The Linear Quadratic Regulator Problem for a Class of Controlled Systems Modeled by Singularly Perturbed Ito Differential Equations
SIAM Journal on Control and Optimization 50 巻 1 号
448-470 頁
2012 発行
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タイトル ( eng ) |
The Linear Quadratic Regulator Problem for a Class of Controlled Systems Modeled by Singularly Perturbed Ito Differential Equations
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作成者 |
Dragan Vasile
Shi Peng
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収録物名 |
SIAM Journal on Control and Optimization
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巻 | 50 |
号 | 1 |
開始ページ | 448 |
終了ページ | 470 |
抄録 |
This paper discusses an infinite-horizon linear quadratic (LQ) optimal control problem involving state-and control-dependent noise in singularly perturbed stochastic systems. First, an asymptotic structure along with a stabilizing solution for the stochastic algebraic Riccati equation (ARE) are newly established. It is shown that the dominant part of this solution can be obtained by solving a parameter-independent system of coupled Riccati-type equations. Moreover, sufficient conditions for the existence of the stabilizing solution to the problem are given. A new sequential numerical algorithm for solving the reduced-order AREs is also described. Based on the asymptotic behavior of the ARE, a class of O(root epsilon) approximate controller that stabilizes the system is obtained. Unlike the existing results in singularly perturbed deterministic systems, it is noteworthy that the resulting controller achieves an O(epsilon) approximation to the optimal cost of the original LQ optimal control problem. As a result, the proposed control methodology can be applied to practical applications even if the value of the small parameter epsilon is not precisely known.
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著者キーワード |
singularly perturbed control systems
asymptotic behavior
stabilizing solution
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NDC分類 |
情報科学 [ 007 ]
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言語 |
英語
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資源タイプ | 学術雑誌論文 |
出版者 |
Siam Publications
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発行日 | 2012 |
権利情報 |
(c) 2012 Society for Industrial and Applied Mathematics
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出版タイプ | Version of Record(出版社版。早期公開を含む) |
アクセス権 | メタデータのみ |
収録物識別子 |
[ISSN] 0363-0129
[DOI] 10.1137/100798661
[NCID] AA00831265
[DOI] http://dx.doi.org/10.1137/100798661
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