题名 | EFFICIENT NUMERICAL METHODS FOR ELLIPTIC OPTIMAL CONTROL PROBLEMS WITH RANDOM COEFFICIENT |
作者 | |
通讯作者 | Song, Haiming |
发表日期 | 2020-06
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DOI | |
发表期刊 | |
ISSN | 2688-1594
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EISSN | 2688-1594
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卷号 | 28期号:2页码:1001-1022 |
摘要 | Efficient numerical methods for solving Poisson equation constraint optimal control problems with random coefficient are discussed in this paper. By applying the finite element method and the Monte Carlo approximation, the original optimal control problem is discretized and transformed into an optimization problem. Taking advantage of the separable structures, Algorithm 1 is proposed for solving the problem, where an alternating direction method of multiplier is used. Both computational and storage costs of this algorithm are very high. In order to reduce the computational cost, Algorithm 2 is proposed, where the multi-modes expansion is introduced and applied. Further, for reducing the storage cost, we propose Algorithm 3 based on Algorithm 2. The main idea is that the random term is shifted to the objective functional, which could be computed in advance. Therefore, we only need to solve a deterministic optimization problem, which could reduce all the costs significantly. Moreover, the convergence analyses of the proposed algorithms are established, and numerical simulations are carried out to test the performances of them. |
关键词 | |
相关链接 | [来源记录] |
收录类别 | |
语种 | 英语
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学校署名 | 其他
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资助项目 | NSF of China[11701210][11871245][11771179][11726102][11971221][11731006]
; science and technology department project of Jilin Province[20190103029JH][20200201269JC]
; education department project of Jilin Province[JJKH20180113KJ]
; Shenzhen Sci-Tech Fund[JCYJ20170818153840322][JCYJ20190809150413261]
; Guangdong Provincial Key Laboratory of Computational Science and Material Design[2019B030301001]
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WOS研究方向 | Mathematics
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WOS类目 | Mathematics
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WOS记录号 | WOS:000544123800024
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出版者 | |
来源库 | Web of Science
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引用统计 |
被引频次[WOS]:1
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成果类型 | 期刊论文 |
条目标识符 | http://sustech.caswiz.com/handle/2SGJ60CL/141496 |
专题 | 理学院_数学系 工学院_材料科学与工程系 |
作者单位 | 1.Jilin Univ, Sch Math, Changchun 130012, Peoples R China 2.Univ Arkansas, Dept Math & Stat, Little Rock, AR 72204 USA 3.Southern Univ Sci & Technol, Dept Math, Shenzhen 518055, Peoples R China 4.Wuhan Univ, Sch Math & Stat, Wuhan 430072, Peoples R China |
推荐引用方式 GB/T 7714 |
Pang, Xiaowei,Song, Haiming,Wang, Xiaoshen,et al. EFFICIENT NUMERICAL METHODS FOR ELLIPTIC OPTIMAL CONTROL PROBLEMS WITH RANDOM COEFFICIENT[J]. Electronic Research Archive,2020,28(2):1001-1022.
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APA |
Pang, Xiaowei,Song, Haiming,Wang, Xiaoshen,&Zhang, Jiachuan.(2020).EFFICIENT NUMERICAL METHODS FOR ELLIPTIC OPTIMAL CONTROL PROBLEMS WITH RANDOM COEFFICIENT.Electronic Research Archive,28(2),1001-1022.
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MLA |
Pang, Xiaowei,et al."EFFICIENT NUMERICAL METHODS FOR ELLIPTIC OPTIMAL CONTROL PROBLEMS WITH RANDOM COEFFICIENT".Electronic Research Archive 28.2(2020):1001-1022.
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