Design and implementation of membrane controllers for trajectory tracking of nonholonomic wheeled mobile robots

被引:76
|
作者
Wang, Xueyuan [1 ,2 ]
Zhang, Gexiang [1 ]
Neri, Ferrante [3 ,4 ]
Jiang, Tao [5 ]
Zhao, Junbo [1 ]
Gheorghe, Marian [6 ]
Ipate, Florentin [7 ]
Lefticaru, Raluca [7 ]
机构
[1] Southwest Jiaotong Univ, Sch Elect Engn, Chengdu, Sichuan, Peoples R China
[2] Southwest Univ Sci & Technol, Sch Informat Engn, Mianyang, Sichuan, Peoples R China
[3] De Montfort Univ, Ctr Computat Intelligence, Sch Comp Sci & Informat, Leicester LE1 9BH, Leics, England
[4] Univ Jyvaskyla, Dept Math Informat Technol, Jyvaskyla, Finland
[5] Chengdu Univ Informat Technol, Control Engn Coll, Chengdu, Sichuan, Peoples R China
[6] Univ Bradford, Fac Engn & Informat, Bradford BD7 1DP, W Yorkshire, England
[7] Univ Bucharest, Fac Math & Comp Sci, Bucharest, Romania
基金
中国国家自然科学基金;
关键词
Membrane computing; membrane controller; PID; trajectory tracking; nonholonomic wheeled mobile robot; WAVELET NEURAL-NETWORK; SLIDING-MODE; DYNAMIC CONTROL; OPTIMIZATION; ALGORITHM; SYSTEMS; ONLINE;
D O I
10.3233/ICA-150503
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper proposes a novel trajectory tracking control approach for nonholonomic wheeled mobile robots. In this approach, the integration of feed-forward and feedback controls is presented to design the kinematic controller of wheeled mobile robots, where the control law is constructed on the basis of Lyapunov stability theory, for generating the precisely desired velocity as the input of the dynamic model of wheeled mobile robots; a proportional-integral-derivative based membrane controller is introduced to design the dynamic controller of wheeled mobile robots to make the actual velocity follow the desired velocity command. The proposed approach is defined by using an enzymatic numerical membrane system to integrate two proportional-integral-derivative controllers, where neural networks and experts' knowledge are applied to tune parameters. Extensive experiments conducted on the simulated wheeled mobile robots show the effectiveness of this approach.
引用
收藏
页码:15 / 30
页数:16
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