A hybrid fuzzy cerebellar model articulation controller based autonomous controller

被引:21
作者
Guo, C [1 ]
Ye, Z
Sun, ZQ
Sarkar, P
Jamshidi, M
机构
[1] Dalian Maritime Univ, Lab Simulat & Control Navigat Syst, Dalian 116026, Peoples R China
[2] Tsing Hua Univ, Dept Comp Sci & Technol, Beijing 100084, Peoples R China
[3] Univ New Mexico, Ctr Autonomous Control Engn, Albuquerque, NM 87131 USA
[4] Univ New Mexico, Dept Engn Mech, Albuquerque, NM 87131 USA
[5] Univ New Mexico, Dept Comp & Elect Engn, Albuquerque, NM 87131 USA
[6] Univ New Mexico, NASA, Ctr Autonomous Control Engn, Albuquerque, NM 87131 USA
基金
美国国家航空航天局;
关键词
cerebellar model articulation controller; fuzzified CMAC; intelligent control; multimode control; integrated algorithm; neuro-fuzzy control; autonomous control;
D O I
10.1016/S0045-7906(00)00037-9
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
This paper proposes a hybrid control architecture and an algorithm which integrates cerebellar model articulation controller (CMAC) or fuzzified CMAC with fuzzy logic control and bang-bang control under an intelligent supervisor. The intelligent control strategy separately dealing vith dynamic and steady state responses of control system is realized. The neuro-fuzzy controller has self-learning abilities in real time and is applied to ship steering and industrial process plants. Simulation case study results demonstrate the effectiveness and robustness of the integrated intelligent control algorithms. (C) 2001 Elsevier Science Ltd. All rights reserved.
引用
收藏
页码:1 / 16
页数:16
相关论文
共 8 条
[1]  
CHEN G, 1992, P 1992 IEEE INT S IN, P116
[2]  
JAMES S, 1975, T ASME, V97, P220
[3]  
JAMSHIDI M., 1996, LARGE SCALE SYSTEMS, V1st
[4]   FCMAC - A FUZZIFIED CEREBELLAR MODEL ARTICULATION CONTROLLER WITH SELF-ORGANIZING CAPACITY [J].
NIE, JH ;
LINKENS, DA .
AUTOMATICA, 1994, 30 (04) :655-664
[5]   CRITERIA FOR SUCCESSFUL APPLICATIONS OF FUZZY CONTROL [J].
PFEIFFER, BM ;
ISERMANN, R .
ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 1994, 7 (03) :245-253
[6]  
THAMMANO A, 1994, PROCEEDINGS OF THE THIRD IEEE CONFERENCE ON FUZZY SYSTEMS - IEEE WORLD CONGRESS ON COMPUTATIONAL INTELLIGENCE, VOLS I-III, P1549, DOI 10.1109/FUZZY.1994.343925
[7]   LEARNING CONVERGENCE IN THE CEREBELLAR MODEL ARTICULATION CONTROLLER [J].
WONG, YF ;
SIDERIS, A .
IEEE TRANSACTIONS ON NEURAL NETWORKS, 1992, 3 (01) :115-121
[8]  
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