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Development of low-power GPU-based next-generation weather prediction code

Research Project

Project/Area Number 25870223
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Computational science
High performance computing
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) 2013-04-01 – 2015-03-31
Project Status Completed (Fiscal Year 2014)
Budget Amount *help
¥4,030,000 (Direct Cost: ¥3,100,000、Indirect Cost: ¥930,000)
Fiscal Year 2014: ¥1,950,000 (Direct Cost: ¥1,500,000、Indirect Cost: ¥450,000)
Fiscal Year 2013: ¥2,080,000 (Direct Cost: ¥1,600,000、Indirect Cost: ¥480,000)
Keywords気象計算 / 高性能計算 / GPU / 大規模計算 / 高生産フレームワーク / スーパーコンピュータ
Outline of Final Research Achievements

Numerical weather prediction is one of the major applications in high-performance computing and is accelerated on recent GPU supercomputers. Skillful programming techniques are required for obtaining good parallel efficiency on these supercomputers. To apply these complicated optimizations to various mesh-based applications easily, we have developed a high-productivity and high-portability framework for multi-GPU computation of mesh-based applications. By using this framework, the programmer can write user code just in a standard language and generate program code optimized for the GPU supercomputers. We have implemented the weather prediction code ASUCA on a multi-GPU platform by using this proposed framework; ASUCA is a high-resolution meso-scale atmospheric model being developed by the Japan Meteorological Agency. The framework-based ASUCA performed on TSUBAME2.5 supercomputer at Tokyo Institute of Technology has achieved high-resolution simulation results with high performance.

Report

(3 results)
  • 2014 Annual Research Report   Final Research Report ( PDF )
  • 2013 Research-status Report
  • Research Products

    (16 results)

All 2014 2013 Other

All Journal Article (5 results) (of which Peer Reviewed: 5 results,  Acknowledgement Compliant: 2 results) Presentation (11 results)

  • [Journal Article] Two-dimensional phase-field simulations of dendrite competitive growth during the directional solidification of a binary alloy bicrystal2014

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

      Acta Materialia

      Volume: 81 Pages: 272-283

    • DOI

      10.1016/j.actamat.2014.08.035

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] High-productivity Framework on GPU-rich Supercomputers for Operational Weather Prediction Code ASUCA2014

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

      Proceedings of the 2014 ACM/IEEE conference on Supercomputing

      Volume: 2014 Pages: 251-261

    • DOI

      10.1109/sc.2014.26

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] 複数GPUによる格子に基づいたシミュレーションのためのマルチGPU コンピューティング・フレームワーク2014

    • Author(s)
      下川辺隆史、青木尊之、小野寺直幸
    • Journal Title

      ハイパフォーマンスコンピューティングと計算科学シンポジウム論文集

      Volume: 2014 Pages: 78-86

    • NAID

      170000079712

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] GPU スパコンにおける1 億個のスカラー粒子計算の強スケーリングと動的負荷分散2013

    • Author(s)
      都築怜理、青木尊之、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(ACS)

      Volume: 6 Pages: 82-93

    • NAID

      110009606662

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Unexpected selection of growing dendrites by very-large-scale phase-field simulation2013

    • Author(s)
      T. Takaki, T. Shimokawabe, M. Ohno, A. Yamanaka, T. Aoki
    • Journal Title

      Journal of Crystal Growth

      Volume: 382 Pages: 21-25

    • DOI

      10.1016/j.jcrysgro.2013.07.028

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Presentation] GPUスパコンによる格子に基づいたシミュレーションのためのGPUコンピューティング・フレームワーク2014

    • Author(s)
      下川辺隆史, 青木尊之, 小野寺直幸
    • Organizer
      AXIES 大学ICT推進協議会 2014年度 年次大会
    • Place of Presentation
      仙台
    • Year and Date
      2014-12-12
    • Related Report
      2014 Annual Research Report
  • [Presentation] ステンシル計算のための GPU コンピューティング・フレームワークのチューニング高度化2014

    • Author(s)
      下川辺隆史, 青木尊之, 小野寺直幸
    • Organizer
      第205回ARC・第147回HPC合同研究発表会
    • Place of Presentation
      小樽
    • Year and Date
      2014-12-10
    • Related Report
      2014 Annual Research Report
  • [Presentation] High-productivity Framework on GPU-rich Supercomputers for Weather Prediction Code2014

    • Author(s)
      Takashi Shimokawabe
    • Organizer
      CREST-ECRC workshop
    • Place of Presentation
      King Abdullah University of Science and Technology, Thuwal, Saudi Arabia
    • Year and Date
      2014-09-04
    • Related Report
      2014 Annual Research Report
  • [Presentation] A High-productivity Framework on GPU-rich Supercomputers for Mesh-based applications2014

    • Author(s)
      Takashi Shimokawabe
    • Organizer
      Workshop on HPC and Cloud Accelerators
    • Place of Presentation
      神戸
    • Year and Date
      2014-08-26
    • Related Report
      2014 Annual Research Report
  • [Presentation] GPUコンピューティング・フレームワークを用いた気象計算コードの開発2014

    • Author(s)
      下川辺隆史, 青木尊之, 小野寺直幸
    • Organizer
      日本計算工学会 第19回計算工学講演会
    • Place of Presentation
      広島
    • Year and Date
      2014-06-11
    • Related Report
      2014 Annual Research Report
  • [Presentation] 気象計算コードのためのGPUコンピューティング・フレームワーク

    • Author(s)
      下川辺隆史、青木尊之、小野寺直幸
    • Organizer
      日本機械学会・第26回計算力学講演会
    • Place of Presentation
      佐賀
    • Related Report
      2013 Research-status Report
  • [Presentation] A High-productivity Framework for Weather Prediction Code on Multi-GPU Computing

    • Author(s)
      Takashi Shimokawabe, Takayuki Aoki and Naoyuki Onodera
    • Organizer
      the 5th Asia Pacific Congress on Computational Mechanics and and 4th International Symposium on Computational
    • Place of Presentation
      Singapore
    • Related Report
      2013 Research-status Report
  • [Presentation] Scalability model for multi-GPU computation of stencil applications using regular structured meshes with explicit time integration

    • Author(s)
      Takashi Shimokawabe, Takayuki Aoki and Naoyuki Onodera
    • Organizer
      第189回ARC・第132回HPC合同研究発表会(HOKKE-19)
    • Place of Presentation
      北海道
    • Related Report
      2013 Research-status Report
  • [Presentation] A High-productivity Framework for Multi-GPU computation of Mesh-based applications

    • Author(s)
      Takashi Shimokawabe, Takayuki Aoki and Naoyuki Onodera
    • Organizer
      First International Workshop on High-Performance Stencil Computations (HiStencils)
    • Place of Presentation
      Vienna, Austria
    • Related Report
      2013 Research-status Report
  • [Presentation] Weather Prediction Code Witten by a High-productivity Framework for Multi-GPU Computing

    • Author(s)
      Takashi Shimokawabe
    • Organizer
      GPU Technology Conference 2014
    • Place of Presentation
      San Jose, CA, US
    • Related Report
      2013 Research-status Report
  • [Presentation] 最新マルチコアにおける圧縮性流体計算  ~GPUとMICの比較~

    • Author(s)
      藤山崇紘、青木尊之、小野寺直幸、下川辺隆史
    • Organizer
      第18回計算工学講演会
    • Place of Presentation
      東京
    • Related Report
      2013 Research-status Report

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Published: 2014-07-25   Modified: 2019-07-29  

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