中国科学院机构知识库网格
Chinese Academy of Sciences Institutional Repositories Grid
Policy Iteration for Hinfinity Optimal Control of Polynomial Nonlinear Systems via Sum of Squares Programming

文献类型:期刊论文

作者Yuanheng Zhu; Zhao DB(赵冬斌)
刊名IEEE Transactions on Cybernetics
出版日期2017
期号PP页码:1-9
关键词Adaptive Dynamic Programming (Adp) H∞ Optimal Control Policy Iteration (Pi) Polynomial Nonlinear Systems Sum Of Squares (Sos)
英文摘要
Sum of squares (SOS) polynomials have provided acomputationally tractable way to deal with inequality constraintsappearing in many control problems. It can also act as an approx-imator in the framework of adaptive dynamic programming. Inthis paper, an approximate solution to theH∞optimal control ofpolynomial nonlinear systems is proposed. Under a given attenu-ation coefficient, the Hamilton–Jacobi–Isaacs equation is relaxedto an optimization problem with a set of inequalities. After apply-ing  the  policy  iteration  technique  and  constraining  inequalitiesto  SOS,  the  optimization  problem  is  divided  into  a  sequenceof  feasible  semidefinite  programming  problems.  With  the  con-verged  solution,  the  attenuation  coefficient  is  further  minimizedto  a  lower  value.  After  iterations,  approximate  solutions  to  thesmallestL2-gain  and  the  associatedH∞optimal  controller  areobtained. Four examples are employed to verify the effectivenessof the  proposed  algorithm.
语种英语
源URL[http://ir.ia.ac.cn/handle/173211/15284]  
专题复杂系统管理与控制国家重点实验室_深度强化学习
作者单位中国科学院自动化研究所
推荐引用方式
GB/T 7714
Yuanheng Zhu,Zhao DB. Policy Iteration for Hinfinity Optimal Control of Polynomial Nonlinear Systems via Sum of Squares Programming[J]. IEEE Transactions on Cybernetics,2017(PP):1-9.
APA Yuanheng Zhu,&Zhao DB.(2017).Policy Iteration for Hinfinity Optimal Control of Polynomial Nonlinear Systems via Sum of Squares Programming.IEEE Transactions on Cybernetics(PP),1-9.
MLA Yuanheng Zhu,et al."Policy Iteration for Hinfinity Optimal Control of Polynomial Nonlinear Systems via Sum of Squares Programming".IEEE Transactions on Cybernetics .PP(2017):1-9.

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来源:自动化研究所

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