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2012 Fiscal Year Final Research Report

Fast and accurate eigenvalue solver for many-core processors

Research Project

  • PDF
Project/Area Number 21560065
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Engineering fundamentals
Research InstitutionKobe University

Principal Investigator

YAMAMOTO Yusaku  神戸大学, 大学院・システム情報学研究科, 教授 (20362288)

Project Period (FY) 2009 – 2012
Keywords固有値計算 / 線形計算 / メニーコア / 並列処理
Research Abstract

The objective of this research is to develop efficient algorithms for computing eigenvalues on many-core processors. The achievements of this research can be summarized as follows:
(1) Implementation and performance evaluation of an eigenvalue computation algorithm designed for multi-core/many-core processors
(2) Error analysis of the AllReduce algorithm for Householder QR decomposition
(3) A new highly parallel algorithm for incremental orthogonalization
(4) A new algorithm for computing the eigenvalues of a totally nonnegative band Hessenberg matrix with high relative accuracy

  • Research Products

    (21 results)

All 2013 2012 2011 2010 Other

All Journal Article (12 results) (of which Peer Reviewed: 12 results) Presentation (6 results) Book (2 results) Remarks (1 results)

  • [Journal Article] On a shifted LR transformation derived from the discrete hungry Toda equation2013

    • Author(s)
      Akiko Fukuda, Yusaku Yamamoto, Masashi Iwasaki, Emiko Ishiwata and Yoshimasa Nakamura
    • Journal Title

      Monatshefte Fuer Mathematik

      Volume: Vol. 170, No. 1 Pages: 11-26

    • Peer Reviewed
  • [Journal Article] Backward error analysis of the AllReduce algorithm for householder QR decomposition2012

    • Author(s)
      Daisuke Mori, Yusaku Yamamotoand Shao-Liang Zhang
    • Journal Title

      Japan Journal of Industrial and Applied Mathematics

      Volume: Vol.29, No. 1 Pages: 111-130

    • Peer Reviewed
  • [Journal Article] On Some Properties of Discrete Integrable System Derived from Hungry Lotka-Volterra System of Multiplicative Type2012

    • Author(s)
      Yusuke Hama, Akiko Fukuda, Yusaku Yamamoto, Masashi Iwasaki, Emiko Ishiwata and Yoshimasa Nakamura
    • Journal Title

      Journal of Math-for-Industry

      Volume: Vol. 4(A) Pages: 5-15

    • Peer Reviewed
  • [Journal Article] Error analysis for matrix eigenvalue algorithm based on the discrete hungry Toda equation2012

    • Author(s)
      Akiko Fukuda, Yusaku Yamamoto, Masashi Iwasaki, Emiko Ishiwata and Yoshimasa Nakamura
    • Journal Title

      Numerical Algorithms

      Volume: Vol. 61, No. 2 Pages: 243-260

    • Peer Reviewed
  • [Journal Article] Cache Optimization of a Non-Orthogonal Joint Diagonalization Method2011

    • Author(s)
      Y. Hirota, Y. Yamamotoand S.-L. Zhang
    • Journal Title

      JSIAM Letters

      Volume: Vol. 3 Pages: 9-12

    • Peer Reviewed
  • [Journal Article] Optimization of the Multishift QR Algorithm with Coprocessors for Non-Hermitian Eigenvalue Problems2011

    • Author(s)
      T. Miyata, Y. Yamamoto, T. Uneyama, Y. Nakamura and S.-L. Zhang
    • Journal Title

      East Asian Journal on Applied Mathematics

      Volume: Vol. 1, No. 2 Pages: 187-196

    • Peer Reviewed
  • [Journal Article] A Block IDR(s) Method for Nonsymmetric Linear Systems with Multiple Right-Hand Sides2011

    • Author(s)
      L. Du, T. Sogabe, B. Yu, Y. Yamamotoa n d S.-L. Zhang
    • Journal Title

      Journal of Computational and Applied Mathematics

      Volume: Vol. 235 Pages: 4095-4106

    • Peer Reviewed
  • [Journal Article] A parallel algorithm for incremental orthogonalization based on the compact WY representation2011

    • Author(s)
      Yusaku Yamamotoand Yusuke Hirota
    • Journal Title

      JSIAM Letters

      Volume: Vol. 3 Pages: 89-92

    • Peer Reviewed
  • [Journal Article] Acceleration of Hessenberg Reduction for Nonsymmetric Eigenvalue Problems in a Hybrid CPU-GPU Computing Environment2011

    • Author(s)
      Jun-ichi Muramatsu, Shao-Liang Zhang and Yusaku Yamamoto
    • Journal Title

      International Journal of Networking and Computing

      Volume: Vol. 1, No. 2 Pages: 132-143

    • Peer Reviewed
  • [Journal Article] A Backlund Transformation Between Two Integrable Discrete Hungry Systems2011

    • Author(s)
      Akiko Fukuda, Yusaku Yamamoto, Masashi Iwasaki, Emiko Ishiwata, Yoshimasa Nakamura
    • Journal Title

      Physics Letters A

      Volume: Vol.375 Pages: 303-308

    • Peer Reviewed
  • [Journal Article] Four-point Correlation Function of a Passive Scalar Field in Rapidly Fluctuating Turbulence: Numerical Analysis of an Exact Closure Equation2010

    • Author(s)
      oshinori Mizuno, Kouhei Ohi, Tomohiro Sogabe, Yusaku Yamamoto, Yukio Kaneda
    • Journal Title

      Phys. Rev. E

      Volume: Vol.82 Pages: 036316-036324

    • Peer Reviewed
  • [Journal Article] Differential qd Algorithm for Totally Nonnegative Hessenberg Matrices: Introduction of Origin Shifts and Relationship with the Discrete Hungry Lotka-Volterra System2010

    • Author(s)
      Yusaku Yamamoto, Takeshi Fukaya
    • Journal Title

      JSIAM Letters

      Volume: Vol.2 Pages: 69-72

    • Peer Reviewed
  • [Presentation] Performance Modeling of the Eigen-K Dense Eigensolver on Massively Parallel Machines2013

    • Author(s)
      Takeshi Fukaya, Toshiyuki Imamura and Yusaku Yamamoto
    • Organizer
      SIAM Conference on Computational Science and Engineering (CSE13),The Westin Boston Waterfront
    • Place of Presentation
      Boston, USA
    • Year and Date
      20130225-0301
  • [Presentation] Performance of the Block Jacobi Method for the Symmetric Eigenvalue Problem on a Modern Massively Parallel Computer2012

    • Author(s)
      Yuusuke Takahashi, Yuusuke Hirota and Yusaku Yamamoto
    • Organizer
      ALGORITMY 2012
    • Place of Presentation
      Podbanske, Slovakia
    • Year and Date
      20120909-14
  • [Presentation] An Acceleration of Backward Transformation of Singular Vectors on a CPU and GPU Heterogeneous Environment2012

    • Author(s)
      Yusuke Hirota and Yusaku Yamamoto
    • Organizer
      Parallel Matrix Algorithms and Applications 2012, Birkbeck University of London
    • Place of Presentation
      London, UK
    • Year and Date
      20120628-30
  • [Presentation] Cache optimization of a non-orthogonal joint diagonalization method2012

    • Author(s)
      Yusuke Hirota, Yusaku Yamamoto and Shao-Liang Zhang
    • Organizer
      SIAM Conference on Parallel Processing 2012, Hyatt Regency Savannah
    • Place of Presentation
      Savannah, USA
    • Year and Date
      20120217-19
  • [Presentation] Auto-tuning for BLAS-based Matrix Computations2011

    • Author(s)
      Takeshi Fukaya, Yusaku Yamamotoand S.-L. Zhang
    • Organizer
      SIAM Conference on Computational Science and Engineering (CSE11), Grand Sierra Resort and Casino
    • Place of Presentation
      Reno, Nevada
    • Year and Date
      20110228-0304
  • [Presentation] An Approach to Automatic Tuning for the Parallel Householder QR Decomposition2010

    • Author(s)
      akeshi Fukaya, Yusaku Yamamotoand S.-L. Zhang
    • Organizer
      SIAM Conference on Parallel Processing for Scientific Computing (PP10), Grand Hyatt Seattle, Seattle
    • Place of Presentation
      Washington,(America)
    • Year and Date
      20100224-26
  • [Book] 高速フーリエ変換 (金田康正編著: 並列数値処理, 第5 章)2010

    • Author(s)
      山本有作
    • Publisher
      コロナ社
  • [Book] Dynamic Programming Approach to Optimizing the Blocking Strategy for Basic Matrix Decompositions, (Ken Naono et al. (eds): Software Automatic Tuning - From Concepts to State-of-the-Art Results, Chapter 5)2010

    • Author(s)
      Yusaku Yamamoto and Takeshi Fukaya
    • Publisher
      Springer
  • [Remarks]

    • URL

      http://www.na.scitec.kobe-u.ac.jp/~yamamoto/

URL: 

Published: 2014-08-29  

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