Sliding Mode Controller Employing RBF-ANN for Vehicle Anti-Lock Braking System

被引:0
作者
Mao, Yan-e [1 ,2 ]
Stojanovski, Goran [3 ]
Jing, Yuanwei [1 ]
Stankovski, Mile J. [3 ]
Dimirovski, Georgi M. [3 ,4 ]
机构
[1] Northeastern Univ, Shenyang, Peoples R China
[2] Inst Aeronaut Engn, Shenyang, Peoples R China
[3] SS Cyril Methodius Univ, FEIT, Skopje, North Macedonia
[4] Dogus Univ, Comp Eng & Cont Eng, Istanbul, Turkey
来源
PROCEEDINGS OF 14TH INTERNATIONAL POWER ELECTRONICS AND MOTION CONTROL CONFERENCE (EPE-PEMC 2010) | 2010年
关键词
Automotive application; automotive component; automotive electronics; control methods for electrical systems; emerging technology; neural network; sliding mode control; DESIGN;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
A sliding mode controller employing the RBF neural network is designed for the anti-lock braking system in automotive technology according to the requirement that the braking process must be fast and robust. The usual drawback of control chattering occurred in the classical sliding mode control can be alleviated with the proposed control scheme. Also the robustness of adaptive control system employing neural network is improved to some extent. Simulation investigation for scenario of vehicle activating brakes on dry road situation is carried out using Matlab/Simulink platform. Simulation results demonstrate both feasibility and effectiveness of the proposed ABS control scheme.
引用
收藏
页数:6
相关论文
共 24 条
  • [1] [Anonymous], 1999, Sliding mode control in electromechanical systems
  • [2] A study of electric vehicle suspension control system based on an improved half-vehicle model
    Cao J.-T.
    Liu H.-H.
    Li P.
    Brown D.J.
    Dimirovski G.
    [J]. International Journal of Automation and Computing, 2007, 4 (3) : 236 - 242
  • [3] Analysis and design of integral sliding manifolds for systems with unmatched perturbations
    Castanos, Fernando
    Fridman, Leonid
    [J]. IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2006, 51 (05) : 853 - 858
  • [4] Cheng Jun, 1999, THEORY APPL AUTOMOTI
  • [5] An LMI-based switching surface design method for a class of mismatched uncertain systems
    Choi, HH
    [J]. IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2003, 48 (09) : 1634 - 1638
  • [6] Chun K., 2004, IEEE T AUTOMOTIVE TE, V5, P23
  • [7] Dae Keun Yoo, 2007, 16th IEEE International Conference on Control Applications. Part of IEEE Multi-conference on Systems and Control, P1239
  • [8] Daiss A, 1995, PROCEEDINGS OF THE 4TH IEEE CONFERENCE ON CONTROL APPLICATIONS, P291, DOI 10.1109/CCA.1995.555718
  • [9] A comprehensive vehicle braking model for predictions of stopping distances
    Delaigue, P
    Eskandarian, A
    [J]. PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART D-JOURNAL OF AUTOMOBILE ENGINEERING, 2004, 218 (D12) : 1409 - 1417
  • [10] Edwards C., 1989, SLIDING MODE CONTROL