Nature Optimization applied to Design a Type-2 Fuzzy Controller for an Autonomous Mobile Robot

被引:0
作者
Astudillo, Leslie [1 ]
Melin, Patricia [1 ]
Castillo, Oscar [1 ]
机构
[1] Tijuana Inst Technol, Tijuana, Mexico
来源
PROCEEDINGS OF THE 2012 FOURTH WORLD CONGRESS ON NATURE AND BIOLOGICALLY INSPIRED COMPUTING (NABIC) | 2012年
关键词
fuzzy control; wheeled mobile robot; optimization; chemical reactions; natural computing; TRACKING CONTROL;
D O I
暂无
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
In this paper, we apply an optimization method inspired on the chemical reactions to find the gain constants involved in the tracking controller for the dynamic model of an unicycle mobile robot. This tracking controller integrates a kinematic and a torque controller based on fuzzy logic theory. The search of these constants was made previously using genetic algorithms. The objective of this paper is to introduce the new optimization algorithm based on the chemical paradigm and compare it with the results obtained by previous optimization techniques.
引用
收藏
页码:212 / 217
页数:6
相关论文
共 23 条
[1]  
Astudillo L., 2007, NONLINEAR STUDIES, V14
[2]   Fuzzy control of a mobile robot: a new approach [J].
Bentalba, S ;
ElHajjaji, A ;
Rachid, A .
PROCEEDINGS OF THE 1997 IEEE INTERNATIONAL CONFERENCE ON CONTROL APPLICATIONS, 1997, :69-72
[3]  
BLOCH AM, 1991, PROCEEDINGS OF THE 30TH IEEE CONFERENCE ON DECISION AND CONTROL, VOLS 1-3, P1127, DOI 10.1109/CDC.1991.261519
[4]  
CAMPION G, 1996, IEEE T ROBOTICS AUTO, V12
[5]  
Chang R., 2004, GEN CHEM
[6]   Sliding-mode tracking control of nonholonomic wheeled mobile robots in polar coordinates [J].
Chwa, D .
IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY, 2004, 12 (04) :637-644
[7]   Control of a nonholonomic mobile robot using neural networks [J].
Fierro, R ;
Lewis, FL .
IEEE TRANSACTIONS ON NEURAL NETWORKS, 1998, 9 (04) :589-600
[8]  
FIERRO R, 1995, P 34 C DEC CONTR NEW
[9]   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
[10]  
Goldberg D., 2009, SCHAUMS OUTLINE SERI