Design and implementation of an adaptive fuzzy logic-based controller for wheeled mobile robots

被引:238
作者
Das, Tamoghna [1 ]
Kar, Indra Narayan [1 ]
机构
[1] Indian Inst Technol, Dept Elect Engn, New Delhi 100016, India
关键词
adaptive systems; fuzzy logic; robot dynamics; stability;
D O I
10.1109/TCST.2006.872536
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, a control structure that makes possible the integration of a kinematic controller and an adaptive fuzzy controller for trajectory tracking is developed for nonholonomic Mobile robots. The system uncertainty, which includes mobile robot parameter variation and unknown nonlinearities, is estimated by a fuzzy logic system (FLS). The proposed adaptive controller structure represents an amalgamation of nonlinear processing elements and the theory of function approximation using FLS. The real-time control of mobile robots is achieved through the online tuning of FLS parameters. The system stability and the convergence of tracking errors are proved using the Lyapunov stability theory. Computer simulations are presented which confirm the effectiveness of the proposed tracking control law. The efficacy of the proposed control law is tested experimentally by a differentially driven mobile robot. Both simulation and results are described in detail.
引用
收藏
页码:501 / 510
页数:10
相关论文
共 25 条
[1]   A fuzzy-based reactive controller for a non-holonomic mobile robot [J].
Abdessemed, F ;
Benmahammed, K ;
Monacelli, E .
ROBOTICS AND AUTONOMOUS SYSTEMS, 2004, 47 (01) :31-46
[2]   Structural properties and classification of kinematic and dynamic models of wheeled mobile robots [J].
Campion, G ;
Bastin, G ;
DAndreaNovel, B .
IEEE TRANSACTIONS ON ROBOTICS AND AUTOMATION, 1996, 12 (01) :47-62
[3]  
d'Andrea-Novel B., 1991, Proceedings. 1991 IEEE International Conference on Robotics and Automation (Cat. No.91CH2969-4), P1130, DOI 10.1109/ROBOT.1991.131747
[4]  
DANDREANOVEL B, 1992, 1992 IEEE INTERNATIONAL CONF ON ROBOTICS AND AUTOMATION : PROCEEDINGS, VOLS 1-3, P2527, DOI 10.1109/ROBOT.1992.220061
[5]  
Fierro R, 1995, PROCEEDINGS OF THE 34TH IEEE CONFERENCE ON DECISION AND CONTROL, VOLS 1-4, P3805, DOI 10.1109/CDC.1995.479190
[6]   Control of a nonholonomic mobile robot using neural networks [J].
Fierro, R ;
Lewis, FL .
IEEE TRANSACTIONS ON NEURAL NETWORKS, 1998, 9 (04) :589-600
[7]   Adaptive tracking control of a nonholonomic mobile robot [J].
Fukao, T ;
Nakagawa, H ;
Adachi, N .
IEEE TRANSACTIONS ON ROBOTICS AND AUTOMATION, 2000, 16 (05) :609-615
[8]  
Kanayama Y., 1990, P IEEE INT C ROB AUT, V1, P384, DOI DOI 10.1109/ROBOT.1990.126006
[9]   DEVELOPMENTS IN NONHOLONOMIC CONTROL-PROBLEMS [J].
KOLMANOVSKY, I ;
MCCLAMROCH, NH .
IEEE CONTROL SYSTEMS MAGAZINE, 1995, 15 (06) :20-36
[10]   A practical fuzzy logic controller for the path tracking of wheeled mobile robots [J].
Lee, TH ;
Lam, HK ;
Leung, FHF ;
Tam, PKS .
IEEE CONTROL SYSTEMS MAGAZINE, 2003, 23 (02) :60-65