Observer-based Actuator Fault Detection and Robust Tolerant Control for Vehicle Platoons

被引:12
作者
Liu, Xiaomin [1 ]
Yan, Maode [1 ]
Yang, Panpan [1 ]
Song, Jiacheng [1 ]
机构
[1] Changan Univ, Sch Eletron & Control Engn, Xian 710064, Shaanxi, Peoples R China
基金
中国国家自然科学基金;
关键词
Actuator fault; decoupled observer; fault detection; fault-tolerant control; vehicle platoon; AUTOMATED VEHICLES; CHALLENGES; MODEL;
D O I
10.1007/s12555-021-0920-4
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper investigates the actuator fault detection and tolerant control problem for vehicle platoons with partial loss of effectiveness and bias faults. Considering the inherent coupling between the control input and the nonlinear term in the actuator, a decoupled observer based fault detection algorithm with time-varying threshold is developed to decide whether the actuator fault occurs in the platoon. Then, by employing radial basis function neural networks (RBF NNs) and backstepping control method, an adaptive robust fault-tolerant control (FTC) scheme is proposed, which is proved to be capable of achieving the safety, stability and tracking performance of vehicle platoons in the presence of actuator fault. Simulation studies illustrate the effectiveness of the proposed method.
引用
收藏
页码:1175 / 1186
页数:12
相关论文
共 36 条
[1]  
[Anonymous], 2014, DATA DRIVEN DESIGN F
[2]   Robust fault detection for the dynamics of high-speed train with multi-source finite frequency interference [J].
Bai, Weiqi ;
Dong, Hairong ;
Yao, Xiuming ;
Ning, Bin .
ISA TRANSACTIONS, 2018, 75 :76-87
[3]  
Biron Z. A., 2015, PHM C, P711
[4]  
Blanke M., 2016, Diagnosis and Fault-Tolerant Control, V3
[5]  
Chen RH, 2001, 2001 IEEE INTELLIGENT TRANSPORTATION SYSTEMS - PROCEEDINGS, P924, DOI 10.1109/ITSC.2001.948784
[6]   Learning-Based Distributed Resilient Fault-Tolerant Control Method for Heterogeneous MASs Under Unknown Leader Dynamic [J].
Deng, Chao ;
Jin, Xiao-Zheng ;
Che, Wei-Wei ;
Wang, Hai .
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2022, 33 (10) :5504-5513
[7]   Distributed Resilient Observer-Based Fault-Tolerant Control for Heterogeneous Multiagent Systems Under Actuator Faults and DoS Attacks [J].
Deng, Chao ;
Wen, Changyun .
IEEE TRANSACTIONS ON CONTROL OF NETWORK SYSTEMS, 2020, 7 (03) :1308-1318
[8]   Distributed adaptive fault-tolerant control approach to cooperative output regulation for linear multi-agent systems [J].
Deng, Chao ;
Yang, Guang-Hong .
AUTOMATICA, 2019, 103 :62-68
[9]   Stochastic nonlinear stabilization .1. A backstepping design [J].
Deng, H ;
Krstic, M .
SYSTEMS & CONTROL LETTERS, 1997, 32 (03) :143-150
[10]  
Gao ZW, 2015, IEEE T IND ELECTRON, V62, P3768, DOI [10.1109/TIE.2015.2419013, 10.1109/TIE.2015.2417501]