A SIMPLIFIED FUZZY MODEL TO MIMIC A NONLINEAR-SYSTEM, APPLIED TO A PLASMA SOURCE

Citation
Zb. Zhang et al., A SIMPLIFIED FUZZY MODEL TO MIMIC A NONLINEAR-SYSTEM, APPLIED TO A PLASMA SOURCE, IEEE transactions on plasma science, 25(1), 1997, pp. 27-36
Citations number
16
Categorie Soggetti
Phsycs, Fluid & Plasmas
ISSN journal
00933813
Volume
25
Issue
1
Year of publication
1997
Pages
27 - 36
Database
ISI
SICI code
0093-3813(1997)25:1<27:ASFMTM>2.0.ZU;2-H
Abstract
This paper develops a fuzzy model to simulate the behavior of a nonlin ear system, in particular a plasma source, with a view to developing a control system for processing plasmas employing a helicon source, Gen etic algorithms are employed to optimize fuzzy rules related to the pa rameters of the fuzzy model which contain a set of variable zeros and poles of the nonlinear system as well as its time delay, A practical a pplication of the fuzzy model is to estimate the electron number densi ty of a low-temperature plasma. Based on the membership functions of t he input and output, a set of fuzzy rules by which the variable zeros and poles are identified is derived and optimized using a genetic algo rithm, The principal reason for investigating the proposed fuzzy model is the subsequent computer-aided design of a fuzzy controller to cont rol the nonlinear system. Two experimental results are presented to va lidate the fuzzy model method, One shows a computer simulation and the other predicts the real-time behavior of the plasma source as its inp ut parameters are varied.