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Optimal Constraint Following for Fuzzy Mechanical Systems Based on a Time-Varying β-Measure and Cooperative Game Theory

Qinqin Sun, Xiuye Wang, Guolai Yang, Ye‐Hwa Chen, Fai Ma

2022IEEE Transactions on Systems Man and Cybernetics Systems12 citationsDOI

Abstract

This article addresses a cooperative game-oriented optimal constraint-following problem for fuzzy mechanical systems. The state of the concerned system is affected by possibly (fast) time-varying uncertainty. The fuzzy set theory is adopted to describe such uncertainty. The task is to drive the system to obey a set of prescribed constraints optimally. Since the control objective may be changing along with the system uncertainty, a time-varying <inline-formula xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink"> <tex-math notation="LaTeX">$\beta $ </tex-math></inline-formula> -measure is defined to gauge the constraint-following error; based on which, an adaptive robust control scheme with two tunable parameters is then proposed to render it to be uniform boundedness and uniform ultimate boundedness. For the seeking of the optimal design parameters, two cost functions, each of which is dominated by one tunable parameter, are developed with the fuzzy information, and thereout a two-player cooperative game is formulated. Finally, the optimal design problem is successfully solved: with the existence, uniqueness, and analytical expression of the Pareto optimality.

Topics & Concepts

Mathematical optimizationMeasure (data warehouse)Constraint (computer-aided design)UniquenessSet (abstract data type)Pareto principleMathematicsFuzzy logicGame theoryFuzzy setComputer scienceMathematical economicsArtificial intelligenceDatabaseProgramming languageMathematical analysisGeometryFuzzy Logic and Control SystemsOptimization and Variational AnalysisAdaptive Control of Nonlinear Systems
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