ADAPTIVE FAST MULTIPLICATION OF H2-MATRICES

被引:0
|
作者
Boerm, Steffen [1 ]
机构
[1] Univ Kiel, Math Seminar, Heinrich Hecht Pl 6, D-24118 Kiel, Germany
关键词
DATA-SPARSE APPROXIMATION; FAST MULTIPOLE METHOD; LOW-RANK; MATRIX; ARITHMETICS; ALGORITHMS; EXISTENCE; OPERATORS; EQUATIONS; SOLVER;
D O I
10.1090/mcom/3978
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
. Hierarchical matrices approximate a given matrix by a decomposition into low-rank submatrices that can be handled efficiently in factorized form. H2-matrices refine this representation following the ideas of fast multipole methods in order to achieve linear, i.e., optimal complexity for a variety of important algorithms. The matrix multiplication, a key component of many more advanced numerical algorithms, has been a challenge: the only linear-time algorithms known so far either require the very special structure of HSS-matrices or need to know a suitable basis for all submatrices in advance. In this article, a new and fairly general algorithm for multiplying H2matrices in linear complexity with adaptively constructed bases is presented. The algorithm consists of two phases: first an intermediate representation with a generalized block structure is constructed, then this representation is re-compressed in order to match the structure prescribed by the application. The complexity and accuracy are analyzed and numerical experiments indicate that the new algorithm can indeed be significantly faster than previous attempts.
引用
收藏
页码:825 / 852
页数:28
相关论文
共 50 条
  • [1] Approximation of integral operators by H2-matrices with adaptive bases
    Börm, S
    COMPUTING, 2005, 74 (03) : 249 - 271
  • [2] Data-sparse approximation by adaptive H2-matrices
    Hackbusch, W
    Börm, S
    COMPUTING, 2002, 69 (01) : 1 - 35
  • [3] Accuracy Directly Controlled Fast Direct Solutions of General H2-Matrices
    Ma, Miaomiao
    Jiao, Dan
    2017 IEEE INTERNATIONAL SYMPOSIUM ON ANTENNAS AND PROPAGATION & USNC/URSI NATIONAL RADIO SCIENCE MEETING, 2017, : 717 - 718
  • [4] Approximating Gaussian processes with H2-Matrices
    Boerm, Steffen
    Garcke, Jochen
    MACHINE LEARNING: ECML 2007, PROCEEDINGS, 2007, 4701 : 42 - +
  • [5] Distributed H2-Matrices for Boundary Element Methods
    Boerm, Steffen
    ACM TRANSACTIONS ON MATHEMATICAL SOFTWARE, 2023, 49 (02):
  • [6] H2-matrices for translation-invariant kernel functions
    Boerm, Steffen
    Henningsen, Janne
    ENGINEERING ANALYSIS WITH BOUNDARY ELEMENTS, 2025, 175
  • [7] Computing the k-th Eigenvalue of Symmetric H2-Matrices
    Apriansyah, M. Ridwan
    Yokota, Rio
    PROCEEDINGS OF THE 52ND INTERNATIONAL CONFERENCE ON PARALLEL PROCESSING, ICPP 2023, 2023, : 11 - 20
  • [8] CONSTRUCTION OF DATA-SPARSE H2-MATRICES BY HIERARCHICAL COMPRESSION
    Boerm, Steffen
    SIAM JOURNAL ON SCIENTIFIC COMPUTING, 2009, 31 (03): : 1820 - 1839
  • [9] Approximation of solution operators of elliptic partial differential equations by H- and H2-matrices
    Boerm, Steffen
    NUMERISCHE MATHEMATIK, 2010, 115 (02) : 165 - 193
  • [10] Variable order, directional H2-matrices for Helmholtz problems with complex frequency
    Boerm, Steffen
    Lopez-Fernandez, Maria
    Sauter, Stefan A.
    IMA JOURNAL OF NUMERICAL ANALYSIS, 2021, 41 (04) : 2896 - 2935