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A PRIMAL-DUAL ALGORITHM FOR UNFOLDING NEUTRON ENERGY SPECTRUM FROM MULTIPLE ACTIVATION FOILS
Dai, Yu-Hong1,2; Wang, Zhouhong3; Xu, Fengmin4
2021-09-01
发表期刊JOURNAL OF INDUSTRIAL AND MANAGEMENT OPTIMIZATION
ISSN1547-5816
卷号17期号:5页码:2367-2387
摘要In this paper we propose a robust and efficient primal-dual interior point method for a nonlinear ill-conditioned problem with associated errors which are arising in the unfolding procedure for neutron energy spectrum from multiple activation foils. Based on the maximum entropy principle and Boltzmann's entropy formula, the discrete form of the unfolding problem is equivalent to computing the analytic center of the polyhedral set P = {x is an element of Rn | Ax = b, x >= 0}, where the matrix A is an element of Rmxn is ill-conditioned, and both A and b are inaccurate. By some derivations, we find a new regularization method to reformulate the problem into a well-conditioned problem which can also reduce the impact of errors in A and b. Then based on the primal-dual interior-point methods for linear programming, we propose a hybrid algorithm for this ill conditioned problem with errors. Numerical results on a set of ill-conditioned problems for academic purposes and two practical data sets for unfolding the neutron energy spectrum are presented to demonstrate the effectiveness and robustness of the proposed method. Superscript/Subscript Available
关键词Boltzmann's entropy ill-condition interior point algorithm analytic center neutron spectrum unfolding numerical stability
DOI10.3934/jimo.2020073
收录类别SCI
语种英语
资助项目Chinese NSF[11631013] ; Chinese NSF[11991021] ; Chinese NSF[11971372] ; Chinese NSF[11991020] ; CSC scholarship ; Beijing Academy of Artificial Intelligence (BAAI)
WOS研究方向Engineering ; Operations Research & Management Science ; Mathematics
WOS类目Engineering, Multidisciplinary ; Operations Research & Management Science ; Mathematics, Interdisciplinary Applications
WOS记录号WOS:000740705700006
出版者AMER INST MATHEMATICAL SCIENCES-AIMS
引用统计
文献类型期刊论文
条目标识符http://ir.amss.ac.cn/handle/2S8OKBNM/59827
专题中国科学院数学与系统科学研究院
通讯作者Wang, Zhouhong
作者单位1.Chinese Acad Sci, LESC, ICMSEC, Acad Math & Syst Sci, Beijing 100190, Peoples R China
2.Univ Chinese Acad Sci, Sch Math Sci, Beijing 100049, Peoples R China
3.Beijing Jiaotong Univ, Sch Sci, Beijing 100044, Peoples R China
4.Xi An Jiao Tong Univ, Sch Econ & Finance, Xian 710061, Peoples R China
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Dai, Yu-Hong,Wang, Zhouhong,Xu, Fengmin. A PRIMAL-DUAL ALGORITHM FOR UNFOLDING NEUTRON ENERGY SPECTRUM FROM MULTIPLE ACTIVATION FOILS[J]. JOURNAL OF INDUSTRIAL AND MANAGEMENT OPTIMIZATION,2021,17(5):2367-2387.
APA Dai, Yu-Hong,Wang, Zhouhong,&Xu, Fengmin.(2021).A PRIMAL-DUAL ALGORITHM FOR UNFOLDING NEUTRON ENERGY SPECTRUM FROM MULTIPLE ACTIVATION FOILS.JOURNAL OF INDUSTRIAL AND MANAGEMENT OPTIMIZATION,17(5),2367-2387.
MLA Dai, Yu-Hong,et al."A PRIMAL-DUAL ALGORITHM FOR UNFOLDING NEUTRON ENERGY SPECTRUM FROM MULTIPLE ACTIVATION FOILS".JOURNAL OF INDUSTRIAL AND MANAGEMENT OPTIMIZATION 17.5(2021):2367-2387.
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