Multi-model Fuzzy Controller for Vehicle Lane Tracking

被引:0
|
作者
Wang, Guangwei [1 ]
Zhao, Jin [1 ]
Zhang, Xiangnan [1 ]
Zhao, Rongchen [1 ]
机构
[1] Guizhou Univ, Sch Mech Engn, Guiyang 550025, Peoples R China
关键词
intelligent vehicle; path following; multi-model control; AMESim; PREDICTIVE CONTROL;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A fuzzy-logic-based multi-model lateral controller for vehicle trajectory following is presented. It is designed to control the steering angle based on the lateral deviation and the yaw angle. Firstly, local controllers are designed for four speed regions respectively. Then, by using a weighted integration of the four local outputs through a fusion module, a global control output is obtained so as to ensure the global performance. The multi-model fuzzy controller, which inherits the advantages of both the multi-model control and fuzzy control, can be used for wide range operation of vehicle speed. To verify the robustness and effectiveness of the proposed controller, two simulation tests are carried out using AMESim and Matlab/Simulink. The results from the first simulation show the ability of the proposed controller in different speed operations, and the other test demonstrates that the proposed controller achieves satisfactory results for different curvature of trajectory.
引用
收藏
页码:1341 / 1346
页数:6
相关论文
共 50 条
  • [31] Multi-model PID controller design: Polynomial chaos approach
    Pham Luu Trung Duong
    Lee, Moonyong
    [J]. INTERNATIONAL CONFERENCE ON CONTROL, AUTOMATION AND SYSTEMS (ICCAS 2010), 2010, : 690 - 695
  • [32] A PID controller with neuron tuning parameters for multi-model plants
    Du, YP
    Wang, N
    [J]. PROCEEDINGS OF THE 2004 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-7, 2004, : 3408 - 3411
  • [33] A robust multi-model predictive controller for distributed parameter systems
    Garcia, Miriam R.
    Vilas, Carlos
    Santos, Lino O.
    Alonso, Antonio A.
    [J]. JOURNAL OF PROCESS CONTROL, 2012, 22 (01) : 60 - 71
  • [34] Multi-model PI controller for direct voltage control of STATCOM
    Wang, Sheng
    Li, Lixue
    Zheng, Yihui
    Yao, Gang
    Wang, Xin
    Zhang, Yang
    Chen, Hongtao
    [J]. Dianli Zidonghua Shebei/Electric Power Automation Equipment, 2012, 32 (07): : 42 - 46
  • [35] An Integrated Dynamic Model and Optimized Fuzzy Controller for Path Tracking of Deep-Sea Mining Vehicle
    Dai, Yu
    Xue, Cong
    Su, Qiao
    [J]. JOURNAL OF MARINE SCIENCE AND ENGINEERING, 2021, 9 (03) : 1 - 18
  • [36] The Controller of the Camera Used in Target Tracking for Unmanned Vehicle with Model Predictive Controller
    Altan, Aytac
    Hacioglu, Rifat
    [J]. 2014 22ND SIGNAL PROCESSING AND COMMUNICATIONS APPLICATIONS CONFERENCE (SIU), 2014, : 1686 - 1689
  • [37] Lane Changing Trajectory Planning and Tracking Controller Design for Intelligent Vehicle Running on Curved Road
    Guo, Lie
    Ge, Ping-Shu
    Yue, Ming
    Zhao, Yi-Bing
    [J]. MATHEMATICAL PROBLEMS IN ENGINEERING, 2014, 2014
  • [38] Model predictive tracking controller for a high fidelity vehicle dynamics model
    Kanchwala, Husain
    Viana, Icaro Bezerra
    Ceccoti, Marco
    Aouf, Nabil
    [J]. 2019 IEEE INTELLIGENT TRANSPORTATION SYSTEMS CONFERENCE (ITSC), 2019, : 1496 - 1503
  • [39] The application of Multi-model Control on Vehicle Chassis Coordination control
    Li, Guo
    Zhang, WenZheng
    Hou, YangJie
    [J]. APPLIED MECHANICS, MATERIALS AND MECHANICAL ENGINEERING, 2013, 387 : 292 - +
  • [40] A Model Predictive Controller With Switched Tracking Error for Autonomous Vehicle Path Tracking
    Sun, Chuanyang
    Zhang, Xin
    Zhou, Quan
    Tian, Ying
    [J]. IEEE ACCESS, 2019, 7 : 53103 - 53114