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
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