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A new investigation into regularization techniques for the method of fundamental solutions

机译:基本解法的正则化技术的新研究

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摘要

This study examines different regularization approaches to investigate the solution stability of the method of fundamental solutions (MFS). We compare three regularization methods in conjunction with two different regularization parameters to find the optimal stable MFS scheme. Meanwhile, we have investigated the relationship among the condition number, the effective condition number, and the MFS solution accuracy. Numerical results show that the damped singular value decomposition under the parameter choice of the generalized cross-validation performs the best in terms of the MFS stability analysis. We also find that the condition number is a superior criterion to the effective condition number.
机译:本研究考察了不同的正则化方法,以研究基本解法(MFS)的解稳定性。我们比较三种正则化方法与两个不同的正则化参数,以找到最佳的稳定MFS方案。同时,我们研究了条件编号,有效条件编号和MFS解精度之间的关系。数值结果表明,在广义交叉验证的参数选择下,阻尼奇异值分解在MFS稳定性分析方面表现最好。我们还发现,条件编号是比有效条件编号更好的标准。

著录项

  • 来源
    《Mathematics and computers in simulation》 |2011年第6期|p.1144-1152|共9页
  • 作者

    Ji Lin; WenChen; Fuzhang Wang;

  • 作者单位

    Center for Numerical Simulation Software in Engineering and Sciences, Department of Engineering Mechanics,Hohai University, Box 102, No. 1 XiKang Road, Nanjing, Jiangsu 210098, China,State Key Laboratory of Structural Analysis for Industrial Equipment, Dalian University of Technology, Dalian 116024, China;

    Center for Numerical Simulation Software in Engineering and Sciences, Department of Engineering Mechanics,Hohai University, Box 102, No. 1 XiKang Road, Nanjing, Jiangsu 210098, China,State Key Laboratory of Structural Analysis for Industrial Equipment, Dalian University of Technology, Dalian 116024, China;

    Center for Numerical Simulation Software in Engineering and Sciences, Department of Engineering Mechanics,Hohai University, Box 102, No. 1 XiKang Road, Nanjing, Jiangsu 210098, China,State Key Laboratory of Structural Analysis for Industrial Equipment, Dalian University of Technology, Dalian 116024, China;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    method of fundamental solutions; regularization technique; regularization parameter; effective condition number;

    机译:基本解决方法;正则化技术正则化参数有效条件编号;

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