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Multiobjective Optimization Analysis And Control For Nonlinear Stochastic Systems

Posted on:2020-06-23Degree:MasterType:Thesis
Country:ChinaCandidate:Y YangFull Text:PDF
GTID:2370330599958074Subject:Systems Science
Abstract/Summary:PDF Full Text Request
In recent years,the hybridH2/H?control has been widely concerned by scholars,and some research results have been achieved.Based on the previous studies,this paper studies nonlinear stochastic systems with multiobjective control problems based on T-S model.The detailed contents are as follows:1.For a class of nonlinear stochastic time-delay financial systems,the design problem of multiobjectiveH2/H?time delay state feedback controller is studied.Firstly,the T-S model with parameter uncertainty is used to effectively approximate nonlinear stochastic time delay systems and give fuzzy delay feedback control.Secondly,the multiobjective H2/H?fuzzy control problem for nonlinear stochastic time-delay financial systems is transformed into a linear matrix inequality?LMIs?-constrained multiobjective optimization problem?MOP?,and then the LMIs-constrained multiobjective evolutionary algorithm?MOEA?is used to find the Pareto optimality of MOP.Finally,a financial system example is given to verify the effectiveness of the method.2.For a class of nonlinear stochastic hybrid time-delay financial systems,the design problem of multiobjectiveH2/H?non-fragile controllers is studied.Firstly,the T-S model is used to effectively approximate nonlinear stochastic time-delay systems and two expressions of fuzzy non-fragile controllers are given.Secondly,two types of multiobjectiveH2/H?non-fragile control problems for nonlinear stochastic mixed time-delay financial systems are transformed into LMIs-constrained MOP,respectively.Then the Pareto optimal solution of MOP can be obtained by means of LMIs-constrained MOEA,and finally a financial system example is given to verify the validity of the method.3.For a class of nonlinear stochastic systems,the design of the multiobjective H2/H?state feedback controller is studied based on event-triggered conditions.Firstly,the T-S model is used to approximate the nonlinear stochastic time-delay system effectively and the event-triggered conditions under non-uniform sampling are given.On this basis,the MOP of nonlinear stochastic system is transformed into LMIs-constrained MOP,and then the Pareto optimal solution of MOP is solved by LMIs-constrained MOEA.Finally,the effectiveness of the results is verified by numerical simulation.
Keywords/Search Tags:T-S model, H2/H? control, LMI, Pareto optimal solution, Time delay, Nonlinear stochastic system
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