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Integrated Active Suspension and Anti-Lock Braking Control for Four-Wheel-Independent-Drive Electric Vehicles
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作者 Ze Zhao Lei Zhang +3 位作者 Xiaoling Ding Zhiqiang Zhang Shaohua Li Liang Gu 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2024年第1期87-98,共12页
This paper presents an integrated control scheme for enhancing the ride comfort and handling performance of a four-wheel-independent-drive electric vehicle through the coordination of active suspension system(ASS)and ... This paper presents an integrated control scheme for enhancing the ride comfort and handling performance of a four-wheel-independent-drive electric vehicle through the coordination of active suspension system(ASS)and anti-lock braking system(ABS).First,a longitudinal-vertical coupled vehicle dynamics model is established by integrating a road input model.Then the coupling mechanisms between longitudinal and vertical vehicle dynamics are analyzed.An ASS-ABS integrated control system is proposed,utilizing an H∞controller for ASS to optimize load transfer effect and a neural network sliding mode control for ABS implementation.Finally,the effectiveness of the proposed control scheme is evaluated through comprehensive tests conducted on a hardware-in-loop(HIL)test platform.The HIL test results demonstrate that the proposed control scheme can significantly improve the braking performance and ride comfort compared to conventional ABS control methods. 展开更多
关键词 Four-wheel-independent-drive electric vehicles Active suspension system(ASS) anti-lock braking system(abs) Vertical-longitudinal vehicle dynamics
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模糊自适应PID控制在汽车ABS中的仿真研究 被引量:6
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作者 王慧 杨林 《交通运输系统工程与信息》 EI CSCD 北大核心 2012年第5期52-56,139,共6页
无论是经典还是现代控制理论,大多是建立在线性系统基础上,目前对非线性系统还没有比较成熟的理论.常规PID控制在对象变化时,控制器的参数不能自动修改适应.将模糊控制与PID控制相结合,利用模糊推理方法实现对PID参数的在线自整定,设计... 无论是经典还是现代控制理论,大多是建立在线性系统基础上,目前对非线性系统还没有比较成熟的理论.常规PID控制在对象变化时,控制器的参数不能自动修改适应.将模糊控制与PID控制相结合,利用模糊推理方法实现对PID参数的在线自整定,设计了一种模糊自适应PID控制器.在分析汽车模型的基础上,采用PID控制、模糊自适应PID控制两种方法,联合Simulink软件分别对汽车的防抱死制动系统(ABS)进行刹车运动仿真研究,极大地提高了模糊控制方法和PID控制算法的应用性能.结果表明,模糊自适应PID控制方法可以达到更好的制动效果,提高了系统的动态性能和安全性能. 展开更多
关键词 公路运输 最佳制动性 模糊控制 防抱死系统 仿真
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基于改进的BP模糊神经网络的汽车ABS故障诊断 被引量:2
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作者 贾爱芹 陈建军 《机械强度》 CAS CSCD 北大核心 2011年第6期822-826,共5页
针对汽车ABS(anti-lock brake system)故障分类边界的模糊性和故障模式之间存在交叉数据的诊断不确定问题,对模糊逻辑和改进的BP(back propagation)神经网络故障诊断方法进行研究。根据这两种方法各自的优缺点,采用串联方法将二者相结合... 针对汽车ABS(anti-lock brake system)故障分类边界的模糊性和故障模式之间存在交叉数据的诊断不确定问题,对模糊逻辑和改进的BP(back propagation)神经网络故障诊断方法进行研究。根据这两种方法各自的优缺点,采用串联方法将二者相结合,实现ABS故障诊断系统对不精确或不确定等模糊信息的处理,克服传统神经网络不能很好地处理边界分类模糊数据及故障误诊问题,同时使得基于规则的结构型知识能够得到学习和调整。利用Matlab进行软件仿真,仿真结果表明该方法可以给出较高精度的诊断结果。 展开更多
关键词 汽车 abs(anti-lock BRAKE system) 故障诊断 模糊逻辑 BP(back propagation)神经网络
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Development of a Low-cost Hardware-in-the-loop Simulation System as a Test Bench for Anti-lock Braking System 被引量:5
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作者 ZHANG Wei DING Nenggen +2 位作者 CHEN Moran YU Guizhen XU Xiangyang 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2011年第1期98-104,共7页
Nowadays validation of anti-lock braking systems(ABS) relies mainly on a large amount of road tests.An alternative means with higher efficiency is employing the hardware-in-the-loop simulation(HILS) system to subs... Nowadays validation of anti-lock braking systems(ABS) relies mainly on a large amount of road tests.An alternative means with higher efficiency is employing the hardware-in-the-loop simulation(HILS) system to substitute part of road tests for designing,testing,and tuning electronic control units(ECUs) of ABS.Most HILS systems for ABS use expensive digital signal processor hardware and special purpose software,and some fail-safe functions with regard to wheel speeds cannot be evaluated since artificial wheel speed signals are usually provided.In this paper,a low-cost ABS HILS test bench is developed and used for validating the anti-lock braking performance and tuning control parameters of ABS controllers.Another important merit of the proposed test bench is that it can comprehensively evaluate the fail-safe functions with regard to wheel speed signals since real tone rings and sensors are integrated in the bench.A 5-DOF vehicle model with consideration of longitudinal load transfer is used to calculate tire forces,wheel speeds and vehicle speed.Each of the four real-time wheel speed signal generators consists of a servo motor plus a ring gear,which has sufficient dynamic response ability to emulate the rapid changes of the wheel speeds under strict braking conditions of very slippery roads.The simulation of braking tests under different road adhesion coefficients using the HILS test bench is run,and results show that it can evaluate the anti-lock braking performance of ABS and partly the fail-safe functions.This HILS system can also be used in such applications as durability test,benchmarking and comparison between different ECUs.The test bench developed not only has a relatively low cost,but also can be used to validate the wheel speed-related ECU design and all its fail-safe functions,and a rapid testing and proving platform with a high efficiency for research and development of the automotive ABS is therefore provided. 展开更多
关键词 hardware-in-the-loop simulation(HILS) anti-lock braking systems(abs electronic control units(ECU)
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