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A GPGPU Framework for High Performance Evolutionary Computation

Research Project

Project/Area Number 23500285
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Sensitivity informatics/Soft computing
Research InstitutionOsaka Prefecture University

Principal Investigator

FUJIMOTO Noriyuki  大阪府立大学, 理学(系)研究科(研究院), 教授 (90294165)

Co-Investigator(Renkei-kenkyūsha) TSUTSUI Shigeyoshi  阪南大学, 経営情報学部, 教授 (90188590)
Project Period (FY) 2011 – 2013
Project Status Completed (Fiscal Year 2013)
Budget Amount *help
¥5,200,000 (Direct Cost: ¥4,000,000、Indirect Cost: ¥1,200,000)
Fiscal Year 2013: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Fiscal Year 2012: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Fiscal Year 2011: ¥2,080,000 (Direct Cost: ¥1,600,000、Indirect Cost: ¥480,000)
Keywordsアルゴリズム / 超高速情報処理 / ソフトコンピューティング / 並列処理 / GPGPU / 進化計算
Research Abstract

A combinatorial optimization problem is a problem to find the best one of various choices. One of promising methods to solve combinatorial optimization problems is evolutionary computation, which was inspired by biological evolution. In this study, how GPUs can accelerate evolutionary computation has been studied. A GPU is a electronic part equipped with common PCs. Consequently, a maximum of 101 times speedup was achieved for problems such as the quadratic assignment problem, the traveling salesman problem, and so on.

Report

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

    (52 results)

All 2013 2012 2011

All Journal Article (28 results) (of which Peer Reviewed: 26 results) Presentation (24 results)

  • [Journal Article] A Preliminary Study of Crowding with Biased Crossover2013

    • Author(s)
      Shigeyoshi Tsutsui, Noriyuki Fujimoto
    • Journal Title

      Genetic and Evolutionary Computation Conference (GECCO) (Companion)

      Pages: 1753-1754

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] Parallelizing a Genetic Operator for GPUs2013

    • Author(s)
      Noriyuki Fujimoto, Shigeyoshi Tsutsui
    • Journal Title

      IEEE Congress on Evolutionary Computation

      Pages: 1271-1277

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] Red Black法を適用したHSMAC 法による流体解析のGPU を用いた並列化2013

    • Author(s)
      河南克也, 藤本典幸
    • Journal Title

      計算工学講演会論文集

      Volume: Vol.18 Pages: 1-4

    • NAID

      40019692350

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] Highly Simplified MAC 法のGPU を用いた高速化2013

    • Author(s)
      河南克也, 藤本典幸
    • Journal Title

      電子情報通信学会2013 年総合大会講演論文集

      Pages: 11-11

    • Related Report
      2013 Final Research Report
  • [Journal Article] Red Black法を適用したHSMAC法による流体解析のGPUを用いた並列化2013

    • Author(s)
      河南克也,藤本典幸
    • Journal Title

      計算工学講演会論文集

      Volume: 18 Pages: 1-4

    • NAID

      40019692350

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Parallelizing a genetic operator for GPUs2013

    • Author(s)
      Noriyuki Fujimoto, Shigeyoshi Tsutsui
    • Journal Title

      Proc. of IEEE Congress on Evolutionary Computation 2013

      Volume: なし Pages: 1271-1277

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A preliminary study of crowding with biased crossover2013

    • Author(s)
      Shigeyoshi Tsutsui, Noriyuki Fujimoto
    • Journal Title

      Proc. of GECCO (Companion) 2013

      Volume: なし Pages: 1753-1754

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Highly Simplified MAC法のGPUを用いた高速化2013

    • Author(s)
      河南克也,藤本典幸
    • Journal Title

      電子情報通信学会2013年総合大会講演論文集

      Volume: なし Pages: 11-11

    • Related Report
      2012 Research-status Report
  • [Journal Article] GPU Acceleration of BCP Procedure for SAT Algorithms2012

    • Author(s)
      Hironori Fujii, Noriyuki Fujimoto
    • Journal Title

      International Conference on Parallel and Distributed Processing Techniques and Applications

      Volume: Vol.II Pages: 764-770

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] On the Effect of Using Multiple GPUs in Solving QAPs with CUDA2012

    • Author(s)
      Shigeyoshi Tsutsui, Noriyuki Fujimoto
    • Journal Title

      Genetic and Evolutionary Computation Conference (GECCO)

      Pages: 629-630

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] Implementation of Histogram Based Sampling Algorithm within an EDA Scheme with CUDA2012

    • Author(s)
      Shigeyoshi Tsutsui, Noriyuki Fujimoto
    • Journal Title

      IEEE World Congress on Computational Intelligence

      Pages: 1-8

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] GPU による多倍長整数乗算の高速化手法の提案とその評価2012

    • Author(s)
      北野晃司, 藤本典幸
    • Journal Title

      第 10 回先進的計算基盤システムシンポジウム(SACSIS)論文集

      Pages: 185-192

    • NAID

      170000070793

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] GPU による多倍長整数乗算の高速化手法の提案とその評価2012

    • Author(s)
      北野晃司,藤本典幸
    • Journal Title

      第10回先進的計算基盤システムシンポジウム(SACSIS)論文集

      Volume: なし Pages: 185-192

    • NAID

      170000070793

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] Implementation of Histogram Based Sampling Algorithm within an EDA Scheme with CUDA2012

    • Author(s)
      Shigeyoshi Tsutsui, Noriyuki Fujimoto
    • Journal Title

      Proceedings of IEEE World Congress on Computational Intelligence

      Volume: なし Pages: 1-8

    • DOI

      10.1109/cec.2012.6256444

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] On the effect of using multiple GPUs in solving QAPs with CUDA2012

    • Author(s)
      Shigeyoshi Tsutsui, Noriyuki Fujimoto
    • Journal Title

      the Genetic and Evolutionary Computation Conference (GECCO)

      Volume: なし Pages: 629-630

    • DOI

      10.1145/2330784.2330893

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] GPU Acceleration of BCP Procedure for SAT Algorithms2012

    • Author(s)
      Hironori Fujii,Noriyuki Fujimoto
    • Journal Title

      Proceedings of International Conference on Parallel and Distributed Processing Techniques and Applications

      Volume: II Pages: 764-770

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] GPU を用いたN-Queens 問題の求解2011

    • Author(s)
      田中慶悟, 藤本典幸
    • Journal Title

      ゲームプログラミングワークショップ2011 論文集

      Pages: 76-83

    • NAID

      170000067769

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] Economical Two-Fold Working Precision Matrix Multiplication on Consumer-Level CUDA GPUs2011

    • Author(s)
      Noriyuki Fujimoto
    • Journal Title

      International Symposium on Computer Architecture and High Performance Computing Workshops (SBAC-PADW)

      Pages: 1-6

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] Parallel Fuzzy Rule Generation Using GPGPU2011

    • Author(s)
      Takesuke Uenishi, Tomoharu Nakasima, Noriyuki Fujimoto
    • Journal Title

      Artificial Life and Robotics

      Volume: 16 Pages: 214-218

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] ACO with Tabu Search on a GPU for Solving QAPs using Move-Cost Adjusted Thread Assignment2011

    • Author(s)
      Shigeyoshi Tsutsui, Noriyuki Fujimoto
    • Journal Title

      Genetic and Evolutionary Computation Conference (GECCO)

      Volume: 1547-1554

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] Fast QAP Solving by ACO with 2-opt Local Search on a GPU2011

    • Author(s)
      Shigeyoshi Tsutsui, Noriyuki Fujimoto
    • Journal Title

      IEEE Congress on Evolutionary Computation

      Volume: 812-819

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] GPU を使用したビット並列アルゴリズムに基づく最長共通部分列の導出2011

    • Author(s)
      河南克也, 藤本典幸
    • Journal Title

      第 9 回先進的計算基盤システムシンポジウム(SACSIS)論文集

      Volume: 1-8

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] GPUを使用したビット並列アルゴリズムに基く最長共通部分列の導出2011

    • Author(s)
      河南克也,藤本典幸
    • Journal Title

      第9回先進的計算基盤システムシンポジウム(SACSIS)論文集

      Volume: 1 Pages: 1-8

    • NAID

      170000065690

    • Related Report
      2011 Research-status Report
    • Peer Reviewed
  • [Journal Article] Fast QAP Solving by ACO with 2-opt Local Search on a GPU2011

    • Author(s)
      Shigeyoshi Tsutsui, Noriyuki Fujimoto
    • Journal Title

      the 2011 IEEE Congress on Evolutionary Computation (CEC)

      Volume: 1 Pages: 812-819

    • Related Report
      2011 Research-status Report
    • Peer Reviewed
  • [Journal Article] ACO with Tabu Search on a GPU for Solving QAPs using Move-Cost Adjusted Thread Assignment2011

    • Author(s)
      Shigeyoshi Tsutsui, Noriyuki Fujimoto
    • Journal Title

      the Genetic and Evolutionary Computation Conference (GECCO)

      Volume: 1 Pages: 1547-1554

    • Related Report
      2011 Research-status Report
    • Peer Reviewed
  • [Journal Article] Parallelizing fuzzy rule generation using GPGPU2011

    • Author(s)
      Takesuke Uenishi, Tomoharu Nakashima, Noriyuki Fujimoto
    • Journal Title

      Artificial Life and Robotics

      Volume: 16 Pages: 214-218

    • Related Report
      2011 Research-status Report
    • Peer Reviewed
  • [Journal Article] Economical Two-foldWorking Precision Matrix Multiplication on Consumer-Level CUDA GPUs2011

    • Author(s)
      Noriyuki Fujimoto
    • Journal Title

      International Symposium on Computer Architecture and High Performance Computing Workshops (SBAC-PADW)

      Volume: 1 Pages: 1-6

    • Related Report
      2011 Research-status Report
    • Peer Reviewed
  • [Journal Article] GPUを用いたN-Queens問題の求解2011

    • Author(s)
      田中慶悟,藤本典幸
    • Journal Title

      ゲームプログラミングワークショップ 2011論文集

      Volume: 1 Pages: 76-83

    • NAID

      170000067769

    • Related Report
      2011 Research-status Report
    • Peer Reviewed
  • [Presentation] A Preliminary Study of Crowding with Biased Crossover2013

    • Author(s)
      Shigeyoshi Tsutsui, Noriyuki Fujimoto
    • Organizer
      Genetic and Evolutionary Computation Conference (GECCO)
    • Place of Presentation
      アムステルダム, オランダ
    • Related Report
      2013 Final Research Report
  • [Presentation] Parallelizing a Genetic Operator for GPUs2013

    • Author(s)
      Noriyuki Fujimoto, Shigeyoshi Tsutsui
    • Organizer
      IEEE Congress on Evolutionary Computation
    • Place of Presentation
      カンクン, メキシコ
    • Related Report
      2013 Final Research Report
  • [Presentation] Red Black 法を適用したHSMAC 法による流体解析のGPU を用いた並列化2013

    • Author(s)
      河南克也, 藤本典幸
    • Organizer
      計算工学講演会
    • Place of Presentation
      東京
    • Related Report
      2013 Final Research Report
  • [Presentation] Highly Simplified MAC法のGPUを用いた高速化2013

    • Author(s)
      河南克也, 藤本典幸
    • Organizer
      電子情報通信学会2013年総合大会
    • Place of Presentation
      岐阜
    • Related Report
      2013 Final Research Report
  • [Presentation] Red Black法を適用したHSMAC法による流体解析のGPUを用いた並列化2013

    • Author(s)
      河南克也,藤本典幸
    • Organizer
      計算工学講演会
    • Place of Presentation
      東京大学生産技術研究所
    • Related Report
      2013 Annual Research Report
  • [Presentation] Parallelizing a genetic operator for GPUs2013

    • Author(s)
      Noriyuki Fujimoto, Shigeyoshi Tsutsui
    • Organizer
      IEEE Congress on Evolutionary Computation
    • Place of Presentation
      Cancun, Mexico
    • Related Report
      2013 Annual Research Report
  • [Presentation] A preliminary study of crowding with biased crossover2013

    • Author(s)
      Shigeyoshi Tsutsui, Noriyuki Fujimoto
    • Organizer
      the Genetic and Evolutionary Computation Conference (GECCO)
    • Place of Presentation
      Amsterdam, Netherlands
    • Related Report
      2013 Annual Research Report
  • [Presentation] Highly Simplified MAC法のGPUを用いた高速化2013

    • Author(s)
      河南克也,藤本典幸
    • Organizer
      電子情報通信学会総合大会
    • Place of Presentation
      岐阜
    • Related Report
      2012 Research-status Report
  • [Presentation] 対称解の特性を用いたN-Queens 問題の求解とGPUによる高速化2012

    • Author(s)
      萩野谷一二, 田中慶悟, 藤本典幸
    • Organizer
      第27回ゲーム情報学研究会
    • Place of Presentation
      東京
    • Year and Date
      2012-03-02
    • Related Report
      2013 Final Research Report
  • [Presentation] GPU Acceleration of BCP Procedure for SAT Algorithms2012

    • Author(s)
      Hironori Fujii, Noriyuki Fujimoto
    • Organizer
      International Conference on Parallel and Distributed Processing Techniques and Applications
    • Place of Presentation
      ラスベガス, USA
    • Related Report
      2013 Final Research Report
  • [Presentation] On the Effect of Using Multiple GPUs in Solving QAPs with CUDA2012

    • Author(s)
      Shigeyoshi Tsutsui, Noriyuki Fujimoto
    • Organizer
      Genetic and Evolutionary Computation Conference
    • Place of Presentation
      フィラデルフィア, USA
    • Related Report
      2013 Final Research Report
  • [Presentation] Implementation of Histogram Based Sampling Algorithm within an EDA Scheme with CUDA2012

    • Author(s)
      Shigeyoshi Tsutsui, Noriyuki Fujimoto
    • Organizer
      IEEE World Congress on Computational Intelligence
    • Place of Presentation
      ブリスベン, オーストラリア
    • Related Report
      2013 Final Research Report
  • [Presentation] GPU による多倍長整数乗算の高速化手法の提案とその評価2012

    • Author(s)
      北野晃司, 藤本典幸
    • Place of Presentation
      神戸
    • Related Report
      2013 Final Research Report
  • [Presentation] GPU による多倍長整数乗算の高速化手法の提案とその評価2012

    • Author(s)
      北野晃司,藤本典幸
    • Organizer
      第10回先進的計算基盤システムシンポジウム(SACSIS)
    • Place of Presentation
      神戸
    • Related Report
      2012 Research-status Report
  • [Presentation] Implementation of Histogram Based Sampling Algorithm within an EDA Scheme with CUDA2012

    • Author(s)
      Shigeyoshi Tsutsui, Noriyuki Fujimoto
    • Organizer
      Proceedings of IEEE World Congress on Computational Intelligence
    • Place of Presentation
      Brisbane, Australia
    • Related Report
      2012 Research-status Report
  • [Presentation] On the effect of using multiple GPUs in solving QAPs with CUDA2012

    • Author(s)
      Shigeyoshi Tsutsui, Noriyuki Fujimoto
    • Organizer
      the Genetic and Evolutionary Computation Conference (GECCO)
    • Place of Presentation
      Philadelphia, USA
    • Related Report
      2012 Research-status Report
  • [Presentation] GPU Acceleration of BCP Procedure for SAT Algorithms2012

    • Author(s)
      Hironori Fujii,Noriyuki Fujimoto
    • Organizer
      Proceedings of International Conference on Parallel and Distributed Processing Techniques and Applications
    • Place of Presentation
      Las Vegas, USA
    • Related Report
      2012 Research-status Report
  • [Presentation] 対称解の特性を用いたN-Queens問題の求解とGPUによる高速化2012

    • Author(s)
      萩野谷一二,田中慶悟,藤本典幸
    • Organizer
      第27回ゲーム情報学研究会
    • Place of Presentation
      東京
    • Related Report
      2011 Research-status Report
  • [Presentation] SAT アルゴリズムにおけるBCP 処理のGPU を用いた並列化2011

    • Author(s)
      藤井宏憲, 藤本典幸
    • Organizer
      第189回ARC・第132回HPC 合同研究発表会(HOKKE-19)
    • Place of Presentation
      北海道
    • Year and Date
      2011-11-29
    • Related Report
      2013 Final Research Report
  • [Presentation] HOG 特徴量を用いた動画からの人検出のGPU による高速化2011

    • Author(s)
      藤本典幸
    • Organizer
      GTC Workshop Japan 2011
    • Place of Presentation
      東京
    • Year and Date
      2011-07-22
    • Related Report
      2013 Final Research Report
  • [Presentation] 最長共通部分列を求めるビット並列アルゴリズムのCUDA による高速化2011

    • Author(s)
      藤本典幸
    • Organizer
      GTC Workshop Japan 2011
    • Place of Presentation
      東京
    • Year and Date
      2011-07-22
    • Related Report
      2013 Final Research Report
  • [Presentation] 最長共通部分列を求めるビット並列アルゴリズムのCUDAによる高速化2011

    • Author(s)
      藤本典幸
    • Organizer
      GTC Workshop Japan 2011
    • Place of Presentation
      東京
    • Related Report
      2011 Research-status Report
  • [Presentation] HOG特徴量を用いた動画からの人検出のGPUによる高速化2011

    • Author(s)
      藤本典幸
    • Organizer
      GTC Workshop Japan 2011
    • Place of Presentation
      東京
    • Related Report
      2011 Research-status Report
  • [Presentation] SATアルゴリズムにおけるBCP処理のGPUを用いた並列化2011

    • Author(s)
      藤井宏憲,藤本典幸
    • Organizer
      第189回ARC・第132回HPC合同研究発表会(HOKKE-19)
    • Place of Presentation
      札幌
    • Related Report
      2011 Research-status Report

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Published: 2011-08-05   Modified: 2019-07-29  

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