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昆明冶金高等专科学校学报 ›› 2016, Vol. 32 ›› Issue (1): 48-53.DOI: doi:10.3969/j.issn.1009-0479.2016.01.010

• 电子信息技术 • 上一篇    下一篇

求解鞍点问题的一种Uzawa-AOR方法

沈栩竹,李庆芹,王 跃   

  1. (昆明冶金高等专科学校a.公共课部;b.人力资源处,云南昆明650033)
  • 收稿日期:2015-12-08 出版日期:2016-04-20 发布日期:2016-04-20
  • 作者简介:沈栩竹(1984-),女,辽宁锦州人,讲师,理学硕士,主要从事矩阵理论及其优化算法的研究。

Uzawa-AOR Methods for Solution to Saddle Point Problems

SHEN Xuzhu a,LI Qingqin b,WANG Yue a   

  1. (a.Public Courses Department; b.Human Resources Department,  Kunming Metallurgy College,Kunming 650033,China)
  • Received:2015-12-08 Online:2016-04-20 Published:2016-04-20

摘要:

鞍点线性系统是一类对称不定的线性系统,它来源于最优化问题、最小二乘问题等研究领域。实际应用中,这类系统通常都是大规模的,并且系数矩阵具有稀疏性,因此应采用迭代法进行求解。Uzawa算法是求解鞍点问题的有效方法,该算法格式简单,但收敛速度较慢。为了快速有效地求解鞍点问题,在迭代算法的基础上,提出了一种新的Uzawa-AOR算法并证明了该算法的收敛性。新的算法是将Uzawa算法作为外迭代,以AOR算法作为内迭代构造了一种求解鞍点问题的迭代算法。数值例子用来说明新迭代法的效率。

关键词: 鞍点问题, 迭代法, Uzawa-AOR方法, 收敛性

Abstract:

Saddle point linear system is a symmetric and indefinite linear system,which comes from the optimization problem,the least sduare problem and so on. In practical applications,the system is usually large,and the coefficient matrix is sparse,so we should use the iterative method to solve the problem. Uzawa algorithm is an effective method for solving the saddle point problem,the algorithm is simple,but it is slow in convergence. In this paper, it is of great interest to develop an efficient iterative method for solving the saddle point problems.  Based on iterative scheme,we present a new Uzawa一AOP method and prove the convergence of the proposed method.  Actually,the new method can be considered as an inexact iteration method with the Uzawa as the outer iteration and the AOP as the inner iteration.  Numerical examples are used to illustrate the efficiency of the new iteration method.

Key words: saddle point problems, iterative method, Uzawa一AOP method, convergence

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