Saddle point problem;
Iterative method;
Linear system;
LSMR;
SPPvsLS;
PRECONDITIONERS;
CONVERGENCE;
ALGORITHM;
D O I:
10.1007/s13160-022-00509-y
中图分类号:
O29 [应用数学];
学科分类号:
070104 ;
摘要:
Saddle point linear systems arise in many applications in computational sciences and engineering such as finite element approximations to Stokes problems, image reconstructions, tomography, genetics, statistics, and model order reductions for dynamical systems. In this paper, we present a least-squares approach to solve saddle point linear systems. The basic idea is to construct a projection matrix and transform a given saddle point linear system to a least-squares problem and then solve the least-squares problem by an iterative method such as LSMR: an iterative method for sparse least-squares problems. The proposed method rivals LSMR applied to the original problem in simplicity and ease to use. Numerical experiments demonstrate that the new iterative method is efficient and converges fast
机构:
Qinghai Univ Nationalities, Sch Math & Stat, Xining 810007, Peoples R ChinaQinghai Univ Nationalities, Sch Math & Stat, Xining 810007, Peoples R China
机构:
Bournemouth Univ, Dept Creat Technol, Poole BH12 5BB, Dorset, England
Northwest Univ, Dept Informat Sci & Technol, Xian 710127, Peoples R ChinaBournemouth Univ, Dept Creat Technol, Poole BH12 5BB, Dorset, England
Zhao, Yan
Tang, Wen
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机构:
Bournemouth Univ, Dept Creat Technol, Poole BH12 5BB, Dorset, EnglandBournemouth Univ, Dept Creat Technol, Poole BH12 5BB, Dorset, England
Tang, Wen
Feng, Jun
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机构:
Northwest Univ, Dept Informat Sci & Technol, Xian 710127, Peoples R ChinaBournemouth Univ, Dept Creat Technol, Poole BH12 5BB, Dorset, England
Feng, Jun
Wan, Tao Ruan
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机构:
Univ Bradford, Sch Informat, Bradford BD7 1DP, W Yorkshire, EnglandBournemouth Univ, Dept Creat Technol, Poole BH12 5BB, Dorset, England
Wan, Tao Ruan
Xi, Long
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机构:
Bournemouth Univ, Dept Creat Technol, Poole BH12 5BB, Dorset, EnglandBournemouth Univ, Dept Creat Technol, Poole BH12 5BB, Dorset, England
机构:
Tianshui Normal Univ, Sch Math & Stat, Tianshui 741001, Peoples R ChinaTianshui Normal Univ, Sch Math & Stat, Tianshui 741001, Peoples R China
Liang, Maolin
Zheng, Bing
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机构:
Lanzhou Univ, Sch Math & Stat, Lanzhou 730000, Peoples R ChinaTianshui Normal Univ, Sch Math & Stat, Tianshui 741001, Peoples R China
Zheng, Bing
Zheng, Yutao
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机构:
Henan Normal Univ, Sch Math & Informat Sci, Xinxiang 453007, Henan, Peoples R ChinaTianshui Normal Univ, Sch Math & Stat, Tianshui 741001, Peoples R China