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Study on a new scheme for the ant colony optimization

Research Project

Project/Area Number 22500215
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Sensitivity informatics/Soft computing
Research InstitutionHannan University

Principal Investigator

TSUTSUI Shigeyoshi  阪南大学, 経営情報学部, 教授 (90188590)

Project Period (FY) 2010 – 2012
Project Status Completed (Fiscal Year 2012)
Budget Amount *help
¥3,640,000 (Direct Cost: ¥2,800,000、Indirect Cost: ¥840,000)
Fiscal Year 2012: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2011: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2010: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Keywordsアントコロニー最適化 / マルチコア計算機 / GPU / GPGPU / 並列 ACO / ACO / 並列計算 / 島モデル / マスター/スレーブモデル / アントコロニー最適化手法 / 組合せ最適化問題 / 2次割当て問題 / GPU計算 / 超並列計算 / メニーコア計算機 / 並列ACOアルゴリズム
Research Abstract

As a bio-inspired computational paradigm, ant colony optimization (ACO) hasbeen applied with great success to a large number of hard problems. In solving these problems, fastexecution of the algorithm is important. In this research, we studied following two approaches for fastexecution of the ACO algorithm; (1) parallel execution using multi-core processors, (2) massivelyparallel execution of the ACO algorithm using graphics processing units (GPUs). As for ACO algorithm,we used cAS (Cunning Ant System) which was developed in our previous study.

Report

(4 results)
  • 2012 Annual Research Report   Final Research Report ( PDF )
  • 2011 Annual Research Report
  • 2010 Annual Research Report
  • Research Products

    (39 results)

All 2013 2012 2011 2010 Other

All Journal Article (21 results) (of which Peer Reviewed: 15 results) Presentation (11 results) Book (4 results) Remarks (3 results)

  • [Journal Article] Parallel ACO Algorithm on GPU for Fast Solution of QAPs2013

    • Author(s)
      筒井茂義
    • Journal Title

      IEEJ Transactions on Electronics, Information and Systems

      Volume: 133 Issue: 3 Pages: 583-595

    • DOI

      10.1541/ieejeiss.133.583

    • NAID

      10031155354

    • ISSN
      0385-4221, 1348-8155
    • Related Report
      2012 Final Research Report
  • [Journal Article] GPGPU を用いた並列アントコロニー最適化法による2 次割当て問題の高速解法2013

    • Author(s)
      筒井茂義
    • Journal Title

      電気学会論文誌C(電子・情報・システム部門誌)

      Volume: 133 Pages: 583-595

    • NAID

      10031155354

    • Related Report
      2012 Annual Research Report
  • [Journal Article] ACO on Multiple GPUs with CUDA for Faster Solution of QAPs,Proceedings of the Parallel Problem Solving from Nature - PPSN XII (PPSN 2012), Part II2012

    • Author(s)
      Shigeyoshi Tsutsui
    • Journal Title

      Springer, Lecture Notes in Computer Science

      Volume: Vol. 7492 Pages: 174-184

    • URL

      http://www.springer.com/computer/ai/book/978-3-642-32963-0

    • Related Report
      2012 Final Research Report
    • Peer Reviewed
  • [Journal Article] On the effect of using multiple GPUs in solving QAPs with CUDA, Genetic and Evolutionary Computation Conference (GECCO 2012)2012

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

      Companion Material Proceedings

      Pages: 629-630

    • URL

      http://dl.acm.org/citation.cfm?id=2330893

    • Related Report
      2012 Final Research Report
    • Peer Reviewed
  • [Journal Article] Implementation of histogram based sampling algorithm within an EDA scheme with CUDA2012

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

      Proceedings of the IEEE Congress on Evolutionary Computation (CEC 2012)

      Pages: 1-8

    • URL

      http://ieeexplore.ieee.org/xpl/login.jsp?tp=&arnumber=6256444&url=http%3A%2F%2Fieeexplore.ieee.org%2Fiel5%2F6241678%2F6252855%2F06256444.pdf%3Farnumber%3D6256444

    • Related Report
      2012 Final Research Report
  • [Journal Article] GPUを用いた高速並列進化計算による組合せ最適化問題へのアプローチ2012

    • Author(s)
      筒井茂義
    • Journal Title

      オペレーションズ・リサーチ

      Volume: Vol.57,No.5 Pages: 261-269

    • NAID

      110009437444

    • Related Report
      2012 Annual Research Report 2012 Final Research Report
  • [Journal Article] AnImplementation of histogram based sampling algorithm within an EDA scheme with CUDA2012

    • Author(s)
      Shigeyoshi Tsutsui
    • Journal Title

      Proceedings of the IEEE Congress on Evolutionary Computation

      Volume: 1 Pages: 1-8

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

    • Author(s)
      Shigeyoshi Tsutsui
    • Journal Title

      Genetic and Evolutionary Computation Conference

      Volume: 1 Pages: 629-630

    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] ACO on Multiple GPUs with CUDA for Faster Solution of QAPs2012

    • Author(s)
      Shigeyoshi Tsutsui
    • Journal Title

      Proceedings of the Parallel Problem Solving from Nature - PPSN XII

      Volume: 1 Pages: 174-184

    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A Comparative Study of ACO and EDA Schemes in Solving QAPs2011

    • Author(s)
      Shigeyoshi Tsutsui and Lin Son
    • Journal Title

      Proceedings of the 12th International Symposium on Advanced Intelligent System (ISIS 2011)

      Pages: 338-341

    • Related Report
      2012 Final Research Report
  • [Journal Article] ACO with Tabu Search on a GPU for Solving QAPs using Move-Cost Adjusted Thread Assignment2011

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

      Proceedings of the Genetic and Evolutionary Computation Conference (GECCO 2011)

      Pages: 1547-1554

    • URL

      http://dl.acm.org/citation.cfm?id=2001785&dl=ACM&coll=DL&CFID=214819452&CFTOKEN=31652249

    • Related Report
      2012 Final Research Report
    • Peer Reviewed
  • [Journal Article] Fast QAP Solving by ACO with 2-opt LocalSearch on a GPU2011

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

      Proceedings of the 2011 IEEE Congress on Evolutionary Computation (CEC-2011)

      Pages: 812-819

    • URL

      http://ieeexplore.ieee.org/xpl/login.jsp?tp=&arnumber=5949702&url=http%3A%2F%2Fieeexplore.ieee.org%2Fiel5%2F5936494%2F5949581%2F05949702.pdf%3Farnumber%3D5949702

    • Related Report
      2012 Final Research Report
    • Peer Reviewed
  • [Journal Article] A Comparative Study of ACO and EDA Schemes in Solving QAPs2011

    • Author(s)
      Shigeyoshi Tsutsui, Lin Son
    • Journal Title

      12th International Symposium on Advanced Intelligent System

      Pages: 338-341

    • Related Report
      2011 Annual Research Report
  • [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

      Pages: 1547-1554

    • DOI

      10.1145/2001576.2001785

    • Related Report
      2011 Annual 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

      Pages: 812-819

    • DOI

      10.1109/cec.2011.5949702

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Parallel Ant Colony Optimization Algorithmon a Multi-core Processor2010

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

      Proceedings of the7-th International Conference on Swarm Intelligence (ANTS-2010)

      Volume: Vol. LNCS 6234 Pages: 488-495

    • URL

      http://www.springer.com/computer/ai/book/978-3-642-15460-7?otherVersion=978-3-642-15461-4

    • Related Report
      2012 Final Research Report
    • Peer Reviewed
  • [Journal Article] A Highly-Parallel TSP Solver for a GPU Computing Platform2010

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

      Proceedings of the 7th International Conference on Numerical Methods and Applications

      Volume: Vol. LNCS 6046 Pages: 264-271

    • URL

      http://www.springer.com/computer/theoretical+computer+science/book/978-3-642-18465-9?otherVersion=978-3-642-18466-6

    • Related Report
      2012 Final Research Report
    • Peer Reviewed
  • [Journal Article] An Analytical Study of GPU Computation for Solving QAPs by Parallel Evolutionary Computation with Independent Run2010

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

      Proceedings of the 2010 IEEE Congress on Evolutionary Computation (CEC-2010)

      Pages: 889-896

    • URL

      http://ieeexplore.ieee.org/xpl/freeabs_all.jsp?reload=true&arnumber=5585960

    • Related Report
      2012 Final Research Report
    • Peer Reviewed
  • [Journal Article] Parallel Ant Colony Optimization Algorithm on a Multi-core Processor2010

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

      International Conference on Swarm Intelligence (ANTS-2010)

      Volume: LNCS 6234 Pages: 488-495

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A Highly-Parallel TSP Solver for a GPU Computing Platform2010

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

      International Conference on Numerical Methods and Applications

      Volume: LNCS 6046 Pages: 264-271

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] An Analytical Study of GPU Computation for Solving QAPs by Parallel Evolutionary Computation with Independent Run2010

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

      IEEE Congress on Evolutionary Computation (CEC-2010)

      Pages: 889-896

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Presentation] 進化計算による組合せ最適化問題へのアプローチ2011

    • Author(s)
      筒井茂義
    • Organizer
      日本オペレーションズ・リサーチ学会関西支部産学官交流会「インテリジェント技術とOR」
    • Place of Presentation
      大阪府立大学
    • Year and Date
      2011-11-26
    • Related Report
      2012 Final Research Report
  • [Presentation] 進化計算による組合せ最適化問題へのアプローチ2011

    • Author(s)
      筒井茂義
    • Organizer
      日本オペレーションズ・リサーチ学会関西支部産学官交流会「インテリジェント技術とOR」
    • Place of Presentation
      大阪府立大学中之島サテライト(大阪市)(招待講演)
    • Year and Date
      2011-11-26
    • Related Report
      2011 Annual Research Report
  • [Presentation] GPU計算におけるSIMTを考慮したQAPの効率的な並列計算解法について平成23年(2011年)2011

    • Author(s)
      筒井茂義
    • Organizer
      電気学会電・情報・システム部門大会
    • Place of Presentation
      富山大学
    • Year and Date
      2011-09-08
    • Related Report
      2012 Final Research Report
  • [Presentation] GPU計算におけるSIMTを考慮したQAPの効率的な並列計算解法について2011

    • Author(s)
      筒井茂義
    • Organizer
      平成23年(2011年)電気学会電子・情報・システム部門大会
    • Place of Presentation
      富山大学五福キャンパス(富山市)
    • Year and Date
      2011-09-08
    • Related Report
      2011 Annual Research Report
  • [Presentation] 進化計算の高速化の一手法:マルチスレッドから超多スレッドプログラミングへ2011

    • Author(s)
      筒井茂義
    • Organizer
      平成23年電気学会全国大会
    • Place of Presentation
      大阪大学
    • Related Report
      2012 Final Research Report 2010 Annual Research Report
  • [Presentation] GPUによる並列ACOを適用したQAP高速解法について2010

    • Author(s)
      筒井茂義,藤本典幸
    • Organizer
      進化計算学会進化計算シンポジウム
    • Place of Presentation
      福岡レイクサイドホテル久山
    • Year and Date
      2010-12-18
    • Related Report
      2012 Final Research Report
  • [Presentation] GPUを用いた高並列進化計算による巡回セールスマン問題の一解法2010

    • Author(s)
      藤本典幸,筒井茂義
    • Organizer
      人工知能学会第5回進化計算フォロンティア研究会
    • Place of Presentation
      北海道大学
    • Related Report
      2012 Final Research Report 2010 Annual Research Report
  • [Presentation] CUDAGPUを用いた並列GAによる巡回セールスマン問題の解法2010

    • Author(s)
      藤本典幸,筒井茂義
    • Organizer
      平成22年電気学会電子・情報・システム部門大会
    • Place of Presentation
      熊本大学
    • Related Report
      2012 Final Research Report
  • [Presentation] ACOアルゴリズムのマルチコア型計算機における並列化とその性能について2010

    • Author(s)
      筒井茂義
    • Organizer
      人工知能学会第4回進化計算フォロンティア研究会
    • Place of Presentation
      東京工業大学
    • Related Report
      2012 Final Research Report 2010 Annual Research Report
  • [Presentation] GPUによる並列ACOを適用したQAP高速解法について2010

    • Author(s)
      筒井茂義, 藤本典幸
    • Organizer
      進化計算学会 進化計算シンポジウム2010
    • Place of Presentation
      福岡 レイクサイドホテル久山
    • Related Report
      2010 Annual Research Report
  • [Presentation] CUDA GPUを用いた並列GAによる巡回セールスマン問題の解法2010

    • Author(s)
      藤本典幸, 筒井茂義
    • Organizer
      平成22年電気学会 電子・情報・システム部門大会
    • Place of Presentation
      熊本大学
    • Related Report
      2010 Annual Research Report
  • [Book] Spriger, Massively Parallel Evolutionary Computation on GPGPUs2013

    • Author(s)
      Shigeyoshi Tsutsui and Pierre Collet (Eds)
    • Total Pages
      418
    • URL

      http://www.springer.com/computer/ai/book/978-3-642-37958-1.

    • Related Report
      2012 Final Research Report
  • [Book] Massively Parallel Evolutionary Computaion on GPGPUs2013

    • Author(s)
      Shigeyoshi Tsutsui
    • Total Pages
      450
    • Publisher
      Springer
    • Related Report
      2012 Annual Research Report
  • [Book] 進化技術ハンドブック第1巻基礎編(13章群知能の13.1節)2010

    • Author(s)
      筒井茂義
    • Total Pages
      240
    • Publisher
      近代科学社
    • Related Report
      2012 Final Research Report
  • [Book] 進化技術ハンドブック第1巻基礎編(13章群知能の13.1節)アンコロニー最適化を担当2010

    • Author(s)
      筒井茂義、片井修, 他
    • Total Pages
      240
    • Publisher
      近代科学社
    • Related Report
      2010 Annual Research Report
  • [Remarks]

    • URL

      http://www.hannan-u.ac.jp/~tsutsui/

    • Related Report
      2012 Final Research Report
  • [Remarks]

    • URL

      http://www.hannan-u.ac.jp/~tsutsui/

    • Related Report
      2011 Annual Research Report
  • [Remarks]

    • URL

      http://www.hannan-u.ac.jp/~tsutsui/paper.html

    • Related Report
      2010 Annual Research Report

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Published: 2010-08-23   Modified: 2019-07-29  

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