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A study on GPGPU acceleration of simultaneous processing heterogeneous tasks with mutual dependence relation

Research Project

Project/Area Number 23300007
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section一般
Research Field Software
Research InstitutionOsaka University

Principal Investigator

HAGIHARA Kenichi  大阪大学, 情報科学研究科, 教授 (00133140)

Co-Investigator(Kenkyū-buntansha) INO Fumihiko  大阪大学, 大学院・情報科学研究科, 准教授 (90346172)
OKITA Masao  大阪大学, 大学院・情報科学研究科, 助教 (50563988)
Project Period (FY) 2011-04-01 – 2014-03-31
Project Status Completed (Fiscal Year 2013)
Budget Amount *help
¥20,540,000 (Direct Cost: ¥15,800,000、Indirect Cost: ¥4,740,000)
Fiscal Year 2013: ¥3,120,000 (Direct Cost: ¥2,400,000、Indirect Cost: ¥720,000)
Fiscal Year 2012: ¥6,240,000 (Direct Cost: ¥4,800,000、Indirect Cost: ¥1,440,000)
Fiscal Year 2011: ¥11,180,000 (Direct Cost: ¥8,600,000、Indirect Cost: ¥2,580,000)
KeywordsGPUコンピューティング / 汎用生体シミュレーション / PHML / 無閉路有向グラフ / 計算依存グラフ / 高速化 / アルゴリズム / ハイパフォーマンスコンピューティング / 生体機能シミュレーション / コンパイラ / 高性能計算 / GPUコンピューティング / GPUコンピュティング
Research Abstract

A general biophysical model here is a set of mathematical expressions (functions) and ordinary differential equations with variables that represent ion concentration in cells, electrical current of neurons and so on. The biophysical simulation calculates time variation of these variables. Flint is a simulator that numerically integrates heterogeneous biophysical models.
We propose two acceleration methods for Flint using a graphics processing unit (GPU). The first method interprets multiple bytecodes in parallel on the GPU. It automatically parallelizes the simulation using a level scheduling algorithm. The second method translates a model into a source code through the internal bytecode, which speeds up the compilation of the generated source codes, because the code size is diminished because of bytecode unification. The latter achieves a performance of 2.4 times higher than that of the former.

Report

(4 results)
  • 2013 Annual Research Report   Final Research Report ( PDF )
  • 2012 Annual Research Report
  • 2011 Annual Research Report
  • Research Products

    (54 results)

All 2014 2013 2012 2011 Other

All Journal Article (17 results) (of which Peer Reviewed: 16 results,  Open Access: 1 results,  Acknowledgement Compliant: 1 results) Presentation (34 results) (of which Invited: 1 results) Remarks (3 results)

  • [Journal Article] Accelerating ODE-based Simulation of General and Heterogeneous Biophysical Models using a GPU2014

    • Author(s)
      Tomohiro Okuyama, Masao Okita, Takeshi Abe, Yoshiyuki Asai, Hiroaki Kitano, Taishin Nomura, and Kenichi Hagihara
    • Journal Title

      IEEE Transactions on Parallel and Distributed Systems

      Volume: 201(印刷中) Issue: 8 Pages: 1966-1975

    • DOI

      10.1109/tpds.2013.198

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] A Fine Grained Cycle Sharing System with Cooperative Multitasking on GPUs2014

    • Author(s)
      Fumihiko Ino, Yosuke Oka, Kenichi Hagihara
    • Journal Title

      International Journal of Networking and Computing

      Volume: (印刷中)

    • NAID

      130004709086

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] A Versatile Platform for Multilevel Modeling of Physiological Systems: SBML-PHML Hybrid Modeling and Simulation2014

    • Author(s)
      Asai Y, Abe T, Oka H, Okita M, Hagihara K, Ghosh S, Matsuoka Y, Kurachi Y, Nomura T, Kitano H
    • Journal Title

      Advanced Biomedical Engineering

      Volume: 3 Issue: 0 Pages: 50-58

    • DOI

      10.14326/abe.3.50

    • NAID

      130005001705

    • ISSN
      2187-5219
    • Related Report
      2013 Final Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Efficient Acceleration of Mutual Information Computation for Nonrigid Registration Using CUDA2014

    • Author(s)
      Kei Ikeda, Fumihiko Ino, Kenichi Hagihara
    • Journal Title

      IEEE Journal of Biomedical and Health Informatics

      Volume: Vol. 18, No. 3 Issue: 3 Pages: 956-968

    • DOI

      10.1109/jbhi.2014.2310745

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] Improving Cache Locality for GPU-based Volume Rendering, Parallel Computing2014

    • Author(s)
      Yuki Sugimoto, Fumihiko Ino, Kenichi Hagihara
    • Journal Title

      Parallel Computing

      Volume: Vol. 40, No. 5/6 Pages: 59-69

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] A Parallel Scheme for Accelerating Parameter Sweep Applications on a GPU2014

    • Author(s)
      Fumihiko Ino, Kentaro Shigeoka, Tomohiro Okuyama, Masaya Motokubota, Kenichi Hagihara
    • Journal Title

      Concurrency and Computation : Practice and Experience

      Volume: Vol. 26, No. 2 Issue: 2 Pages: 516-531

    • DOI

      10.1002/cpe.3016

    • Related Report
      2013 Final Research Report 2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Improving Cache Locality for GPU-based Volume Rendering2014

    • Author(s)
      Yuki Sugimoto, Fumihiko Ino, and Kenichi Hagihara
    • Journal Title

      Parallel Computing

      Volume: 印刷中

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] `Efficient Acceleration of Mutual Information Computation for Nonrigid Registration Using CUDA2014

    • Author(s)
      Kei Ikeda, Fumihiko Ino, and Kenichi Hagihara
    • Journal Title

      IEEE Journal of Biomedical and Health Informatics

      Volume: 印刷中

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Accelerating ODE-based Simulation of General and Heterogeneous Biophysical Models using a GPU2014

    • Author(s)
      Tomohiro Okuyama, Masao Okita, Takeshi Abe, Yoshiyuki Asai, Hiroaki Kitano, Taishin Nomura, and Kenichi Hagihara
    • Journal Title

      IEEE Transactions on Parallel and Distributed Systems

      Volume: 印刷中

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] GPU-Chariot: A Programming Framework for Stream Applications Running on Multi-GPU Systems2013

    • Author(s)
      Fumihiko Ino, Shinta Nakagawa, Kenichi Hagihara
    • Journal Title

      IEICE Transactions on Information and Systems

      Volume: E96.D Issue: 12 Pages: 2604-2616

    • DOI

      10.1587/transinf.E96.D.2604

    • NAID

      130003385429

    • ISSN
      0916-8532, 1745-1361
    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] The GPU Accelerator and Its Research Trends2013

    • Author(s)
      伊野文彦, 萩原兼一
    • Journal Title

      Medical Imaging Technology

      Volume: 31 Issue: 3 Pages: 147-152

    • DOI

      10.11409/mit.31.147

    • NAID

      130003374507

    • ISSN
      0288-450X, 2185-3193
    • Related Report
      2013 Final Research Report 2012 Annual Research Report
  • [Journal Article] GPU-Chariot: A Programming Framework for Stream Applications Running on Multi-GPU Systems2013

    • Author(s)
      Fumihiko Ino, Shinta Nakagawa, and Kenichi Hagihara
    • Journal Title

      IEICE Transactions on Information and Systems

      Volume: E96-D, 12 Pages: 2604-2616

    • NAID

      130003385429

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 重複排除ストレージのためのSHA-1計算システムのSSE命令による高スループット化2013

    • Author(s)
      坪内佑樹, 伊野文彦, 置田真生, 山川聡, 柏木岳彦, 萩原兼一.
    • Journal Title

      電子情報通信学会論文誌

      Volume: J96-D, 10 Pages: 2101-2109

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Sequence Homology Search Using Fine Grained Cycle Sharing of Idle GPUs2012

    • Author(s)
      Fumihiko Ino, Yuma Munekawa, Kenichi Hagihara
    • Journal Title

      IEEE Trans. Parallel and Distributed Systems

      Volume: Vol. 23, No. 4 Issue: 4 Pages: 751-759

    • DOI

      10.1109/tpds.2011.239

    • Related Report
      2013 Final Research Report 2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A Task Parallel Algorithm for Finding All-Pairs Shortest Paths Using the GPU2012

    • Author(s)
      Tomohiro Okuyama, Fumihiko Ino, Kenichi Hagihara
    • Journal Title

      International Journal of High Performance Computing and Networking

      Volume: Vol. 7, No. 2 Issue: 2 Pages: 87-98

    • DOI

      10.1504/ijhpcn.2012.046384

    • Related Report
      2013 Final Research Report 2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Cooperative Multitasking for GPU-Accelerated Grid Systems2012

    • Author(s)
      Fumihiko Ino, Akihiro Ogita, Kentaro Oita, Kenichi Hagihara
    • Journal Title

      Concurrency and Computation : Practice and Experience

      Volume: Vol. 24, No. 1 Issue: 1 Pages: 96-107

    • DOI

      10.1002/cpe.1722

    • Related Report
      2013 Final Research Report 2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] GPUによる高速な全変動最小化2011

    • Author(s)
      松田俊広, 伊野文彦, 萩原兼一
    • Journal Title

      電子情報通信学会論文誌

      Volume: J94-D巻 Pages: 852-861

    • NAID

      110008661380

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Presentation] GPUにおいて動的グラフを高速処理するためのフレームワークの検討2014

    • Author(s)
      三谷康晃, 伊野文彦, 萩原兼一
    • Organizer
      第14回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
    • Place of Presentation
      一橋大学一橋講堂(東京都)
    • Related Report
      2013 Final Research Report
  • [Presentation] 部分一致を含む文字列に対する探索のAVXによる高スループット化2014

    • Author(s)
      楠堂航, 伊野文彦, 萩原兼一
    • Organizer
      情報処理学会ハイパフォーマンスコンピューティング研究会
    • Place of Presentation
      石川県和倉温泉
    • Related Report
      2013 Annual Research Report
  • [Presentation] GPUにおいて動的グラフを高速処理するためのフレームワークの検討2014

    • Author(s)
      三谷康晃, 伊野文彦, 萩原兼一
    • Organizer
      第14回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
    • Place of Presentation
      一橋大学一橋講堂
    • Related Report
      2013 Annual Research Report
  • [Presentation] PhysioDesigner and Flint : a platform for multilevel modeling of physiological systems and simulation2013

    • Author(s)
      Yoshiyuki Asai, Takeshi Abe, Hideki Oka, Masao Okita, Tomohiro Okuyama, Kenichi Hagihara, Yoshihisa Kurachi, and Hiroaki Kitano
    • Organizer
      the 5th International Conference on Computational Bioengineering (ICCB 2013)
    • Place of Presentation
      Leuven, Belgium
    • Year and Date
      2013-09-11
    • Related Report
      2013 Final Research Report
  • [Presentation] A versatile platform for multilevel modeling of physiological systems : Template/instance framework for large-scale modeling and simulation2013

    • Author(s)
      Yoshiyuki Asai, Takeshi Abe, Hideki Oka, Masao Okita, Tomohiro Okuyama, Kenichi Hagihara, Samik Ghosh, Yukiko Matsuoka, and Hiroaki Kitano
    • Organizer
      35th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC' 13)
    • Place of Presentation
      Osaka, Japan
    • Year and Date
      2013-07-06
    • Related Report
      2013 Final Research Report
  • [Presentation] The Past, Present, and Future of GPU-Accelerated Grid Computing2013

    • Author(s)
      Fumihiko Ino
    • Organizer
      1st International Symposium on Computing and Networking (CANDAR 2013)
    • Place of Presentation
      Matsuyama, Japan
    • Related Report
      2013 Final Research Report
  • [Presentation] GPUを用いた分枝限定法におけるメモリ参照効率を高めるための配列パッキング手法2013

    • Author(s)
      重岡謙太朗, 伊野文彦, 萩原兼一
    • Organizer
      情報処理学会ハイパフォーマンスコンピューティング研究会
    • Place of Presentation
      沖縄産業支援センター(沖縄市)
    • Related Report
      2013 Final Research Report
  • [Presentation] GPUサイクル共有システムのための遊休時間予測手法の比較2013

    • Author(s)
      南翔太, 伊野文彦, 萩原兼一
    • Organizer
      第12回情報科学技術フォーラム
    • Place of Presentation
      鳥取大学(鳥取市)
    • Related Report
      2013 Final Research Report
  • [Presentation] Accelerating General and Heterogeneous Biophysical Simulations Using the GPU2013

    • Author(s)
      Tomohiro Okuyama, Masao Okita, Takeshi Abe, Yoshiyuki Asai, Taishin Nomura, Hiroaki Kitano, and Kenichi Hagihara
    • Organizer
      the 4th GPU Technology Conference (GTC 2013)
    • Place of Presentation
      San Jose, CA, USA
    • Related Report
      2013 Final Research Report 2012 Annual Research Report
  • [Presentation] Fine-Grained Cycle Sharing of Idle GPUs for Homology Search2013

    • Author(s)
      Fumihiko Ino, Kenichi Hagihara
    • Organizer
      4th GPU Technology Conference (GTC 2013)
    • Place of Presentation
      San Jose, CA, USA
    • Related Report
      2013 Final Research Report
  • [Presentation] 協調マルチタ ス キングを用いて短い遊休時間を活用するGPUグリッドシステムの提案2013

    • Author(s)
      岡陽介, 伊野文彦, 萩原兼一
    • Organizer
      情報処理学会ハイパフォーマンスコンピューティング研究会
    • Place of Presentation
      清風荘(あわら市)
    • Related Report
      2013 Final Research Report
  • [Presentation] The Past, Present, and Future of GPU-Accelerated Grid Computing2013

    • Author(s)
      Fumihiko Ino
    • Organizer
      1st International Symposium on Computing and Networking
    • Place of Presentation
      松山
    • Related Report
      2013 Annual Research Report
    • Invited
  • [Presentation] アクセラレータのメモリ容量を超えるデータをパイプライン処理するためのディレクティブ2013

    • Author(s)
      中野瑛仁, 伊野文彦, 萩原兼一
    • Organizer
      情報処理学会ハイパフォーマンスコンピューティング研究会
    • Place of Presentation
      北海道大学学術交流会館
    • Related Report
      2013 Annual Research Report
  • [Presentation] GPUを用いた分枝限定法におけるメモリ参照効率を高めるための配列パッキング手法2013

    • Author(s)
      重岡謙太朗, 伊野文彦, 萩原兼一
    • Organizer
      情報処理学会ハイパフォーマンスコンピューティング研究会
    • Place of Presentation
      沖縄産業支援センター
    • Related Report
      2013 Annual Research Report
  • [Presentation] GPUサイクル共有システムのための遊休時間予測手法の比較2013

    • Author(s)
      南翔太, 伊野文彦, 萩原兼一
    • Organizer
      第12回情報科学技術フォーラム
    • Place of Presentation
      鳥取大学鳥取キャンパス
    • Related Report
      2013 Annual Research Report
  • [Presentation] Multilevel modeling of Physiological Systems and Simulation Platform : PhysioDesigner, Flint and Flint K3 service2012

    • Author(s)
      Yoshiyuki Asai, Takeshi Abe, Masao Okita, Tomohiro Okuyama, Nobukazu Yoshioka, Shigetoshi Yokoyama, Masaru Nagaku, Kenichi Hagihara, and Hiroaki Kitano
    • Organizer
      the 12th IEEE/IPSJ International Symposium on Applications and the Internet (SAINT 2012)
    • Place of Presentation
      Izmir, Turkey
    • Year and Date
      2012-07-17
    • Related Report
      2013 Final Research Report
  • [Presentation] 並列シミュレータinsilicoSimにおけるモデル規模に応じたエージェント割り当て手法2012

    • Author(s)
      福井伸弥, 奥山倫弘, 置田真生, 安部武志, 浅井義之, 野村泰伸, 萩原兼一
    • Organizer
      2012年電子情報通信学会総合大会
    • Place of Presentation
      岡山大学津島キャンパス(岡山県)
    • Year and Date
      2012-03-21
    • Related Report
      2011 Annual Research Report
  • [Presentation] GPUコンピューティングの高速化技術2012

    • Author(s)
      萩原兼一
    • Organizer
      応用物理学会
    • Place of Presentation
      早稲田大学(東京都)(招待講演)
    • Year and Date
      2012-03-15
    • Related Report
      2011 Annual Research Report
  • [Presentation] 異種混合生体シミュレータinsilicoSimの自動並列化2012

    • Author(s)
      置田真生, 奥山倫弘, 福井伸弥, 松井龍, 安部武志, Eric Heien, 浅井義之, 野村泰伸, 萩原兼一
    • Organizer
      日本機械学会第24回バイオエンジニアリング講演会
    • Place of Presentation
      大阪大学豊中キャンパス(大阪府)
    • Year and Date
      2012-01-07
    • Related Report
      2011 Annual Research Report
  • [Presentation] Acceleration of Variance of Color Differences-Based Demosaicing Using CUDA2012

    • Author(s)
      Muhammad Ismail Faruqi, Fumihiko Ino, and Kenichi Hagihara
    • Organizer
      10th International Conference on High Performance Computing and Simulation (HPCS 2012)
    • Place of Presentation
      Madrid, Spain
    • Related Report
      2013 Final Research Report
  • [Presentation] Accelerating General and Heterogeneous Biophysical Simulation Using the GPU Interpreter for Solving ODEs2011

    • Author(s)
      Tomohiro Okuyama, Masao Okita, Takeshi Abe, Yoshiyuki Asai, Taishin Nomura, Kenichi Hagihara
    • Organizer
      the 4th Global COE International Symposium on Physiome and Systems Biology for Integrated Life Sciences and Predictive Medicine
    • Place of Presentation
      千里ライフサイエンスセンター(大阪府)
    • Year and Date
      2011-11-23
    • Related Report
      2011 Annual Research Report
  • [Presentation] 遊休GPUを用いて科学計算を高速化するGPUグリッドについて2011

    • Author(s)
      伊野文彦
    • Organizer
      平成23年度情報処理学会関西支部支部大会
    • Place of Presentation
      大阪大学(大阪府)
    • Year and Date
      2011-09-22
    • Related Report
      2013 Final Research Report
  • [Presentation] 汎用生体シミュレータinsilicoSimにおける生体モデル内の依存関係に着目したスケジューリング2011

    • Author(s)
      松井龍, 奥山倫弘, 置田真生, 安部武志, 浅井義之, 野村泰伸, 萩原兼一
    • Organizer
      平成23年度情報処理学会関西支部支部大会
    • Place of Presentation
      大阪大学中之島センター(大阪府)
    • Year and Date
      2011-09-22
    • Related Report
      2011 Annual Research Report
  • [Presentation] インタプリタ型汎用生体シミュレータinsilicoSimのGPUによる高速化2011

    • Author(s)
      奥山倫弘, 置田真生, 安部武志, 浅井義之, 野村泰伸, 萩原兼一
    • Organizer
      第130回情報処理学会ハイパフォーマンスコンピューティング研究会
    • Place of Presentation
      かごしま県民交流センター(鹿児島県)
    • Year and Date
      2011-07-27
    • Related Report
      2011 Annual Research Report
  • [Presentation] An Open Platform toward Large-scale Multilevel Modeling and Simulation of Physiological Systems2011

    • Author(s)
      Yoshiyuki Asai, Taishin Nomura, Hideki Oka, Takeshi Abe, Masao Okita, Ken-Ichi Hagihara, Hiroaki Kitano
    • Organizer
      the 11th IEEE/IPSJ International Symposium on Applications and the Internet (SAINT 2011)
    • Place of Presentation
      Munich
    • Year and Date
      2011-07-20
    • Related Report
      2011 Annual Research Report
  • [Presentation] GPU向けマルチタスキングにおけるオーバヘッド削減の検討2011

    • Author(s)
      岡陽介, 伊野文彦, 萩原兼一
    • Organizer
      第9回先進的計算基盤システムシンポジウム
    • Place of Presentation
      秋葉原コンベンションホール(東京都)
    • Year and Date
      2011-05-26
    • Related Report
      2013 Final Research Report
  • [Presentation] MapReduce を用いたグラフアプリケーションにおける重複メッセージの排除による高速化

    • Author(s)
      黒松信行, 置田真生, 萩原兼一
    • Organizer
      第11回先進的計算基盤システムシンポジウム
    • Place of Presentation
      仙台
    • Related Report
      2013 Annual Research Report
  • [Presentation] CUDAにおける離散ウェーブレット変換のIn-place処理のためのデータ並べ替え手法

    • Author(s)
      生澤拓也, 伊野文彦, 萩原兼一
    • Organizer
      平成25年度情報処理学会関西支部支部大会
    • Place of Presentation
      大阪大学中之島センター
    • Related Report
      2013 Annual Research Report
  • [Presentation] Fine-Grained Cycle Sharing of Idle GPUs for Homology Search

    • Author(s)
      Fumihiko Ino and Kenichi Hagihara
    • Organizer
      the 4th GPU Technology Conference (GTC 2013)
    • Place of Presentation
      San Jose, CA, USA
    • Related Report
      2012 Annual Research Report
  • [Presentation] Evolving fault-tolerance in Hadoop with robust auto-recovering JobTracker

    • Author(s)
      Nobuyuki Kuromatsu, Masao Okita, and Kenichi Hagihara
    • Organizer
      the International Workshop on Networking, Computing, Systems, and Software (NCSS 2012)
    • Place of Presentation
      沖縄県男女共同参画センター(沖縄県)
    • Related Report
      2012 Annual Research Report
  • [Presentation] Multilevel modeling of Physiological Systems and Simulation Platform: PhysioDesigner, Flint and Flint K3 service

    • Author(s)
      Yoshiyuki Asai, Takeshi Abe, Masao Okita, Tomohiro Okuyama, Nobukazu Yoshioka, Shigetoshi Yokoyama, Masaru Nagaku, Kenichi Hagihara, and Hiroaki Kitano
    • Organizer
      the 3rd Workshop on High Speed Network and Computing Environments (HSNCE 2012)
    • Place of Presentation
      Izmir, Turkey
    • Related Report
      2012 Annual Research Report
  • [Presentation] Acceleration of Variance of Color Differences-Based Demosaicing Using CUDA

    • Author(s)
      Muhammad Ismail Faruqi, Fumihiko Ino, and Kenichi Hagihara
    • Organizer
      the 10th International Conference on High Performance Computing and Simulation (HPCS 2012)
    • Place of Presentation
      Madrid, Spain
    • Related Report
      2012 Annual Research Report
  • [Presentation] Accelerating Joint Histogram Computation for Image Registration on the GPU

    • Author(s)
      Kei Ikeda, Fumihiko Ino, and Kenichi Hagihara
    • Organizer
      Computer Assisted Radiology and Surgery: 26th International Congress and Exhibition (CARS 2012)
    • Place of Presentation
      Pisa, Italy
    • Related Report
      2012 Annual Research Report
  • [Presentation] Accelerating Mutual Information Computation for Nonrigid Registration the GPU

    • Author(s)
      Kei Ikeda, Fumihiko Ino, and Kenichi Hagihara
    • Organizer
      the 3rd GPU Technology Conference (GTC 2012)
    • Place of Presentation
      San Jose, CA, USA
    • Related Report
      2012 Annual Research Report
  • [Remarks]

    • URL

      http://www-hagi.ist.osaka-u.ac.jp/

    • Related Report
      2013 Final Research Report
  • [Remarks] 大阪大学大学院情報科学研究科コンピュータサイエンス専攻並列処理工学講座

    • URL

      http://www-hagi.ist.osaka-u.ac.jp/

    • Related Report
      2013 Annual Research Report
  • [Remarks] 大阪大学 大学院情報科学研究科 並列処理工学講座 萩原研究室

    • URL

      http://www-hagi.ist.osaka-u.ac.jp/

    • Related Report
      2012 Annual Research Report

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Published: 2011-04-06   Modified: 2019-07-29  

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