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文件名称:Stable Adaptive Fuzzy Control of Nonlinear Systems
文件大小:1018KB
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更新时间:2014-02-03 04:16:41
adaptive fuzzy controller
An adaptive fuzzy controller is synthesized from
a collection of fuzzy IF-THEN rules.The parameters of the
membership functions characterizingthe linguistic terms in the
fuzzy IF-THEN rules change accordingto some adaptivelaw for
the purpose of controllinga plant to track a reference trajectory.
These fuzzy IF-THEN rulesare eithercollectedfrom experienced
human operators or generatedautomaticallyduring the adapta-
tion procedure.In this paper,a direct adaptivefuzzy controlleris
designedfor a general higher-ordernonlinearcontinuoussystem
through the following three steps:first,define some fuzzy sets
whose membership functions cover the state space;then,use
fuzzy IF-THEN rules from human experts and some arbitrary
rules to construct an initial adaptive fuzzy controller in which
some parameters are free to change;finally,develop an adaptive
law to adjust the free parameters based on a Lyapunov synthesis
approach.It is proved that 1)the closed-loop system usiog this
adaptive fuzzy controller is globally stable in the sense that all
signalsinvolvedare bounded and 2)the tracking error converges
to zero asymptotically if the minimum approximation error of
the fuzzy controllerto an optimal controlleris squared integrable
along the state trajectory.Finally,we apply this direct adaptive
fuzzy controller to control an unstable system and a chaotic
system.