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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
DOI
发表期刊
ISSN
2688-1594
EISSN
2688-1594
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.
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语种
英语
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其他
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]
WOS研究方向
Mathematics
WOS类目
Mathematics
WOS记录号
WOS:000544123800024
出版者
来源库
Web of Science
引用统计
被引频次[WOS]:1
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.
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.
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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