数学季刊 ›› 2024, Vol. 39 ›› Issue (3): 235-249.doi: 10.13371/j.cnki.chin.q.j.m.2024.03.002

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一类高秩大规模 T-Stein 方程的分解 Smith 方法

  

  1. School of Science, Hunan University of Technology, Zhuzhou 412007, China
  • 收稿日期:2023-07-14 出版日期:2024-09-30 发布日期:2024-09-30
  • 通讯作者: YU Bo (1979-), male, native of Zhuzhou, Hunan, associate professor of Hunan University of Technology, engages in scientific engineering computation; E-mail:boyu hut@126.com
  • 作者简介:LI Xiang (1999-), female, native of Fuyang, Anhui, master student of Hunan University of Technology, engages in numerical algebra; YU Bo (1979-), male, native of Zhuzhou, Hunan, associate professor of Hunan University of Technology, engages in scientific engineering computation; TANG Qiong (1972-), female, native of Liuyang, Hunan, professor of Hunan University of Technology, engages in numerical analysis.
  • 基金资助:
    Supported partly by NSF of China (Grant No. 11801163); NSF of Hunan Province (Grant Nos. 2021JJ50032, 2023JJ50164 and 2023JJ50165); Degree & Postgraduate Reform Project of Hunan University of Technology and Hunan Province (Grant Nos. JGYB23009 and 2024JGYB210).

Factorized Smith Method for A Class of High-Ranked Large-Scale T-Stein Equations

  1. School of Science, Hunan University of Technology, Zhuzhou 412007, China
  • Received:2023-07-14 Online:2024-09-30 Published:2024-09-30
  • Contact: YU Bo (1979-), male, native of Zhuzhou, Hunan, associate professor of Hunan University of Technology, engages in scientific engineering computation; E-mail:boyu hut@126.com
  • About author:LI Xiang (1999-), female, native of Fuyang, Anhui, master student of Hunan University of Technology, engages in numerical algebra; YU Bo (1979-), male, native of Zhuzhou, Hunan, associate professor of Hunan University of Technology, engages in scientific engineering computation; TANG Qiong (1972-), female, native of Liuyang, Hunan, professor of Hunan University of Technology, engages in numerical analysis.
  • Supported by:
    Supported partly by NSF of China (Grant No. 11801163); NSF of Hunan Province (Grant Nos. 2021JJ50032, 2023JJ50164 and 2023JJ50165); Degree & Postgraduate Reform Project of Hunan University of Technology and Hunan Province (Grant Nos. JGYB23009 and 2024JGYB210).

摘要: We introduce a factorized Smith method (FSM) for solving large-scale highranked J-Stein equations within the banded-plus-low-rank structure framework. To effectively reduce both computational complexity and storage requirements, we develop techniques including deflation and shift, partial truncation and compression, as well as redesign the residual computation and termination condition. Numerical examples demonstrate that the FSM outperforms the Smith method implemented with a hierarchical
HODLR structured toolkit in terms of CPU time.

关键词: Large-scale T-Stein equations, High-ranked, Deflation and shift, Partially truncation and compression, Smith method

Abstract: We introduce a factorized Smith method (FSM) for solving large-scale highranked J-Stein equations within the banded-plus-low-rank structure framework. To effectively reduce both computational complexity and storage requirements, we develop techniques including deflation and shift, partial truncation and compression, as well as redesign the residual computation and termination condition. Numerical examples demonstrate that the FSM outperforms the Smith method implemented with a hierarchical
HODLR structured toolkit in terms of CPU time.

Key words: Large-scale T-Stein equations, High-ranked, Deflation and shift, Partially truncation and compression, Smith method

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