Research on Pressure Control Algorithm of Regenerative Braking System for Highly Automated Driving Vehicles
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Article Research on Pressure Control Algorithm of Regenerative Braking System for Highly Automated Driving Vehicles Liang Chu, Yanwu Xu , Di Zhao * and Cheng Chang College of Automotive Engineering, Jilin University, Changchun 130022, China; chuliang@jlu.edu.cn (L.C.); xuyanwu95@126.com (Y.X.); changcheng3170@163.com (C.C.) * Correspondence: dizhao@jlu.edu.cn Abstract: Conclusive evidence has demonstrated the critical importance of highly automated driving systems and regenerative braking systems in improving driving safety and economy. However, the traditional regenerative braking system cannot be applied to highly automated driving vehicles. Therefore, this paper proposes a fully decoupled regenerative braking system for highly automated driving vehicles, which has two working modes: conventional braking and redundant braking. Aimed at the above two working modes, this paper respectively proposes the pressure control algorithm, based on P-V characteristics, and the pressure control algorithm, based on the overflow characteristics of the solenoid valve. AMESim is utilized as the simulation platform, and then is co- simulated with MATLAB/Simulink, which is embedded with the control algorithm. The simulation results show the feasibility and effectiveness of the regenerative braking system and the pressure control algorithm. Keywords: regenerative braking; highly automated driving; pressure control; redundant braking Citation: Chu, L.; Xu, Y.; Zhao, D.; Chang, C. Research on Pressure Control Algorithm of Regenerative 1. Introduction Braking System for Highly With the explosive growth of car ownership, traffic congestion, environmental pollu- Automated Driving Vehicles. World tion, and frequent accidents have become urgent problems to be solved in the current soci- Electr. Veh. J. 2021, 12, 112. https:// ety [1,2]. In order to solve the above problems, the development of environment-friendly, doi.org/10.3390/wevj12030112 safe, and intelligent vehicles has become the consensus of the automotive industry [3,4]. Applying the intelligent driving system and regenerative braking system to new Academic Editor: Xuhui Wen energy vehicles can not only improve driving safety, but also further enhance the econ- omy [5,6]. As the regenerative braking system is a subsystem of the intelligent driving Received: 14 July 2021 Accepted: 7 August 2021 system, it should meet the performance requirements of it. The Society of Automotive Engi- Published: 10 August 2021 neering (SAE) divides the intelligent driving system into five levels. Among the five levels, level one and level two are called the driving assistance systems, where the driver still Publisher’s Note: MDPI stays neutral needs to participate in driving. Levels three to five are called the highly automated driving with regard to jurisdictional claims in systems, where the driver does not need to be involved in driving. Vehicles equipped published maps and institutional affil- with level three to five intelligent driving systems are also called highly automated driving iations. vehicles [7,8]. For the driving assistance system, it requires the regenerative braking system to have the functions of brake-by-wire and mechanical backup. For the highly automated driving system, it not only requires the regenerative braking system to realize the func- tion of brake-by-wire, but also requires it to ensure high reliability, which means that all Copyright: © 2021 by the authors. key functions, including the brake-by-wire, must have redundant backups, rather than a Licensee MDPI, Basel, Switzerland. traditional mechanical backup [9]. This article is an open access article Nowadays, many researchers have been working on designing regenerative braking distributed under the terms and systems for intelligent driving vehicles. The mechanical structure of the regenerative conditions of the Creative Commons braking system consists of two parts: the motor braking system and the hydraulic braking Attribution (CC BY) license (https:// system. When the vehicle is braking, the traction motor can work as a generator to creativecommons.org/licenses/by/ produce regenerative braking torque. At the same point, the kinetic energy of vehicles is 4.0/). converted into electric energy to improve the total energy efficiency of the car. However, World Electr. Veh. J. 2021, 12, 112. https://doi.org/10.3390/wevj12030112 https://www.mdpi.com/journal/wevj
World Electr. Veh. J. 2021, 12, 112 2 of 18 the regenerative braking torque produced by the traction motor is influenced by many factors, and on some occasions can even be zero; therefore, the regenerative braking system needs the hydraulic braking system to produce the friction braking torque, in order to fill the difference between the total braking torque and the regenerative braking torque [10,11]. At present, as the motor technology is mature enough, the research on the regenerative braking system mainly focuses on the design of the hydraulic braking system. For example, TRW Automotive developed a hydraulic braking system based on a hydraulic booster. By controlling the hydraulic booster, this system could decouple the brake pedal and brake pressure, so that the brake pressure can be adjusted electronically without pedal input [12]. Toyota Motor Corporation implemented an electro-hydraulic braking system in the Prius. This system mainly consists of a fully by-wire hydraulic control unit and a pedal stroke simulator. The hydraulic control unit is used to adjust the cylinder pressure, the pedal stroke simulator is used to decouple the brake pedal and brake pressure, as well as simulate the pedal feeling [13]. Robert Bosch GmbH developed an electric power braking system called iBooster. The working principle of this system is similar to that of the vacuum booster, but the power to push the booster piston comes from the movement of the motor, rather than the movement of the vacuum booster diaphragm. By controlling the position of the booster piston, this system could also decouple the brake pedal and brake pressure, as well as control the cylinder pressure by-wire [14]. Honda Motor Corporation installed a novel braking system on the Accord Hybrid. This system has two master cylinders, one of which is the backup master cylinder and the other is the booster master cylinder. To decouple the brake pedal and brake pressure, and control the brake pressure on each axle individually, this system is also equipped with a pedal stroke simulator [15,16]. Identical to the layout used by Honda, Continental Automotive GmbH designed an electro-hydraulic braking system called Mk C1. Compared with Honda, Mk C1 has a similar braking performance, but is more integrated [17,18]. In summary, to adjust the brake pressure independently without pedal input, all the above regenerative braking systems decouple the brake pedal and brake pressure, which shows that decoupling is a prerequisite for brake-by-wire. However, these systems can only remain decoupled in the regular state, once a single point of failure occurs, it will recouple the brake pedal and brake pressure. At this point, the driver will participate in driving to act as a mechanical backup. As a result, the above systems can only meet the requirements of the driver assistance system, and cannot be applied to highly automated driving vehicles. For highly automated driving vehicles, even if a single point of failure occurs, the driver is still not required to participate in driving, which means that its regenerative braking system must remain decoupled to achieve the brake-by-wire function in the event of failure. Since the regenerative braking system is critical to the economy and safety of highly automated driving vehicles, this paper proposes a fully decoupled regenerative braking system, based on the functional requirements of highly automated driving vehicles. This system has two working modes: conventional braking and redundant braking. When this system works normally, it is in the conventional braking mode; when a single point failure occurs, it will enter the redundant braking mode. Regardless of the working mode, this system can decouple the brake pedal and brake pressure, thus realizing the brake-by-wire function. In order to make new energy vehicles brake safely in both working modes, this paper respectively proposes the pressure control algorithm, based on P-V characteristics, and the pressure control algorithm, based on the overflow characteristics of the solenoid valve, to achieve precise control of wheel cylinder pressure under conventional braking and redundant braking. The remainder of this paper is organized as follows. Section 2 describes the materials and methods. Section 3 presents the results and discussion. Lastly, conclusions are drawn in Section 4.
World Electr. Veh. J. 2021, 12, x 3 of 18 World Electr. Veh. J. 2021, 12, 112 3 of 18 2. Materials and Methods 2. Materials and Methods 2.1. Regenerative Braking System 2.1. Regenerative Braking System 2.1.1. Mechanical Structure of the Regenerative Braking System 2.1.1. Mechanical Structure of the Regenerative Braking System The mechanical structure of the regenerative braking system consists of the motor The mechanical structure of the regenerative braking system consists of the motor braking system and the hydraulic braking system. The motor braking system is used to braking system and the hydraulic braking system. The motor braking system is used to generate generate regenerative regenerative braking braking torque. torque. IfIf the the regenerative regenerative braking braking torque torque cannot cannot meet meet the the demand braking torque, the hydraulic braking system will fill the difference demand braking torque, the hydraulic braking system will fill the difference between the between the demand braking torque and the regenerative braking torque. Shown demand braking torque and the regenerative braking torque. Shown in Figure 1 is the in Figure 1 is the structure structure ofof the thehydraulic hydraulicbraking brakingsystem, system, which which consists consists of the of the main main brake brake unitunit (MBU)(MBU) and and redundant brake unit (RBU). In the MBU, there are three parts: pedal redundant brake unit (RBU). In the MBU, there are three parts: pedal simulation unit (PSU), simulation unit (PSU), power power brake unitbrake unit (PBU), (PBU), and main andhydraulic main hydraulic control control unit (MHCU). unit (MHCU). The PSU The PSU in- includes a cludes a brake pedal, a master cylinder, a brake fluid reservoir cup, a pedal brake pedal, a master cylinder, a brake fluid reservoir cup, a pedal stroke simulator (PSS), stroke simu- lator (PSS), and two anddisplacement pedal two pedal displacement sensors. The sensors. The PBU PBU includes includes a power a power brake brake cylinder cylinder (PBC) and (PBC) and several switching solenoid valves, in which two cavities of the several switching solenoid valves, in which two cavities of the PBC have pressure sensors, PBC have pres- sure sensors, and the and the brushless brushless motor drivingmotor the PBCdriving has a the rotorPBC has a sensor position rotor position sensorsensor. and a current and a current The MHCU sensor. The MHCU includes includes the inlet the inlet and outlet valvesandof outlet valves of each brake. each brake. Structure of the hydraulic Figure 1. Structure Figure hydraulic braking braking system. system. MBU—main brake unit; RBU—redundant RBU—redundant brake brake unit; unit; PSU—pedal PSU—pedalsimulation simulationunit; unit;PBU—power PBU—power brake brakeunit; MHCU—main unit; MHCU—main hydraulic hydrauliccontrol con- unit; PSS—pedal trol unit; strokestroke PSS—pedal simulator; MC—master simulator; cylinder;cylinder; MC—master SCV—simulator cut-off valve; SCV—simulator PBCV— cut-off valve; power brake cylinder PBCV—power cut-off valve; brake cylinder cut-offPBC—power brake cylinder; valve; PBC—power MSV—mode brake cylinder; switchingswitch- MSV—mode valve; PBIV—power brake cylinder isolation valve; MCIV—master cylinder isolation ing valve; PBIV—power brake cylinder isolation valve; MCIV—master cylinder isolation valve;valve; HCV—hy- draulic connecting valve; FLIV—inlet valve of left-front wheel cylinder; FLOV—outlet valve of left- HCV—hydraulic connecting valve; FLIV—inlet valve of left-front wheel cylinder; FLOV—outlet front wheel cylinder; RRIV—inlet valve of right-rear wheel cylinder; RROV—outlet valve of right- valve of left-front wheel cylinder; RRIV—inlet valve of right-rear wheel cylinder; RROV—outlet rear wheel cylinder; FRIV—inlet valve of right-front wheel cylinder; FROV—outlet valve of right- valvewheel front of right-rear wheel cylinder; cylinder;valve RLIV—inlet FRIV—inlet valve of left-rear of right-front wheel wheel cylinder; cylinder; RLOV—outlet FROV—outlet valve of left-rear valve of right-front wheel cylinder; RLIV—inlet valve of left-rear wheel cylinder; wheel cylinder; HSV—high-pressure switching valve; PRV—pressure regulation valve. RLOV—outlet valve of left-rear wheel cylinder; HSV—high-pressure switching valve; PRV—pressure regulation valve. The pedal stroke simulator (PSS) consists of pistons and elastic elements. When PSS works,Theitspedal stroke internal simulator pressure (PSS)with changes consists of pistons the volume of and elasticliquid the input elements. When PSS to simulate the works, its internal pressure changes with the volume of the input liquid to simulate pedal feel. The PSS is controlled by the simulator cut-off valve (SCV), which is normally the apedal feel. closed The PSS solenoid is controlled valve to ensureby thethe that simulator PSS willcut-off remainvalve (SCV), closed whenwhich is normally the system is not a closed solenoid valve to ensure that the PSS will remain closed when the system is not powered on. The output interface of the master cylinder is directly connected with the powered on. The output interface of the master cylinder is directly connected with the
World Electr. Veh. J. 2021, 12, x 4 of 18 World Electr. Veh. J. 2021, 12, 112 4 of 18 redundant brake unit (RBU). The brake fluid flowing from the master cylinder will pass through redundant thebrake RBU, andunitthe two paths (RBU). The brakeof brake fluidfluid flowing flowing from out of master the the RBUcylinder will respectively will pass flow through the RBU, and the two paths of brake fluid flowing out of the RBU willthrough into two independent hydraulic circuits with an X-shaped arrangement two respectively master cylinder isolation valves (MCIV1 and MCIV2). Each flow into two independent hydraulic circuits with an X-shaped arrangement through independent hydraulic circuit directly two master drives a brakeisolation cylinder of the front valves and(MCIV1 rear axle, andwhich is equipped MCIV2). with a normally Each independent open hydraulic solenoid valve drives circuit directly as the ainlet brakevalve (IV), of the andand front a normally rear axle, closed which solenoid is equipped valve with asathe outlet normally valve (OV). open solenoid valve as the inlet valve (IV), and a normally closed solenoid valve as the outletThe high-pressure valve (OV). brake fluid in the main brake unit (MBU) comes from the power brakeThecylinder high-pressure brakein (PBC). Shown Figure fluid 2 ismain in the the structural brake unitdiagram(MBU) of the PBC. comes fromThe the PBC power is driven by a brushless motor through the transmission mechanism, brake cylinder (PBC). Shown in Figure 2 is the structural diagram of the PBC. The PBC is and the rotary motion of the motor driven is converted by a brushless motor into the linear through the reciprocating motion of the transmission mechanism, piston, and so as motion the rotary to realizeof the pressure the motor adjustment. is converted intoThe the PBC linearisreciprocating equipped with six solenoid motion of the piston,valves, so aswhich are the to realize the mode pressureswitching adjustment. valve The (MSV),PBCthe is hydraulic equipped connecting with six solenoidvalve (HCV), valves, the power which are brake the modecyl- inder cut-off valves (PBCV1, PBCV2), and the power brake switching valve (MSV), the hydraulic connecting valve (HCV), the power brake cylinder cylinder isolation valves (PBIV1, PBIV2).(PBCV1, cut-off valves The PBIV ensuresand PBCV2), that the when the system power brake is not powered cylinder on, valves isolation the brake fluid (PBIV1, will not flow PBIV2). The PBIVinto the PBC.that ensures The when MSV is theused to switch system is not the pressure powered on, regulation the brake fluidmode of not will the PBC, so that flow into thethePBC.cylinder The MSV can isincrease used toand decrease switch pressure the pressure in different regulation modemovement of the PBC,direc- so tions. that theIn cylinder addition,can since the PBC increase andisdecrease not a double cavity pressure in structure, it needs to directions. different movement use the HCV In to make PBC addition, sincecontrol the PBCtheispressure not a doubleof twocavity groups of pipelines structure, at the it needs to same use thetime. HCV The toPBCV make is PBCused to control control the connection the pressure of two groupsbetween the PBC at of pipelines andthethesamereservoir time. Thecup.PBCV It canis supple- used to control the connection between the PBC and the reservoir ment the brake fluid for the PBC or discharge the brake fluid from the PBC when cup. It can supplement the brake the fluid for piston the PBC or discharge the brake fluid from the PBC when the piston moves. moves. Figure 2. Figure Structure of 2. Structure of the the power power brake brake cylinder cylinder (excluding motor and transmission mechanism). The redundant The redundant brake brake unit unit (RBU) (RBU) isis aa simplified simplified ESCESC hydraulic control unit, hydraulic control unit, which which omits the inlet valves, the outlet valves, and the low-pressure accumulators, with omits the inlet valves, the outlet valves, and the low-pressure accumulators, with only the only the hydraulic pumps, high-pressure switching valves (HSV), and pressure hydraulic pumps, high-pressure switching valves (HSV), and pressure regulation valves regulation valves (PRV) being (PRV) being reserved. reserved. In In the the RBU, RBU, HSV HSV isis the the on-off on-off solenoid solenoid valve, valve, which which can can control control the the opening and closing of the hydraulic pump; PRV is the linear solenoid opening and closing of the hydraulic pump; PRV is the linear solenoid valve, which canvalve, which can adjust the adjust the output output pressure pressure of of the the hydraulic hydraulic pump. pump. Through Through the the control control of of solenoid solenoid valves valves and hydraulic pumps, RBU can achieve accurate brake pressure regulation, and hydraulic pumps, RBU can achieve accurate brake pressure regulation, and ensure and ensure that the that the braking brakingsystem systemcancanproduce produceenough enough braking brakingforce even force if the even if main brake the main unit fails. brake unit fails. 2.1.2. Working Principle of the Regenerative Braking System 2.1.2.The fully decoupled Working Principle ofregenerative braking the Regenerative system Braking has two working modes: conven- System tional braking and redundant braking. When the system is in the conventional braking mode,Thethe fully decoupled main regenerative brake unit braking (MBU) works, the system has two regenerative working braking modes: system conven- distributes tional braking and redundant braking. When the system is in the conventional the motor and hydraulic braking force according to the driver’s braking demand, braking motor mode, the main brake unit (MBU) works, the regenerative braking system distributes battery status, and other information. In order to obtain the target hydraulic braking force, the motor and hydraulic braking force according to the driver’s braking demand, motor the hardware of the regenerative braking system needs to control the power brake cylinder bat- tery (PBC)status, and other and solenoid information. valves. In order At this point, to obtain the the hydraulic target hydraulic connecting braking valve (HCV) mustforce, open
World Electr. Veh. J. 2021, 12, x 5 of 18 World Electr. Veh. J. 2021, 12, 112 5 of 18 the hardware of the regenerative braking system needs to control the power brake cylin- der (PBC) and solenoid valves. At this point, the hydraulic connecting valve (HCV) must to connect two sets of independent hydraulic brake lines together, so that one PBC can open to connect two sets of independent hydraulic brake lines together, so that one PBC control the pressure of all four brakes. can control the pressure of all four brakes. During conventional braking, the regenerative braking system has three different pres- During conventional braking, the regenerative braking system has three different sure regulation modes: high pressure, medium pressure, and low pressure. By controlling pressure regulation modes: high pressure, medium pressure, and low pressure. By con- the mode switching valve (MSV), power brake cylinder cut-off valves (PBCV1, PBCV2), trolling the mode switching valve (MSV), power brake cylinder cut-off valves (PBCV1, and power brake cylinder isolation valves (PBIV1, PBIV2), the regenerative braking system PBCV2), can switch andbetween power brake cylinder different isolation pressure valves (PBIV1, regulation modes. PBIV2), Shown the regenerative in Figures 3–5 arebrak- the ing flowsystem can switch directions between of brake fluid anddifferent pressure the action regulation of solenoid modes. valves underShown in Figures different pressure3– 5regulation are the flow directions of brake fluid and the action of solenoid valves under modes. It can be seen that under different pressure regulation modes, the power different pressure regulation brake cylinder (PBC)modes. It can be has different seen that under equivalent piston different pressure cross-sectional regulation areas modes, and brake fluid the displacement, so the pressure regulation rate is also different. This design can reduceand power brake cylinder (PBC) has different equivalent piston cross-sectional areas the brake fluid displacement, performance requirementsso ofthe thepressure PBC motor regulation rate isthe and improve also different. pressure This design regulation can accuracy reduce the performance under medium and highrequirements pressure. of the PBC motor and improve the pressure regu- lation accuracy under medium and high pressure. Figure 3. Figure The flow 3. The flow direction direction of of brake brake fluid fluid and and the the action action of of solenoid solenoid valves valves under under low low pressure pressure mode. mode. Figure Figure 4. 4.The Theflow flowdirection directionof ofbrake brakefluid fluidand andthe theaction actionof ofsolenoid solenoidvalves valvesunder under medium medium pressure pressure mode. mode.
World Electr. Veh. J. 2021, 12, x 6 of 18 World Electr. World Electr. Veh. Veh. J. 2021, 12, J. 2021, 12, 112 x 66 of of 18 18 Figure 5. The flow direction of brake fluid and the action of solenoid valves under high pressure Figure Figure 5. The mode. The flow flow direction direction of of brake brake fluid fluid and the action of solenoid valves under high pressure mode. mode. The equivalent piston cross-sectional area in Figures 3–5 is the cross-sectional area The equivalent The equivalent piston piston cross-sectional cross-sectional area area in Figures Figures 3–5 3–5 is the cross-sectional area subjected to hydraulic pressure, which changes inwith the pressure regulation mode and subjected to hydraulic subjected hydraulic pressure, pressure, which which changes changeswith withthethe pressure regulation pressure mode regulation andand mode can can be calculated as follows: be calculated can as follows: be calculated as follows: low pressure pressuremode A pis − low low pressure mode mode A pbe = = A pis − A medium medium pressure mode, , (1) (1) = − rod medium pressure mode pressure mode, (1) Arod high pressure mode high pressure mode high pressure mode where where A pbe is the equivalent piston cross-sectional area, mm2;2;; A pisisis area, mm isthe thepiston pistoncross- 2 where is is the the equivalent equivalent piston piston cross-sectional cross-sectional area, mm the piston cross- cross- sectional sectional area, area, mm mm 2 ; 2 ; A is is the the piston piston rod rod cross-sectional cross-sectional area, area, mm mm 2. 2 . sectional When mm2; brake area, main rod is the(MBU) piston roda cross-sectional area, mmredundant 2. Whenthe When the main the main brakebrakeunit unit (MBU)has unit (MBU) has aasingle has singlepoint single pointfailure, point failure,the failure, redundantbrake the redundant the brakeunit brake unit unit (RBU) (RBU) will will replace replace the the MBU MBU to to complete complete the the brake brake pressure pressure control. control. In In the the redundant redundant (RBU) will braking replace master the MBU to complete the brake pressure control. Inwill the redundant brakingmode, braking mode,two mode, two mastercylinder two master cylinderisolation cylinder isolationvalves isolation valves(MCIV1 valves (MCIV1and (MCIV1 andMCIV2) and MCIV2) will MCIV2) willbebeopened, be opened, opened, and and the hydraulic connecting valve (HCV) and power brake cylinder isolation valves the hydraulic connecting valve (HCV) and power brake cylinder isolation valves and thePBIV2) (PBIV1, hydraulic connecting valve (HCV)controland power brake cylinder isolation valves (PBIV1, PBIV2)will willbe beclosed. closed.TheThepressure pressure controlisiscompleted completedby bythethehydraulic hydraulicpumps, pumps, (PBIV1, PBIV2) high-pressure will be closed. The pressurepressure control is completedvalves by the hydraulic pumps, high-pressureswitching switchingvalves valves(HSV), (HSV),and and pressure regulation regulation valves (PRV). (PRV). high-pressure When switching valves (HSV), and pressure regulation valves (PRV). HSV2 will Whenthe theregenerative regenerativebrakingbrakingsystem systemneeds needsto tobe bepressurized, pressurized,HSV1 HSV1and and HSV2 will be When the regenerative braking system needs to be pressurized, HSV1 and HSV2 will beopened, opened,and andPRV1PRV1and andPRV2 PRV2willwillbebeclosed. closed.At Atthis thispoint, point,the thehydraulic hydraulicpumps pumpspumppump be the opened, and PRV1 and PRV2 will be closed. At this point, the hydraulic pumps pump thebrake brake fluid fluid into into thethe wheel wheelcylinders, cylinders,and andthethepressure pressure can can bebe regulated regulated by by adjusting adjusting the the driving the brake fluid currentintoofthe wheel PRV1 and cylinders, PRV2. andprocess, This the pressure can be including the regulated working by adjusting condition of driving current of PRV1 and PRV2. This process, including the working condition of the thesolenoid the driving current valves of PRV1 and the anddirection flow PRV2. This of process, the brake including fluid, is the working shown in Figure condition 6. of solenoid valves and the flow direction of the brake fluid, is shown in Figure 6. the solenoid valves and the flow direction of the brake fluid, is shown in Figure 6. Workingstate Figure6.6.Working Figure stateof ofRBU RBUduring duringactive activepressurization. pressurization. Figure 6. Working state of RBU during active pressurization.
World Electr. World Electr. Veh. Veh. J.J. 2021, 2021, 12, 12, 112 x 77 of of 18 18 When When the the regenerative regenerative braking braking system system needs needs to to be be depressurized, depressurized, PRV1 PRV1 and PRV2 and PRV2 will be opened, HSV1 and HSV2 will be closed, and the brake fluid will flow back to will be opened, HSV1 and HSV2 will be closed, and the brake fluid will flow back to the the master cylinder to realize the depressurization. master cylinder to realize the depressurization. 2.2. Pressure Pressure Control Algorithm When the regenerative braking system carries carries out energy recovery, the hydraulic hydraulic braking system needs to accurately respond to the target pressure for the vehicle braking safety [19,20]. [19,20].Aiming Aimingatat thethe two working two working modes modes of the of fully decoupled the fully regenerative decoupled brak- regenerative ing system, braking this paper system, proposes this paper the pressure proposes control the pressure algorithm, control based based algorithm, on P-Von characteris- P-V char- tics, and theand acteristics, pressure control control the pressure algorithm, based onbased algorithm, the overflow characteristics on the overflow of the sole- characteristics of noid valve. The the solenoid pressure valve. control algorithm The pressure based onbased control algorithm P-V characteristics is suitable on P-V characteristics for con- is suitable ventional brakingbraking for conventional mode, and mode,theand other thepressure control control other pressure algorithm is suitable algorithm for redun- is suitable for redundant dant brakingbraking mode.mode. representation of Shown in Figure 7 is the schematic representation of the the pressure pressure control control algorithm. algorithm. When the regenerative braking system is under conventional braking mode, the required volumechange fluid volume changeofofthe the PBCPBC is calculated is calculated firstfirst based based onP-V on the thecharacteristics P-V characteristics of wheelof wheel cylinders cylinders and theand the expansion expansion characteristics characteristics of the brakeof thehose. brake hose.combined Then, Then, combined with the with the pressure pressure regulationregulation mode, themode, requiredthePBCrequired piston PBC piston displacement displacement is calculated.is calculated. Lastly, ac- cording to the required displacement, the drive current of the PBC motor can bemotor Lastly, according to the required displacement, the drive current of the PBC can obtained. be obtained. When When thebraking the regenerative regenerative systembraking is undersystem is under redundant redundant braking mode, it braking mode, can calculate it can the calculate drive currenttheofdrive current of the pressure the pressure regulation valves regulation valveson (PRV), based (PRV), the PRVbased on the overflow PRV overflow characteristics. characteristics. Meanwhile, the Meanwhile, drive signals the of drive othersignals RBU of other RBU actuators canactuators be obtainedcan ac- be obtained according to the relationship between the target cording to the relationship between the target pressure and actual pressure.pressure and actual pressure. Figure Figure 7. 7. Schematic Schematic representation of the representation of the pressure pressure control control algorithm. algorithm. 2.2.1. 2.2.1. The The Pressure Pressure Control Control Algorithm Based on Algorithm Based on P-V P-V Characteristics Characteristics The The power power brake brakeunit unit(PBU) (PBU)isisthe themain mainpressure pressuresource of of source thethe fully decoupled fully re- decoupled generative braking system. When the main brake unit (MBU) does not fail, all regenerative braking system. When the main brake unit (MBU) does not fail, all of the of the high- pressure brakebrake high-pressure fluid is generated fluid by PBU is generated byand PBU sent andtosent eachtobrake each through solenoid brake through valves solenoid and hydraulic pipelines. valves and hydraulic pipelines.
World Electr. World Electr. Veh. Veh. J.J. 2021, 2021, 12, 12, xx 88 of of 18 18 World Electr. Veh. J. 2021, 12, 112 8 of 18 In order In order toto generate generate the the target target pressure pressure in in the the brake, brake, it it is is necessary necessary to to control control PBU PBU to to injectInaaorder inject certain certain volume the to generate volume of fluid of fluid into targetinto the brake. pressure the brake. The required in the brake, The required braketofluid it is necessary brake fluid volume control can be PBU can volume be obtained to inject a by interpolating certain volume of the fluid P-Vintocharacteristic the brake. The curves required of the brake front and fluid obtained by interpolating the P-V characteristic curves of the front and rear wheel brakes, rear volume wheel can be brakes obtained as shownby ininterpolating the9.P-V Figures 88 and and characteristic If the the curves is target pressure pressure of P, thethe front and rearvolume required wheel brakes, of brake brake fluid fluid as shown in Figures 9. If target is P, the required volume of as for shown all fourin Figures brakes 8 and can be 9. If the calculated target as pressure follows: is P, the required volume of brake fluid for all four brakes can be calculated as follows: for all four brakes can be calculated as follows: == 2 2 + + 2 2 ,, (2) (2) Vwc ( P) = 2Vwc1 ( P) + 2Vwc2 ( P), (2) where where isis the the total total required required volume volume ofof brake brake fluid fluid at at pressure pressure P,P, ml; ml; is is the the where Vwcvolume required ( P) is theoftotal required brake fluid volume for the of brake front fluid brake wheel at pressure at P, ml; Vwc1 pressure P, P) isand (ml; the required volumeofof brake fluid for front the front wheelwheel brake brake at pressure P, Vml; (and P, ml; and required volume brake fluid for the at pressure wc2 P ) is is the is the required required volume volume of of brake brake fluid fluid for the the rear rear wheel wheel brake at at pressure P,P, ml. ml. the required volume of brake fluid for thefor rear wheel brake atbrake pressurepressure P, ml. Figure 8. P-V Figure 8. Figure 8. P-Vcharacteristic P-V characteristic characteristic of of of front front wheel wheel front brake. brake. wheel brake. Figure 9. P-V Figure 9. Figure 9. P-Vcharacteristic P-V characteristic characteristic of of rear wheel rear of rear brake. wheel wheel brake. brake. At aa certain At certain time, time, if if the the brake brake pressure pressure is and is and needs needs to to be be adjusted adjusted to + to + Δ Δ ,, the corresponding the corresponding fluid fluid volume volume change change in in the the brake brake is: is:
World Electr. Veh. J. 2021, 12, 112 9 of 18 At a certain time, if the brake pressure is Pt0 and needs to be adjusted to ( Pt0 + ∆P), the corresponding fluid volume change in the brake is: ∆Vwc ( Pt0 , ∆P) = Vwc ( Pt0 + ∆P) − Vwc ( Pt0 ) = 2[Vwc1 ( Pt0 + ∆P) + Vwc2 ( Pt0 + ∆P) − 2Vwc1 ( Pt0 ) + 2Vwc2 ( Pt0 )]. (3) When the brake pressure changes from Pt0 to ( Pt0 + ∆P) the volume change of brake fluid is also affected by the expansion of brake hose [21], which can be expressed as follows: ∆Vhose (∆P) = ωhose ∆P, (4) where ∆Vhose (∆P) is the volume change of brake fluid caused by expansion of brake hose, ml; and ωhose is the flexibility of the brake hose, ml/MPa. According to Formulas (3) and (4), when the brake pressure changes from Pt0 to ( Pt0 + ∆P) the volume of brake fluid delivered or inhaled by the power brake cylinder (PBC) can be expressed by Formula (5). ∆Vpbc ( Pt0 , ∆P) = ∆Vhose (∆P) + ∆Vwc ( Pt0 , ∆P). (5) The required piston displacement of PBC can be expressed as follows: ∆Vpbc ( Pt0 , ∆P) ∆x pbc ( Pt0 , ∆P) = . (6) A pbe When the PBC is working, the displacement of the PBC piston cannot be controlled directly, but it can be indirectly controlled by regulating the motor torque. With the change of displacement and cylinder pressure, the hydraulic force and friction on the piston will also change, resulting in the change of motor load torque. When the PBC is in the pressurized state, the motion equation of the piston can be expressed as follows: .. m pbc x pbc = Fpbr − Fpbh − Ff pb , (7) .. where m pbc is the piston mass, kg; x pbc is the piston displacement, m; Fpbr is the motor thrust on the piston rod, N; Fpbh is the hydraulic force on piston, N; and Ff pb is the friction on piston, N. When the PBC is in the depressurized state, the motion equation of the piston can be expressed as: .. m pbc x pbc = Fpbr + Fpbh − Ff pb . (8) In Formulas (7) and (8), the hydraulic force and friction on the piston change with the cylinder pressure and piston displacement [22], which can be expressed as follows: ( Fpbh = A pbe Ppbc . , (9) Ff pb = Fcpb + f vpb x pbc where Ppbc is the pressure of PBC, MPa; Fcpb is the coulomb friction, N; and f vpb is the coefficient of viscous friction, N/(m/s). When the period of system control ∆t is small enough, the change in pressure can be regarded as linear. If the pressure in the power brake cylinder (PBC) changes from Pt0 to ( Pt0 + ∆P) within ∆t, the hydraulic force on the piston at any time within ∆t can be expressed as: ∆P Fpbh (t) = A pbe Pt0 + t . (10) ∆t
World Electr. Veh. J. 2021, 12, 112 10 of 18 Similarly, when ∆t is small enough, the change in piston speed can also be regarded . as linear. Assuming that the current piston speed is x pbc0 , then at any time within ∆t, the friction on the piston can be expressed as: . 2∆x pbc ( Pt0 , ∆P) Ff pb (t) = Fcpb + f vpb x pbc0 + t. (11) ∆t2 Combined with Formulas (7), (10) and (11), when PBC is in the pressurized state, the acceleration of piston at any time in ∆t can be expressed as: .. Fpbr − Fpbh (t) − Ff pb (t) x pbc (t) = . (12) m pbc Combined with Formulas (8), (10) and (11), when PBC is in the depressurized state, the acceleration of piston at any time in ∆t can be expressed as: .. Fpbr + Fpbh (t) − Ff pb (t) x pbc (t) = . (13) m pbc Since the piston needs to move ∆x pbc ( Pt0 , ∆P) within ∆t, we can obtain the following relationships: ( . . R t .. x pbc (t) = x pbc0 + 0 x pbc (t)dt R ∆t . . (14) ∆x pbc = 0 x pbc (t)dt By substituting Formula (12) into Formula (14), it can be obtained that the motor thrust on the piston rod in the pressurized state is: . 2m∆x pbc 2mx pbc0 . 2∆x pbc A pbe ∆P Fpbr = − + f vpb x pbc0 + + Fcpb + + A pbe Pt0 . (15) ∆t2 ∆t 3∆t 3 By substituting Formula (13) into Formula (14), it can be obtained that the motor thrust on the piston rod in the depressurized state is: . 2m∆x pbc 2mx pbc0 . 2∆x pbc A pbe ∆P Fpbr = − + f vpb x pbc0 + + Fcpb − − A pbe Pt0 . (16) ∆t2 ∆t 3∆t 3 The brushless motor transforms the rotating motion into linear motion through the transmission mechanism, and the torque of the motor is transformed into the thrust of the piston rod at the same time. The power brake cylinder (PBC) described in this paper adopts two stages of transmission, the first stage is gear transmission, and the second stage is ball screw transmission. Therefore, the required motor torque can be expressed as follows: Fpbr I pbs Tpbm = , (17) 2πη pbs i pb0 where η pbs is the ball screw efficiency; Tpbm is the required motor torque, N·m; i pb0 is the transmission ratio of the first stage gear; and I pbs is the ball screw lead, m. According to Formula (17), the required motor torque can be obtained. The motor driver can output the target torque by controlling the stator current. If the output torque is maintained unchanged in the control period ∆t, the pressure will change to ( Pt0 + ∆P) after ∆t. 2.2.2. The Pressure Control Algorithm Based on Overflow Characteristics of the Solenoid Valve The highly automated driving system should have the ability to realize brake-by-wire control even when the regenerative braking system has a single point of failure, which
World Electr. Veh. J. 2021, 12, x 11 of 18 World Electr. Veh. J. 2021, 12, 112 11 of 18 which means that the regenerative braking system should have a second component to means brake-by-wire. realize that the regenerative braking system should have a second component to realize brake-by-wire. The second braking component in the fully decoupled regenerative braking system is theThe second braking redundant brake unit component in the fully (RBU). According to decoupled regenerative the description brakingthe of RBU above, system RBU is the redundant brake unit (RBU). According to the description has two pressure regulation valves (PRV), which are linear, normally open solenoid of RBU above, the RBU has two pressure regulation valves (PRV), which are linear, normally open valves. After the coil is energized, the moving iron and the fixed iron of the solenoid valve solenoid valves. After the coil is energized, the moving iron and the fixed iron of the solenoid valve will will generate electromagnetic force due to magnetization. The electromagnetic force generate electromagnetic force due to magnetization. The electromagnetic force pushes the pushes the moving iron and the spool to overcome the hydraulic force and spring force, moving iron and the spool to overcome the hydraulic force and spring force, to close the to close the solenoid valve [23]. The spool motion equation of the linear, normally open solenoid valve [23]. The spool motion equation of the linear, normally open solenoid valve solenoid valve can be expressed as follows: can be expressed as follows: .. = − − , (18) mcpv x cpv = Fmpv − Fhpv − Fspv , (18) where is the mass of the moving iron, kg; is the displacement of the moving .. where iron, m;m cpv is is thethemass of the moving electromagnetic iron, force, x cpvis is N;kg; thethe displacement hydraulic force, of N; the is andmoving iron, the m; Fmpv spring N. electromagnetic force, N; Fhpv is the hydraulic force, N; and Fspv is the is the force, spring force, the Among N. above three forces, the electromagnetic force is related to the position of the spool and theabove Among the three forces, coil current the electromagnetic [24], which can be calculated forcebyisFormula related to(19). the The position of spring the spool and the coil current [24], which can be calculated by Formula force is related to spring stiffness, preload, and displacement, while the hydraulic force is (19). The spring force is to related related spoolto spring stress stiffness, area preload,pressure. and hydraulic and displacement, These two while forcesthe canhydraulic forceby be calculated is related the to spool AMESim stress area simulation and hydraulic pressure. These two forces can be calculated by model. the AMESim simulation model. = A µ N 2i 2 , (19) pv 0 −c c Fmpv = 2 2 , (19) 2 xcpv0 − xcpv where is the area of working air gap, m2; is the vacuum permeability, N/(A2); is the coil where is the area A pv turn; is of theworking coil current, A;m air gap, 2 ; µ is theisvacuum and 0 the initial working air permeability, N/(Agap2 );ofNthe c is spool, m. the coil turn; ic is the coil current, A; and xcpv0 is the initial working air gap of the spool, m. As As shown shownin inFigure Figure10, 10,ononthe basis the of of basis thethemodeling modeling method methoddescribed in reference described in refer- [25,26], this paper ence [25,26], establishes this paper the simulation establishes model of the simulation the normally model open linear of the normally opensolenoid linear valve in AMESim. solenoid In the AMESim valve in AMESim. In themodel, AMESim the model, electromagnetic force and coil the electromagnetic inductance force and coil of the solenoid inductance valve of the are obtained solenoid valve areby obtained looking up bythe table.up looking The thecoil model table. Theiscoil represented model is by an RL series represented by ancircuit, and circuit, RL series the powerand supply the poweris DC power supply andpower is DC is controlled by PWM and is controlled by PWM signals. signals. Figure Figure 10. 10. The The AMESim AMESim model model of of the the solenoid solenoid valve. valve.
World Electr. World Electr. Veh. Veh. J.J. 2021, 2021, 12, 12, 112 x 12 of 12 of 18 18 For the connection of the hydraulic components, the inlet port of the solenoid valve For the connection of the hydraulic components, the inlet port of the solenoid valve is is connected to a constant pressure source and the outlet port is connected to the brake. connected to a constant pressure source and the outlet port is connected to the brake. By By applying applying different different driving driving currents currents to the to the solenoid solenoid valve, valve, the pressure the pressure response response curve curve can can be obtained, as shown in Figure 11. It can be seen that in a certain range of driving be obtained, as shown in Figure 11. It can be seen that in a certain range of driving current, current, the linearthenormally linear normally open solenoid open solenoid valve ashows valve shows a proportional proportional overflowoverflow charac- characteristic, teristic, whichthe which means means finalthe final steady-state steady-state overflow overflow pressurepressure can be adjusted can be adjusted by control- by controlling the ling the driving driving current. current. Figure 11. The overflow characteristic curve of the solenoid valve. In the In the redundant redundant brake brake unit unit (RBU), (RBU), the the overflow overflow pressure pressure of of the the pressure pressure regulation regulation valve (PRV) valve (PRV) is is approximately approximately equal equal to to the the wheel wheel cylinder cylinder pressure, pressure, so so the the wheel wheel cylinder cylinder pressure can be adjusted by controlling the coil current. The relationship between wheel pressure can be adjusted by controlling the coil current. The relationship between wheel cylinder pressure cylinder pressure and and coil coil current current can can be be expressed expressed as as follows: follows: Pwc − Pmc ==K PRV ic,, − (20) PRV is the proportional coefficient between overflow pressure and coil current, where K ml/Mpa; ml/Mpa; Pwc is the the wheel wheelcylinder cylinderpressure, pressure,Mpa; Mpa; and and is the PMc is the master master cylinder cylinder pres- pressure, sure, Mpa. Mpa. 3. Results 3. Results and and Discussion Discussion The brushless The brushless motor motor model model and and pressure pressure control control model model are are built built in in Matlab/Simulink, Matlab/Simulink, and the hydraulic braking system model is built in AMESim. The and the hydraulic braking system model is built in AMESim. The mainmain parameters used parameters in used the simulations are set in Table 1. in the simulations are set in Table 1. 3.1. Results Table 1. Mainand Discussion parameters of Conventional used Braking Mode in the simulations. In order to verify the pressure regulation performance of the power brake cylinder Parameter (PBC), the pressurization test of PBC was carried out. In theValue pressurization test, Units the piston of PBCCross-sectional moves at a fixed area of PBC speed, andpiston 329 brake unit (PBU)mm the controller of the power 2 switches Cross-sectional the pressure areamode regulation of PBCbypiston rod the solenoid valves. adjusting 119 After switching themmmode, 2 Diameter the piston changesof front wheel cylinder the direction of movement, but the speed57.15remains unchanged. mm The simulation resultsofare Diameter shown rear wheel incylinder Figures 12–15. 37.68 mm Diameter of master cylinder 20.5 mm Peak power of PBC motor 450 W Peak torque of PBC motor 2.2 N∙m Rated speed of PBC motor 4000 r/min
World Electr. World Electr. Veh. J. J. 2021, 12, 12, 112 13 of of 18 World Electr.Veh. Veh. J.2021, 2021, 12,xx 13 13 of18 18 Table 1. Main parameters Flexibility Flexibility of used ofthe the in the brake brake simulations. hose hose 6.25 6.25××10 −3 10−3 ml/MPa ml/MPa Ball Ballscrew screwlead lead 0.005 0.005 m Parameter Value Units m Transmission Transmissionratio ratioofofthe thefirst firststage stagegear gear 1.8 1.8 // Cross-sectional area of PBC piston 329 mm2 Ball screw Ballarea screw efficiency efficiency 0.96 0.96 / Cross-sectional of PBC piston rod 119 mm2 / Proportional Proportional coefficient coefficient Diameter of front wheel cylinder of ofPRV PRV 57.1519.8 19.8 mmMPa/A MPa/A Diameter ofDiameter rear wheelof Diameter of PSS PSS cylinder 37.68 15 15 mm mmmm Stiffness Stiffnessof Diameter PSS PSSspring(1st ofmaster cylinder stage) spring(1st stage) 20.59.03 9.03 mmN/mm N/mm Peak power Stiffness of PBC motor 450 W N/mm StiffnessofofPSS PSSspring(2nd spring(2ndstage) Peak torque of PBC motor stage) 42.16 42.16 2.2 N/mm N·m Rated speed of PBC motor 4000 r/min 3.1. 3.1.Results Results and andDiscussion Flexibility Discussion of the brake ofofConventional ConventionalBraking hose Braking Mode × 10−3 Mode 6.25 ml/MPa In Ball screw verify lead the pressure regulation 0.005 In order to verify the pressure regulation performance of the power brake order to performance of the power m cylinder brake cylinder Transmission (PBC), ratio of the first stage gear 1.8In the pressurization test, / (PBC), the pressurization test of PBC was carried out. In the pressurization test,the the pressurization test of PBC was carried out. thepiston piston Ball screw efficiency 0.96 / of ofPBC PBC moves moves at at aafixed fixed speed, speed, and and the the controller controller of of the the power power brake brake unit unit (PBU) (PBU) switches switches Proportional coefficient of PRV 19.8 MPa/A the thepressure pressureregulation regulation Diameter of mode modeby PSS byadjusting adjustingthethesolenoid 15 valves. solenoid valves.After Afterswitching mm the switching themode, mode, the the piston changes the direction of movement, but the speed remains unchanged. The piston changes Stiffness of PSS the direction spring(1st stage)of movement, but 9.03the speed remains unchanged. N/mm The simulation results Stiffness simulation of PSSare results shown shownin spring(2nd are inFigures Figures12–15. stage) 12–15. 42.16 N/mm Figure Figure12. Figure 12.Pressure 12. Pressure curve Pressure curveof curve ofPBC. of PBC. PBC. Figure Figure13. Figure 13.Piston 13. Pistondisplacement Piston displacementcurve displacement curveof curve ofPBC. of PBC. PBC.
World World Electr. World Electr. Veh. Veh. J.J. Electr. Veh. 2021, J. 2021, 12, 12, xx112 2021, 12, 14 14 of 14of 18 of18 18 Figure Figure 14. Figure14. Push 14.Push rod Pushrod force rodforce curve forcecurve of curveof PBC. ofPBC. PBC. Figure15. Figure Figure 15. Pressureregulation 15.Pressure Pressure regulationmode regulation modecurve mode curveof curve ofPBC. of PBC. PBC. Accordingtotothe According theabove above simulation simulation results, results, withwith the gradual the gradual gradual increase increase of pressure, of pressure, pressure, PBC According to the above simulation results, with the increase of PBC PBC will will switch switch the the pressure pressure regulationregulation mode mode from low from low pressure pressure to medium to medium pressure pressure and high will switch the pressure regulation mode from low pressure to medium pressure and high and high by pressure, pressure, changing by the changing pistonthe piston displacement displacement and equivalentand equivalent equivalent cross-sectional cross-sectional area. Alt- Alt- pressure, by changing the piston displacement and cross-sectional area. area. Although hough the the pressure the pressure pressure regulation regulation regulation mode mode mode changes, changes, changes, the the brake the brake brake pressure pressure pressure doesdoes notdoes not not change change change sud-sud- hough suddenly and keeps at a steady growth. If we look closely at the changing trend of denly and denly and keeps keeps at at aa steady steady growth. growth. If If we we look look closely closely at at the the changing changing trend trend ofof the the pres- pres- the pressure, we can see that the pressurization rate gradually decreases as the pressure sure, we sure, we can can see see that that thethe pressurization pressurization rate rate gradually gradually decreases decreases asas the the pressure pressure regulation regulation regulation mode switches from low to medium and high pressure. This is because the mode switches from low to medium and high pressure. mode switches from low to medium and high pressure. This is because the equivalent This is because the equivalent equivalent piston cross-sectional area in medium and high pressure modes is smaller than piston cross-sectional piston cross-sectional area area in in medium medium and and high high pressure pressure modes modes is is smaller smaller than than that that in in the the that in the low pressure mode. As the PBC piston moves at a fixed speed, the fluid volume low pressure low pressure mode. mode. As As the PBC PBC piston piston moves moves at a fixed speed, speed, the the fluid fluid volume volume dis-dis- discharged from the PBCthe is smaller too, resultingatinaafixedlower pressurization rate. charged from charged from the the PBCPBC is is smaller smaller too, too, resulting resulting in in aa lower lower pressurization pressurization rate.rate. In addition, although the pressure changes greatly, the absolute value of push rod In addition, addition, although although the the pressure pressure changes changes greatly, greatly, the the absolute absolute valuevalue of push push rodrod forceInchanges little. In detail, the absolute value of the push rod force does of not increase force force changes little. changesaslittle. In detail, the absolute In detail,increases. the absolute value value of of the push rod force does not increase significantly the pressure Compared tothe the push mediumrod pressure force does not increase mode, the push significantly as significantly as the the pressure pressure increases. increases. Compared Compared to to the the medium medium pressure pressure mode, mode, thethe push push rod force is even reduced in high pressure mode. This is because the high-pressure mode rod force rod force isis even even reduced reduced in high high pressure pressure mode. mode. This This isis because because thethe high-pressure high-pressure mode has the smaller equivalentinpiston cross-sectional area. A benefit from this is that the mode piston has has the the smaller smaller equivalent equivalent piston piston cross-sectional cross-sectional area. area. can generate a higher pressure with the same push rod force. As a result, AA benefit benefit from from this this is that is that the the this piston piston variable can generate can generate aa higher higher pressure pressure withwith the the same same push push rodrod force. force. As As aa result, result, this this variable variable
World Electr. Veh. J. 2021, 12, x 15 of 18 World Electr. Veh. J. 2021, 12, 112 x 15 of 18 piston cross-sectional area control method can reduce the output torque range of the mo- piston tor, andcross-sectional piston area control reduce the performance cross-sectional area control methodcan requirements method canreduce reduce of theoutput the PBC the outputtorque motor. torquerange rangeofof the the mo- motor, tor, and and reduce reduce In order the the performance toperformance requirements requirements verify the pressure control of the of accuracy PBC the PBC motor. motor. of the pressure control algorithm basedInInonorder order P-V totoverify verifythe thepressure characteristics, pressure control control a random accuracy accuracy pressure of pressure of the following the testpressure control control is carried algorithm algorithm out. The based simula- based on P-V tion oncharacteristics, results P-Varecharacteristics, a random shown ina Figures random andpressure 16pressure following 17. following test test is is carried carried out.out. TheThe simula- simulation tion results results are shown are shown in Figures in Figures 16 17. 16 and and 17. Figure 16. Pressure control effects. Figure 16. Figure Pressure control 16. Pressure control effects. effects. Figure 17. Figure Pressure control 17. Pressure control error. error. Figure 17. Pressure control error. From the above simulation results, it can be seen that the proposed pressure control From the above simulation results, it can be seen that the proposed pressure control algorithm, From the based aboveon simulation P-V characteristics, it can results, can can accurately be seen that follow thethethe target proposed pressure, pressure and control algorithm, based on P-V characteristics, accurately follow target pressure, and the the control algorithm, error based is within on P-V 0.5 MPa, which characteristics, can canmeet meet accuratelythe safety follow requirements of the target pressure,the highly and au- the control automatederror is within driving 0.5MPa, system. which can the safety requirements of the highly control error is within tomated driving system. 0.5MPa, which can meet the safety requirements of the highly au- tomated driving system. 3.2. Results and Discussion of Redundant Braking Mode 3.2. Results and Discussion of Redundant Braking Mode In the and 3.2. Results redundant Discussion braking mode, the of Redundant redundant Braking Mode brake unit (RBU) realizes accurate In the redundant braking mode, the redundant pressure control by adjusting the coil current of the pressure brake unit (RBU) realizes regulation accurate valve (PRV). In In the pressure redundant control by brakingthe adjusting mode, coil the redundant current of the brake unit pressure (RBU) realizes regulation valve accurate (PRV). In order to verify the control effects of the RBU pressure control algorithm, a random pressure pressure order control to verify bycontrol adjusting the of coil thecurrent of the pressure regulation valve (PRV). In following test isthe carried effects out. The simulationRBUresults pressure are control shown inalgorithm, a random Figures 18 pres- and 19, and it order sure can be to verify following the seen thattest control theisRBU effects carried of out. The pressure the RBU simulation control pressure control results algorithm can are algorithm, alsoshown a random in Figures accurately follow18 and the pres- 19, target sure following pressure, which test is carried means out. The simulation the proposed regenerative results are shown braking system in Figures can 18 and maintain 19, a high
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