• Search Research Projects
  • Search Researchers
  • How to Use
  1. Back to previous page

Development of GPU/CPU computing framework for realizing large-scale and high-resolution simulations

Research Project

Project/Area Number 15K20995
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field High performance computing
Computational science
Research InstitutionTokyo Institute of Technology

Principal Investigator

Shimokawabe Takashi  東京工業大学, 学術国際情報センター, 助教 (40636049)

Project Period (FY) 2015-04-01 – 2017-03-31
Project Status Completed (Fiscal Year 2016)
Budget Amount *help
¥3,900,000 (Direct Cost: ¥3,000,000、Indirect Cost: ¥900,000)
Fiscal Year 2016: ¥1,950,000 (Direct Cost: ¥1,500,000、Indirect Cost: ¥450,000)
Fiscal Year 2015: ¥1,950,000 (Direct Cost: ¥1,500,000、Indirect Cost: ¥450,000)
Keywords高性能計算 / GPU / ステンシル計算 / 適合細分化格子 / 高生産フレームワーク / スーパーコンピュータ / 適合細分化格子法
Outline of Final Research Achievements

Recently grid-based physical simulations with multiple GPUs require effective methods to adapt grid resolution to certain sensitive regions of simulations. In this research, we have developed a framework technology that can execute the translated user code on either multiple multicore CPUs or multiple GPUs with optimization. We have also developed highly productive data structures and auto-tuning mechanism to achieve high performance on GPU. Based on these technologies, we propose a high-productivity framework for an adaptive mesh refinement (AMR) method; the AMR method is one of the effective methods on GPU to compute certain local regions that demand higher accuracy with higher resolution. The compressive fluid calculation based on the proposed AMR framework has demonstrated good results. The proposed AMR framework can contribute to hiding the complicated implementation required by the AMR method and improving the productivity of AMR applications.

Report

(3 results)
  • 2016 Annual Research Report   Final Research Report ( PDF )
  • 2015 Research-status Report
  • Research Products

    (15 results)

All 2017 2016 2015

All Journal Article (6 results) (of which Int'l Joint Research: 2 results,  Peer Reviewed: 6 results,  Acknowledgement Compliant: 1 results,  Open Access: 3 results) Presentation (9 results) (of which Int'l Joint Research: 5 results,  Invited: 2 results)

  • [Journal Article] High-productivity Framework for Large-scale GPU/CPU Stencil Applications2016

    • Author(s)
      Takashi Shimokawabe, Takayuki Aoki, Naoyuki Onodera
    • Journal Title

      Procedia Computer Science (IHPCES/ICCS 2016)

      Volume: 80 Pages: 1646-1657

    • DOI

      10.1016/j.procs.2016.05.499

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Multi-GPUs parallel computation of dendrite growth in forced convection using the phase-field-lattice Boltzmann model2016

    • Author(s)
      S. Sakane, T. Takaki, R. Rojas, M. Ohno, Y. Shibuta, T. Shimokawabe, T. Aoki
    • Journal Title

      Journal of Crystal Growth

      Volume: 印刷中 Pages: 154-159

    • DOI

      10.1016/j.jcrysgro.2016.11.103

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Two-dimensional phase-field study of competitive grain growth during directional solidification of polycrystalline binary alloy2016

    • Author(s)
      Tomohiro Takaki, Munekazu Ohno, Yasushi Shibuta, Shinji Sakane, Takashi Shimokawabe, Takayuki Aoki
    • Journal Title

      Journal of Crystal Growth

      Volume: 442 Pages: 14-24

    • DOI

      10.1016/j.jcrysgro.2016.01.036

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] GPU phase-field lattice Boltzmann simulations of growth and motion of a binary alloy dendrite2015

    • Author(s)
      T Takaki, R Rojas, M Ohno, T Shimokawabe, T Aoki
    • Journal Title

      Materials Science and Engineering

      Volume: 84 Pages: 1-8

    • DOI

      10.1088/1757-899x/84/1/012066

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] GPU-accelerated 3D phase-field simulations of dendrite competitive growth during directional solidification of binary alloy2015

    • Author(s)
      S Sakane, T Takaki, M Ohno, T Shimokawabe, T Aoki
    • Journal Title

      Materials Science and Engineering

      Volume: 84 Pages: 1-7

    • DOI

      10.1088/1757-899x/84/1/012063

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] 接触による粒子間相互作用のGPU計算での近傍探索手法2015

    • Author(s)
      渡辺勢也、青木尊之、都築怜理、下川辺隆史
    • Journal Title

      情報処理学会論文誌コンピューティングシステム

      Volume: 8 Pages: 50-60

    • NAID

      170000147667

    • Related Report
      2015 Research-status Report
    • Peer Reviewed
  • [Presentation] Large-scale GPU Applications Based on a High-productivity Stencil Framework2017

    • Author(s)
      Takashi Shimokawabe
    • Organizer
      Computational Sciences Workshop 2017
    • Place of Presentation
      Kanagawa
    • Year and Date
      2017-03-06
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Performance Evaluation of Wind Simulation Based on a GPU-computing Framework to Realize Large-scale Stencil Computations Beyond Device Memory Capacity2017

    • Author(s)
      Takashi Shimokawabe, Toshio Endo, Naoyuki Onodera, Takayuki Aoki
    • Organizer
      The 7th AICS International Symposium
    • Place of Presentation
      Kobe
    • Year and Date
      2017-02-23
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] GPU デバイスメモリを超える計算を可能とするためのステンシル計算フレームワークの拡張とその性能評価2016

    • Author(s)
      下川辺隆史, 遠藤敏夫, 青木尊之
    • Organizer
      日本計算工学会 第21回計算工学講演会
    • Place of Presentation
      新潟,朱鷺メッセ:新潟コンベンションセンター
    • Year and Date
      2016-06-01
    • Related Report
      2016 Annual Research Report
  • [Presentation] Large-scale GPU-based CFD Applications based on a High-productivity Stencil Framework2016

    • Author(s)
      Takashi Shimokawabe
    • Organizer
      Parallel CFD 2016
    • Place of Presentation
      Kobe, Kobe International Conference Center
    • Year and Date
      2016-05-10
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Advanced High-productivity Framework for Large-scale GPU/CPU Stencil Computations2016

    • Author(s)
      Takashi Shimokawabe
    • Organizer
      GTC 2016
    • Place of Presentation
      San Jose, CA, USA
    • Year and Date
      2016-04-04
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] High-resolution Weather Prediction Code based on High-productivity Framework for Multi-GPU computation2016

    • Author(s)
      Takashi Shimokawabe
    • Organizer
      2nd Annual Meeting on Advanced Computing System and Infrastructure (ACSI2016)
    • Place of Presentation
      九州大学医学部百年講堂
    • Year and Date
      2016-01-19
    • Related Report
      2015 Research-status Report
  • [Presentation] Advanced High-productivity Framework for Stencil Applications on GPU Supercomputers2015

    • Author(s)
      Takashi Shimokawabe, Takayuki Aoki and Naoyuki Onodera
    • Organizer
      3rd International Workshops on Advances in Computational Mechanics
    • Place of Presentation
      KFC Hall & Rooms、両国、東京
    • Year and Date
      2015-10-14
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] 自動チューニング機構の導入によるステンシル計算のためのGPUコンピューティング・フレームワークの高度化2015

    • Author(s)
      下川辺 隆史、青木 尊之、小野寺 直幸
    • Organizer
      日本応用数理学会 2015年 年会
    • Place of Presentation
      金沢大学角間キャンパス
    • Year and Date
      2015-09-11
    • Related Report
      2015 Research-status Report
  • [Presentation] ステンシル計算のための高生産GPUコンピューティング・フレームワークの高度化2015

    • Author(s)
      下川辺 隆史
    • Organizer
      第20回計算工学講演会
    • Place of Presentation
      つくば国際会議場
    • Year and Date
      2015-06-08
    • Related Report
      2015 Research-status Report

URL: 

Published: 2015-04-16   Modified: 2018-03-22  

Information User Guide FAQ News Terms of Use Attribution of KAKENHI

Powered by NII kakenhi