DocumentCode :
293559
Title :
A self-organizing approach to fuzzy control of servomechanisms
Author :
Nie, Junhong ; Lee, T.H.
Author_Institution :
Dept. of Electr. Eng., Nat. Univ. of Singapore, Singapore
Volume :
4
fYear :
1995
fDate :
20-24 Mar 1995
Firstpage :
2195
Abstract :
By employing a feedforward and feedback PD control structure, this paper presents a simple approach to the problem of controlling multivariable nonlinear servomechanisms. The feedforward control action is deduced by a simplified fuzzy reasoning system. The required rule-base is constructed automatically via a self-organizing counterpropagation network (SOCPN) in cooperation with an online learning mechanism. Particular attention is paid to the problem of generalization, that is, the problem of how the learned knowledge can be used to handle novel situations without the need for re-learning. A specific system under consideration is a multivariable nonlinear passive line-of-sight (LOS) stabilization system. Simulation results on the LOS system are given
Keywords :
feedback; feedforward; fuzzy control; generalisation (artificial intelligence); intelligent control; learning systems; multivariable control systems; neural nets; nonlinear control systems; self-adjusting systems; servomechanisms; two-term control; feedback PD control; feedforward PD control; fuzzy control; fuzzy reasoning; generalization; multivariable nonlinear system; online learning; passive line-of-sight stabilization system; rule-based system; self-organizing counterpropagation network; Control system synthesis; Control systems; Flywheels; Fuzzy control; Mirrors; Network synthesis; Servomechanisms; Signal synthesis; Torque; Wheels;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Fuzzy Systems, 1995. International Joint Conference of the Fourth IEEE International Conference on Fuzzy Systems and The Second International Fuzzy Engineering Symposium., Proceedings of 1995 IEEE Int
Conference_Location :
Yokohama
Print_ISBN :
0-7803-2461-7
Type :
conf
DOI :
10.1109/FUZZY.1995.409984
Filename :
409984
Link To Document :
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