the groups of analysis models. It is generally considered that the maximum stress and strain energy density at the bead apex rubber and support compound are the most important indexes related to the zero pressure durability of tire. The maximum stress and strain energy den-
Materials 2021, 14, 474 11 of 14 Strain energy density of bead apex and insert rubber of tire were also shown in Figure 5c. Compared to model 5 and model 6, the strain energy density distribution of other models were more concentrated, suggesting a greater likelihood for the formation of a failure point. Table 7 shows the summary of the analytical and quantitative results of the groups of analysis models. It is generally considered that the maximum stress and strain energy density at the bead apex rubber and support compound are the most important indexes related to the zero pressure durability of tire. The maximum stress and strain energy density of model 5 and model 6 under structure B-1 were smaller than those of other schemes, Materials 2021, 14, x FOR which indicates that the influence of structural rigidity is greater than that of PEER REVIEW 12 of 15 the hardness of insert rubber. At the same time, under the same structure, the higher the hardness of the insert rubber, the smaller the stress and strain energy density, which can be found7.from Table the comparison Summary of and of the analytical the quantitative previous four models. results of the groups of analysis models. Table 7. Summary of the analytical and quantitative results of the groups of analysis models. Model Model 1 Model 2 Model 3 Model 4 Model 5 Model 6 Maximum Model stress distribution of Model 1 4.405 Model 2 5.777Model 3 3.893Model 4 3.617Model 5 4.065Model 6 4.063 tire section/MPa Maximum stress distribution of 4.405 5.777 3.893 3.617 4.065 4.063 tireMaximum section/MPa stress of bead apex and 1.924 3.179 2.822 3.322 1.662 1.744 insert rubber Maximum stress of bead apex and of tire section/MPa 1.924 3.179 2.822 3.322 1.662 1.744 insert rubber Maximum strain energy density of tire section/MPa Maximum strain energy of bead apexdensity of rubber of and insert 3.420 4.944 4.965 5.577 3.000 3.060 bead apex and insert rubber tire of tire section J/m 3 3.420 4.944 4.965 5.577 3.000 3.060 section J/m 3 Figure 6 shows the shear stress distribution of the six models. There were no obvious Figure benefits 6 showsofthe shear stress distribution of the six models. There were no obvious reducing the length of the insert compound with respect to the direction of the benefits of reducing the shear force on length of theofinsert each part compound the tire sidewall, with respectbetween particularly to the direction of rubber the insert the and shear force on each part of the tire sidewall, particularly between the insert rubber bead apex. Delamination was easily induced by applying different directions of shear and bead apex. Delamination was damage stress, causing easily induced points andby premature applying different directions with damage. Compared of shear stress, the first four mod- causing damage points and premature damage. Compared with the first four models, els, model 5 and model 6 use B-1 structure, which had a longer contact surface with bead model 5 and model apex 6 use rubber, B-1 effectively which structure, avoids whichthe had a longer shear stress contact surface of relative with bead slip between the two in- apex rubber, whichdue terfaces effectively to unevenavoids stress. the shear3stress In model of relative and model 4, due toslip thebetween the rubber use of insert two with interfaces due lowerto uneven hardness,stress. In model the shear 3 and model stress between 4, due parts the various to theofuse of insert sidewall wasrubber small, mainly with lower concentrated hardness, the in shear stress the inner sidebetween the of the tire at various parts the center of sidewall was small, of sidewall. mainly concentrated in the inner side of the tire at the center of sidewall. Model 1 Model 2 Model 3 Model 4 Model 5 Model 6 Figure 6. Shear stress distribution. Figure 6. Shear stress distribution. Based on the six simulation models, six actual tires under the structure of Table 2 were produced for testing, named as T-1, T-2, T-3, T-4, T-5, and T-6. Tables 8 and 9 show the basic characteristics of the tires under a conventional static load and a zero-pressure static load. The static radius was most heavily influenced by the subsidence and subsid-
Materials 2021, 14, 474 12 of 14 Based on the six simulation models, six actual tires under the structure of Table 2 were produced for testing, named as T-1, T-2, T-3, T-4, T-5, and T-6. Tables 8 and 9 show the basic characteristics of the tires under a conventional static load and a zero-pressure static load. The static radius was most heavily influenced by the subsidence and subsidence rate under static load, and the structure of the insert rubber which provide structural rigidity to the tire. Further, it can be seen that under the same structure, the static load radius and sinkage of the tire were directly proportional to the rigidity of the insert rubber. Especially under the condition of zero pressure load, the stiffness of the insert rubber directly affects the static load radius and sinkage representing the tire deformation. Therefore, in comparison with Materials 2021, 14, x T-5 and REVIEW FOR PEER T-6, the greater deformation of T-1, T-2, T-3, and T-4 may lead to increases in 13 of 15 heat generation. rectly Table 8. Conventional affects static thetest. load static load radius and sinkage representing the tire deformation. There- fore, in comparison with T-5 and T-6, the greater deformation of T-1, T-2, T-3, and T-4 may List lead to increases inT-1 T-2 heat generation. T-3 T-4 T-5 T-6 Static radius under load/mm 319 316 315 316 318 317 Table 8. Conventional static load test. Sinkage/mm 18.9 20.9 20.6 20.9 18.6 20.0 Sinkage/% 17.4 List 19.3 T-119.2 T-2 19.4 T-3 17.2 T-4 T-518.5 T-6 Imprint long axis/mm 200 load/mm Static radius under 200 319201 316 203 315 199 316 318200 317 Imprint minor axis/mm Sinkage/mm 133 135 18.9151 20.9 145 20.6 141 20.9 18.6144 20.0 Sinkage/% 17.4 19.3 19.2 19.4 17.2 18.5 Imprint Table 9. Zero pressure static load long test. axis/mm 200 200 201 203 199 200 Imprint minor axis/mm 133 135 151 145 141 144 List T-1 T-2 T-3 T-4 T-5 T-6 Table 9. Zero pressure static load test. Static radius under load/mm 311 309 307 307 314 310 Sinkage/mm 23.2 List 25.0 27 T-1 T-2 27 T-3 21.5 T-4 T-524.4 T-6 21.9 load/mm Sinkage/% Static radius under 23.7 25.6 309 25.6307 311 20.0 307 31423.0 310 Imprint long axis/mm Sinkage/mm 222 231 250 25.0 247 27 23.2 219 27 21.5232 24.4 Imprint minor axis/mm Sinkage/% 215 217 218 21.9 219 23.7 25.6 215 25.6 20.0216 23.0 Imprint long axis/mm 222 231 250 247 219 232 The curves of temperature riseaxis/mm Imprint minor of the tire sidewall 215 and 217bead218 during219 the zero-pressure 215 216 durability test were shown in Figure 7. The sidewall and bead temperatures of T-1, T-2, T-3, and T-4 increase to aThehigher curvesvalue over time, of temperature risecompared to T-5 and of the tire sidewall andbead T-6.during This was mainly the zero-pressure due to the weakerdurability structuraltestrigidity were shown in and of B-2 Figurethe7. larger The sidewall sinkageandofbead the temperatures of T-1, tire, in addition to T-2, higher energy lossT-3, and T-4 increase according to a higher to the energy lossvalue over time, formula. compared Moreover, the to T-5 and results in T-6. This7 was Figure mainly due to the weaker structural rigidity of B-2 and the larger sinkage of the tire, in reveal that although the loss factor of A-2 was lower than that of A-1, the difference in heat addition to higher energy loss according to the energy loss formula. Moreover, the results generation at theinsidewalls of T-1 Figure 7 reveal and that T-2 was although theminimal, loss factor mainly of A-2 wasdue to the lower thanlarger that ofsinkage A-1, the dif- and the greater deformation ference in heatof T-2, which generation ledsidewalls at the to higher energy of T-1 loss. and T-2 wasThe comparison minimal, data mainly due to the of T-5 and T-6 with stronger larger sinkagetire andstructure candeformation the greater also proveof this T-2,conclusion. which led toThe results higher further energy loss. The comparison prove that the loss factor and datadeformation of T-5 and T-6 should with stronger tire structure be considered can also prove this conclusion. comprehensively in the energy loss of theThe resultscompound. rubber further prove that the loss factor and deformation should be considered com- prehensively in the energy loss of the rubber compound. (a) (b) Figure 7. Temperature curve of tire testing. (a) Temperature curve of the tire sidewall; (b) temperature curve of tire bead. Figure 7. Temperature curve of tire testing. (a) Temperature curve of the tire sidewall; (b) temperature curve of tire bead. Table 10 summarizes the zero-pressure durability test results of the tires. It was evi- dent that under the same rubber conditions, the results of the zero-pressure durability test were directly related to the rate of temperature rise of the tire sidewall. As the temperature increases, the resistance to damage of the compound decreases, which was clearly proven by the test results. At the same time, the stress distribution of tire sidewall was also found
Materials 2021, 14, 474 13 of 14 Table 10 summarizes the zero-pressure durability test results of the tires. It was evident that under the same rubber conditions, the results of the zero-pressure durability test were directly related to the rate of temperature rise of the tire sidewall. As the temperature increases, the resistance to damage of the compound decreases, which was clearly proven by the test results. At the same time, the stress distribution of tire sidewall was also found to directly affect results of the zero-pressure durability test. Although the difference of heat generated at the sidewall between T-1 and T-2 was minimal, an analysis of the strain energy density of bead apex and insert rubber of tire shown in Figure 5 suggested that the stress concentration in T-2 may lead to early tire failure. The test results of T-5 and T-6 can also prove this point. In addition, the zero pressure durability of T-5 and T-6 was better than that of T-1 and T-2 under the strong structural rigidity of B-1, which can also prove the effect of strain energy density. Compared with A-1 and A-2, the rigidity of A-3 and A-4 was lower. Although it can be seen from Table 6 that the loss factor of A-3 and A-4 was lower, the sidewall shape of the tire changed greatly, and the temperature rise in Figure 7 was faster, which led to the faster damage of the insert rubber. Table 10. Durability test results at zero pressure. Tyre Compound Structure Durability at Zero Pressure T-1 A-1 B-2 57 min T-2 A-2 B-2 54 min T-3 A-3 B-2 44 min T-4 A-4 B-2 39 min T-5 A-1 B-1 3h T-6 A-2 B-1 1 h 50 min 4. Conclusions According to the study, a successful attempt was made to employ simulation methods to study the key factors to be considered in the development of run-flat tires. The effects of heat and stress concentration on the zero-pressure durability of tires were studied by designing different components with different stiffness, heat generation and shape to change the stiffness of tire sidewall. The results revealed that the tensile strength and modulus of the insert compound decreased with the increase of temperature. The heat generation of the insert rubber was not only dependent on the loss factor, but also related to the deformation. By using the insert rubber with higher hardness or improving the structural stiffness of the tire, the deformation of the support rubber could be reduced and the heat storage of the support rubber could be reduced, which can significantly improve the sinking rate of the tire under zero pressure. In addition, the maximum strain energy density at the top of the bead and the maximum strain energy density of the cross-section insert rubber were significantly related to the durability of the zero pressure run flat tire and the initial failure point of the insert rubber. In conclusion, the balanced design of formula and structure was the key to tire development. At the same time, the potential of numerical simulation technology in tire development is verified. The application of these technologies could shorten the tire development process and improved the success rate of tire development. Author Contributions: Conceptualization, H.L. and C.W.; data curation, Y.P.; formal analysis, H.L. and C.W.; funding acquisition, H.B. and C.W.; methodology, Y.P. and H.B.; resources, Y.P.; writing— original draft, H.L. All authors have read and agreed to the published version of the manuscript. Funding: This research was funded by Key Technology and Equipment for Intelligent Green Man- ufacturing of Rubber Products, grant number ZR2016XJ003; Natural Science Foundation of Shan- dong Province, grant number ZR2019BEE056; Polymer Material Intelligent Manufacturing Inno- vation Team, grant number 2019KJB007; Key R & D Plan of Shandong Province, grant number 2019GGX102018; Shandong Provincial Natural Science Foundation, grant number ZR2020QE207. The funders contributed to the work.
Materials 2021, 14, 474 14 of 14 Data Availability Statement: The data was basically presented in the article. Acknowledgments: We would like to thank the support of the key Laboratory of Shandong Province for this experiment. Conflicts of Interest: The authors declare no conflict of interest. References 1. Martin, J.L.; Laumon, B. Tire blow-outs and motorway accidents. Traffic Inj. Prev. 2005, 6, 53–55. [CrossRef] [PubMed] 2. La Clair, T.J. Rolling resistance. In The Pneumatic Tire; Brewer, H.K., Clark, S.K., Gent, A.N., Eds.; US Department of Transportation, National Highway Traffic Safety Administration: Washington, DC, USA, 2006; pp. 475–532. 3. Martini, M. A run-flat future. Automot. Eng. Int. 2005, 113, 74–75. 4. Wang, F.; Chen, H.; Guo, K.; Cao, D. A novel integrated approach for path following and directional stability control of road vehicles after a tire blow-out. Mech. Syst. Signal Process. 2017, 93, 431–444. [CrossRef] 5. Wilson, G.N.; Ramirez-Serrano, A.; Sun, Q. Geometric-based tyre vertical force estimation and stiffness parameterisation for automotive and unmannedvehicle applications. Veh. Syst. Dyn. Int. J. Veh. Mech. Mobil. 2017, 55, 168–190. 6. Park, N.; Seo, J.; Kim, K.; Sim, J.; Kang, Y.; Han, M.; Kim, W. Sidewall-insert compound based on ZnO-treated aramid pulp fibers for run-flat tires. Compos. Interfaces 2016, 23, 781–796. [CrossRef] 7. Bwereket, Z.; Blower, D.F.; MacAdam, C. Blowout Resistant Tire Study for Commercial Highway Vehicles; UMTRI Technical Report; DTRS57-97-C-0005; National Technical Information Service: Springfield, VA, USA, 2000. 8. Wang, H.; Al-Qadi, I.L.; Stanciulescu, I. Simulation of tyre-pavement interaction for predicting contact stresses at static and various rolling conditions. Int. J. Pavement Eng. 2012, 4, 310–321. [CrossRef] 9. Cho, J.R.; Lee, J.H.; Jeong, K.M.; Kim, K.W. Optimum design of run-flat tire insert rubber by genetic algorithm. Finite Elem. Anal. Des. 2012, 52, 60–70. [CrossRef] 10. Leister, G.; Hein, H.R. The Tire Stiffness Index TSI and How to Calculate It: A Test Method for New Passenger Car Tires with Run-Flat Properties; Tire Technology Expo: Cologne, Germany, 2012. 11. Bae, J.J.; Suh, J.B.; Kang, N. Structural stiffness of tire calculated from strain energy. In Proceedings of the International Design Engineering Technical Conferences and Computers and Information in Engineering Conference, Boston, MA, USA, 2–5 August 2015. 12. Schuring, D.J. A new look at the definition of tire rolling loss. In SAE Conference Proceedings of Tire Rolling Losses and Fuel Economy—An R&D Planning Workshop; SAE International: Warrendale, PA, USA, 1977; Volume 74, pp. 31–37. 13. Schuring, D.J. The rolling loss of pneumatic tires. Rubber Chem. Technol. 1980, 53, 600–727. [CrossRef] 14. Hall, D.E.; Moreland, J.C. Fundamentals of rolling resistance. Rubber Chem. Technol. 2001, 74, 525–539. [CrossRef] 15. Hunt, J.D.; Walter, J.D.; Hall, G.L. The effect of tread polymer variations on radial tire rolling resistance. In Tire Rolling Losses and Fuel Economy—An R&D Workshop Cambridge, MA; Society of Automotive Engineers: Warrendale, PA, USA, 1977; Volume 18, pp. 161–168. 16. Klamp, W.K. Power consumption of tires related to how they were used. In Tire Rolling Losses and Fuel Economy—An R&D Workshop, Cambridge, MA; Society of Automotive Engineers: Warrendale, PA, USA, 1977; pp. 5–11. 17. Ju, J.; Ananthasayanam, B.; Summers, J.D.; Joseph, P. Design of cellular shear bands of a non-pneumatic tire-investigation of contact pressure. SAE Int. J. Passeng. Cars Mech. Syst. 2010, 3, 598–606. [CrossRef]
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