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Maintaining diversity of population using partial solutions in the probabilistic model-building genetic algorithms

Research Project

Project/Area Number 19500199
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

SUTSUI Shigeyoshi  Hannan University, 経営情報学部, 教授 (90188590)

Project Period (FY) 2007 – 2009
Project Status Completed (Fiscal Year 2009)
Budget Amount *help
¥3,900,000 (Direct Cost: ¥3,000,000、Indirect Cost: ¥900,000)
Fiscal Year 2009: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2008: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2007: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Keywords遺伝アルゴリズム / 確率モデル遺伝的アルゴリズム / 進化的計算 / EDA / 多様性維持 / 部分解 / EHBSA / アントコロニー最適化アルゴリズム / 並列計算 / 確率モデルGA / 分散型計算 / 分布推定アルゴリズム / アントコロニー最適化 / 初期収束 / 巡回セールスマン問題 / 2次割当て問題 / ローカルサーチ / フェロモン濃度分布
Research Abstract

Estimation of distribution algorithms (EDAs) or probabilistic model-building genetic algorithms (PMBGAs) are promising research directions of the evolutionary computation. We studied the effectiveness of using partial solutions to maintain diversity of a population in EDAs. In this approach, new solutions are created by combining partial solutions which exist in the current population, and partial solutions newly generated by sampling a probabilistic model. In this study, the effectiveness was studied using combinatorial optimization problems.

Report

(4 results)
  • 2009 Annual Research Report   Final Research Report ( PDF )
  • 2008 Annual Research Report
  • 2007 Annual Research Report
  • Research Products

    (45 results)

All 2010 2009 2008 2007 Other

All Journal Article (24 results) (of which Peer Reviewed: 24 results) Presentation (15 results) Book (2 results) Remarks (4 results)

  • [Journal Article] Parallelization of an Evolutionary Algorithm on a Platform with Multi-core Processors2010

    • Author(s)
      Shigeyoshi Tsutsui
    • Journal Title

      Proceedings of the 9th international conference on Artificial Evolution(EA'09) Springer LNCS 5975(印刷中)

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Parallelization of an Evolutionary Algorithm on a Platform with Multi-core Processors2009

    • Author(s)
      Shigeyoshi Tsutsui
    • Journal Title

      Proceedings of the 9th international conference on Artificial Evolution (EA'09), Springer, LNCS 5975 (in press)

    • Related Report
      2009 Final Research Report
    • Peer Reviewed
  • [Journal Article] Effect of Using Partial Solutions in Edge Histogram Sampling Algorithms with Different Local Searches2009

    • Author(s)
      Shigeyoshi Tsutsui
    • Journal Title

      Proceedings of the 2009 IEEE International Conference on Systems, Man, and Cybernetics

      Pages: 2206-2211

    • Related Report
      2009 Final Research Report
    • Peer Reviewed
  • [Journal Article] Solving Quadratic Assignment Problems by Genetic Algorithms with GPU Computation: A Case Study2009

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

      Proceedings of the GECCO 2009 Workshop on Computational Intelligence on Consumer Games and Graphics Hardware CIGPU-2009, ACM

      Pages: 2523-2530

    • Related Report
      2009 Final Research Report
    • Peer Reviewed
  • [Journal Article] 対称型マルチプロセッシングを用いた並列化ACOによる2次割当て問題の解法とその評価2009

    • Author(s)
      筒井茂義
    • Journal Title

      人工知能学会論文誌 Vol.24,No.1

      Pages: 46-57

    • NAID

      130000098269

    • Related Report
      2009 Final Research Report
    • Peer Reviewed
  • [Journal Article] Effect of Using Partial Solutions in Edge Histogram Sampling Algorithms with Different Local Searches2009

    • Author(s)
      Shigeyoshi Tsutsui
    • Journal Title

      Proceedings of the 2009 IEEE International Conference on Systems, Man, and Cybernetics, IEEE

      Pages: 2206-2211

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Solving Quadratic Assignment Problems by Genetic Algorithms with GPU Computation : A Case Study2009

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

      Proceedings of the GECCO 2009 Workshop on Computational Intelligence on Consumer Games and Graphics Hardware CIGPU-2009, ACM

      Pages: 2523-2530

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 対称型マルチプロセッシングを用いた並列化ACOによる2次割当て問題の解法とその評価2009

    • Author(s)
      筒井茂義
    • Journal Title

      人工知能学会論文誌 24(1)

      Pages: 46-57

    • NAID

      130000098269

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] ACO:アントコロニー最適化2008

    • Author(s)
      筒井茂義
    • Journal Title

      システム制御情報学会誌「システム/制御/情報」-進化計算の新展開特集号- Vol.52,No.10

      Pages: 390-398

    • Related Report
      2009 Final Research Report
    • Peer Reviewed
  • [Journal Article] Parallel Ant Colony Optimization for the Quadratic Assignment Problems with Symmetric Multi Processing2008

    • Author(s)
      Shigeyoshi Tsutsui
    • Journal Title

      Proceedings of the Sixth International Conference on Ant Colony Optimization and Swarm Intelligence, Springer LNCS 5217

      Pages: 363-370

    • Related Report
      2009 Final Research Report
    • Peer Reviewed
  • [Journal Article] Convergence Analysis of the Cunning Ant System with Entropy Measure2008

    • Author(s)
      Shigeyoshi Tsutsui
    • Journal Title

      Proceedings of the 2008 International Conference on Parallel and Distributed Processing Techniques and Applications (PDPTA'08) (CSREA press)

      Pages: 783-789

    • Related Report
      2009 Final Research Report
    • Peer Reviewed
  • [Journal Article] アントコロニー最適化手法, 計測と制御特集号-メタヒューリスチックスの新潮流-2008

    • Author(s)
      筒井茂義
    • Journal Title

      計測自動制御学会 Vol.47,No.6

      Pages: 466-472

    • Related Report
      2009 Final Research Report
    • Peer Reviewed
  • [Journal Article] カニングアントを用いたACOの2次割当て問題への適用とその並列化2008

    • Author(s)
      筒井茂義, 劉力綺, 小島基伸
    • Journal Title

      情報処理学会論文誌:数理モデル化と応用 Vol.49,No.SIG4(TOM20)

      Pages: 45-56

    • NAID

      110006684616

    • Related Report
      2009 Final Research Report
    • Peer Reviewed
  • [Journal Article] ACO : アントコロニー最適化法2008

    • Author(s)
      筒井茂義
    • Journal Title

      システム制御情報学会誌「システム/制御/情報」, 進化計算の新展開特集号 52(10)

      Pages: 390-398

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Parallel Ant Colony Optimization for the Quadratic Assignment Problems with Symmetric Multi Processing2008

    • Author(s)
      Shigeyoshi Tsutsui
    • Journal Title

      Proceedings Ant Colony Optimization and Swarm Intelligence, Lecture Notes in Computer Science, Springer-Velag 5217/2008

      Pages: 363-370

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Convergence Analysis of the Cunning Ant System with Entropy Measure2008

    • Author(s)
      Shigeyoshi Tsutsui
    • Journal Title

      Proceedings of the 2008 International Conference on Parallel and Distributed Processing Techniques and Applications, CSREA press

      Pages: 783-789

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] アントコロニー最適化法2008

    • Author(s)
      筒井茂義
    • Journal Title

      計測と制御, 計測自動制御学会メタヒューリスチツクスの新潮流特集号 47(6)

      Pages: 466-472

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] カニングアントシステムの収束特性について2008

    • Author(s)
      筒井茂義
    • Journal Title

      情報処理学会研究会報告数理モデルと問題解決 2008-MPS-70

      Pages: 31-34

    • NAID

      110006865854

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] カニングアントを用いたACOの2次割当問題への適用とその並列化2008

    • Author(s)
      筒井 茂義, 劉 力綺, 小島 基伸
    • Journal Title

      情報処理学会論文誌:数理モデル化と応用 Vol.49

      Pages: 45-56

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Cunning Ant System for Quadratic Assignment Problem with Local Search and Parallelization2007

    • Author(s)
      Shigeyoshi Tsutsui
    • Journal Title

      Proceedings of the Second International Conference on Pattern Recognition and Machine Intelligence, Springer LNCS 4815

      Pages: 269-278

    • NAID

      110006684616

    • Related Report
      2009 Final Research Report
    • Peer Reviewed
  • [Journal Article] Solving Quadratic Assignment Problems with the Cunning Ant System2007

    • Author(s)
      Shigeyoshi Tsutsui, Lichi Liu
    • Journal Title

      Proceedings of the 2007 IEEE Congress on Evolutionary Computation (CEC-2007), IEEE

      Pages: 173-179

    • NAID

      110006403639

    • Related Report
      2009 Final Research Report
    • Peer Reviewed
  • [Journal Article] Cunning Ant System for Quadratic Assignment Problem with Local Search and Parallelization2007

    • Author(s)
      Shigeyoshi Tsutsui
    • Journal Title

      Proceedings of the Second International Conference on Pattern Recognition and Machine Intelligence, ISBN:978-3-540-77045-9 Springer LNCS 4815

      Pages: 269-278

    • NAID

      110006684616

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Dependency trees,permutations,and quadratic assignment problem2007

    • Author(s)
      Martin Pelikan, Shigeyoshi Tsutsui and Rajiv Kalapala
    • Journal Title

      Proceedings of the Genetic and Evolutionary Computation Conference(GECCO 2007)

      Pages: 629-629

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Solving Quadratic Assignment Problems with the Cunning Ant System2007

    • Author(s)
      Shigeyoshi Tsutsui and Lichi Liu
    • Journal Title

      Proceedings of the 2007 IEEE Congress on Evolutionary Computation(CEC-2007), ISBN1-4244-1340-0, EEE Catalog Number 07TH8963C

      Pages: 173-179

    • NAID

      110006403639

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Presentation] GPU計算を用いた並列進化計算による二次割当て問題の一解法とその解析2010

    • Author(s)
      筒井茂義, 藤本典幸
    • Organizer
      人工知能学会第3回進化計算フォロンティア研究会
    • Place of Presentation
      岡山大学工学部
    • Related Report
      2009 Annual Research Report
  • [Presentation] マルチコア計算機における進化計算の並列化2009

    • Author(s)
      筒井茂義
    • Organizer
      2009年度人工知能学会全国大会
    • Place of Presentation
      サンポートホール高松
    • Year and Date
      2009-06-19
    • Related Report
      2009 Annual Research Report
  • [Presentation] GPU計算を用いた並列進化計算による二次割当て問題の一解法とその解析2009

    • Author(s)
      筒井茂義, 藤本典幸
    • Organizer
      人工知能学会第3回進化計算フォロンティア研究会講演論文集
    • Related Report
      2009 Final Research Report
  • [Presentation] マルチコア計算機における進化計算の並列化2009

    • Author(s)
      筒井茂義
    • Organizer
      2009年度人工知能学会全国大会論文集
    • Related Report
      2009 Final Research Report
  • [Presentation] 進化計算の並列化への課題:マルチスレッドプログラミングから超多スレッドプログラミングへ2009

    • Author(s)
      筒井茂義, 藤本典幸
    • Organizer
      進化計算研究会 進化計算シンポジウム2009
    • Place of Presentation
      沖縄 かんぽの宿那覇レクセンター
    • Related Report
      2009 Annual Research Report
  • [Presentation] ACOアルゴリズムにおける部分解の利用法について2008

    • Author(s)
      筒井茂義
    • Organizer
      第24回フアイジィシンポジウム論文集ページ : 534-539
    • Place of Presentation
      阪南大学
    • Year and Date
      2008-09-05
    • Related Report
      2008 Annual Research Report
  • [Presentation] ACOアルゴリズムにおける部分解の利用法について2008

    • Author(s)
      筒井茂義, 強琳
    • Organizer
      第24回ファイジィシンポジウム論文集, 日本知能情報ファジィ学会
    • Related Report
      2009 Final Research Report
  • [Presentation] カニングアントシステムの収束特性について2008

    • Author(s)
      筒井茂義
    • Organizer
      情報処理学会研究会報告数理モデルと問題解決2008-MPS-70
    • Related Report
      2009 Final Research Report
  • [Presentation] 分布推定型進化的計算における部分解利用による多様性維持の効果について2007

    • Author(s)
      筒井 茂義
    • Organizer
      計測自動制御学会システム・情報部門学術講演会2007講演論文集, カタログ番号07 SY 0010
    • Place of Presentation
      国立オリンピック記念青少年総合センター
    • Year and Date
      2007-11-26
    • Related Report
      2007 Annual Research Report
  • [Presentation] カンニングアントを用いたACOとその2次割り当て問題への適用2007

    • Author(s)
      筒井 茂義, 劉 力綺
    • Organizer
      情報処理学会研究会報告数理モデルと問題解決2007-MPS-66(Vol.2007, No.86, pp.9-12)
    • Place of Presentation
      名古屋大学
    • Year and Date
      2007-09-03
    • Related Report
      2007 Annual Research Report
  • [Presentation] カンニングアントを用いたACOの並列化方式について2007

    • Author(s)
      劉 力綺, 筒井 茂義, 小島 基伸
    • Organizer
      情報処理学会研究会報告数理モデルと問題解決2007-MPS-66(Vol.2007, No.86, pp.13-16)
    • Place of Presentation
      名古屋大学
    • Year and Date
      2007-09-03
    • Related Report
      2007 Annual Research Report
  • [Presentation] 進化的計算の新しい-枠組みEDA:"From recombmatlon to estlmatlon of distribution"2007

    • Author(s)
      筒井 茂義
    • Organizer
      日本知能情報ファジイ学会関西支部第77回例会
    • Place of Presentation
      阪南大学
    • Year and Date
      2007-06-09
    • Related Report
      2007 Annual Research Report
  • [Presentation] 分布推定型進化的計算における部分解利用による多様性維持の効果について2007

    • Author(s)
      筒井茂義
    • Organizer
      SICEシステム・情報部門学術講演会2007講演論文集
    • Related Report
      2009 Final Research Report
  • [Presentation] カンニングアントを用いたacoとその2次割り当て問題への適用2007

    • Author(s)
      筒井茂義, 劉力綺
    • Organizer
      情報処理学会研究会報告数理モデルと問題解決2007-MPS-66
    • Related Report
      2009 Final Research Report
  • [Presentation] ACOアルゴリズムの収束特性について2007

    • Author(s)
      筒井 茂義, 劉 力綺
    • Organizer
      進化的計算シンポジウム2007論文集
    • Place of Presentation
      洞爺パークホテル天翔
    • Related Report
      2007 Annual Research Report
  • [Book] アントコロニー最適化, 進化技術ハンドブック第1巻基礎編, 13章群知能, 1節2010

    • Author(s)
      筒井茂義
    • Publisher
      近代科学社
    • Related Report
      2009 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 アント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
      2009 Annual Research Report
  • [Remarks]

    • URL

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

    • Related Report
      2009 Final Research Report
  • [Remarks]

    • URL

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

    • Related Report
      2009 Annual Research Report
  • [Remarks]

    • URL

      http://www2.hannan-u.ac.jp/~tsutsui/paper.html

    • Related Report
      2008 Annual Research Report
  • [Remarks]

    • URL

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

    • Related Report
      2007 Annual Research Report

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Published: 2007-04-01   Modified: 2016-04-21  

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