Model-free adaptive sliding mode control for intelligent vehicle longitudinal dynamics

被引:6
|
作者
Feng Zhang-qi [1 ]
Jiang Hao-bin [1 ]
Wei Qi-zhi [1 ]
Hong Yang-ke [1 ]
Oluwaleke, Ojo Abiodun [2 ]
机构
[1] Jiangsu Univ, Sch Automot & Traff Engn, Xuefu Rd 301, Zhenjiang 212013, Jiangsu, Peoples R China
[2] Jiangsu Univ, Sch Energy & Power Engn, Zhenjiang, Jiangsu, Peoples R China
基金
中国国家自然科学基金;
关键词
Intelligent vehicle; longitudinal dynamics control; data driven control; model-free adaptive control; sliding mode control; CRUISE CONTROL; DESIGN; SYSTEM; THROTTLE; SPEED;
D O I
10.1177/16878132221110131
中图分类号
O414.1 [热力学];
学科分类号
摘要
Vehicle longitudinal dynamics system has the characteristics of being strongly non-linear, time-varying, and multiple-perturbed, so, it is difficult to build the mathematical model accurately. The control algorithms, based on accurate mathematical model, can hardly achieve the ideal effect, but control methods, which merely adopt input/output data (I/O) of a system, provides a solution. In this paper, by means of combing model-free adaptive control (MFAC) and sliding-mode control (SMC), the model-free adaptive sliding mode control (MFASMC) method is proposed. By comparison with feedback-feedforward control method, the MFASMC method can better improve the control effect and anti-disturbance performance. Meanwhile, the stability of MFASMC method was proven mathematically. Besides, the parameters of MFASMC method were optimized using genetic algorithm. Results of simulation and HiL test shows that the MFASMC method has fast response, strong robustness and smooth output. It would be better to apply it to the longitudinal dynamics control of intelligent vehicles.
引用
收藏
页数:14
相关论文
共 50 条
  • [41] Model-free adaptive control method with variable forgetting factor for unmanned surface vehicle control
    Liao Yulei
    Du Tingpeng
    Jiang Quanquan
    APPLIED OCEAN RESEARCH, 2019, 93
  • [42] Discrete-time extended state observer-based model-free adaptive sliding mode control with prescribed performance
    Huang, Xiuwei
    Dong, Zhiyan
    Zhang, Feng
    Zhang, Lihua
    INTERNATIONAL JOURNAL OF ROBUST AND NONLINEAR CONTROL, 2022, 32 (08) : 4816 - 4842
  • [43] EVENT-TRIGGERED BASED MODEL-FREE ADAPTIVE SLIDING MODE CONSTRAINED CONTROL FOR NONLINEAR DISCRETE-TIME SYSTEMS
    Gao, Chuanwen
    Zhang, Weiming
    Xu, Dezhi
    Yang, Weilin
    Pan, Tinglong
    INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING INFORMATION AND CONTROL, 2022, 18 (02): : 525 - 536
  • [44] Design of quadcopter attitude controller based on data-driven model-free adaptive sliding mode control
    Yongjun, Ding
    Jianhong, Wang
    Jinlong, Zhang
    Xi, Luo
    INTERNATIONAL JOURNAL OF DYNAMICS AND CONTROL, 2024, 12 (05) : 1404 - 1414
  • [45] Design of quadcopter attitude controller based on data-driven model-free adaptive sliding mode control
    Ding Yongjun
    Wang Jianhong
    Zhang Jinlong
    Luo Xi
    International Journal of Dynamics and Control, 2024, 12 : 1404 - 1414
  • [46] Prescribed Performance Model-Free Adaptive Integral Sliding Mode Control for Discrete-Time Nonlinear Systems
    Liu, Dong
    Yang, Guang-Hong
    IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2019, 30 (07) : 2222 - 2230
  • [47] Model-Free Cooperative Adaptive Sliding-Mode-Constrained-Control for Multiple Linear Induction Traction Systems
    Xu, Dezhi
    Zhang, Weiming
    Shi, Peng
    Jiang, Bin
    IEEE TRANSACTIONS ON CYBERNETICS, 2020, 50 (09) : 4076 - 4086
  • [48] Prescribed performance model-free adaptive terminal sliding mode control for the pneumatic artificial muscles elbow exoskeleton
    Zhirui Zhao
    Lina Hao
    Mingfang Liu
    Haoze Gao
    Xing Li
    Journal of Mechanical Science and Technology, 2021, 35 : 3183 - 3197
  • [49] Model - free Adaptive Sliding Mode Predictive Control of Linear Ultrasonic Motor
    Li Yifan
    Cao Rongmin
    Hou Zhongsheng
    Zhou Hui Xing
    Chang Debiao
    Jia Jihui
    2023 IEEE 12TH DATA DRIVEN CONTROL AND LEARNING SYSTEMS CONFERENCE, DDCLS, 2023, : 226 - 231
  • [50] An improved model-free adaptive integral sliding mode control for a class of nonlinear discrete-time systems
    Xia, Rui
    Song, Xiaohang
    Sun, Jiaxin
    Zhao, Dongya
    Spurgeon, Sarah K.
    IFAC PAPERSONLINE, 2023, 56 (02): : 8135 - 8140