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Automated Generation of Heuristics Using Genetic Programming

Research Project

Project/Area Number 20700131
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeSingle-year Grants
Research Field Intelligent informatics
Research InstitutionTokyo Institute of Technology

Principal Investigator

福永 Alex (福永 ALEX)  Tokyo Institute of Technology, 大学院・総合文化研究科, 准教授 (90452002)

Project Period (FY) 2008 – 2010
Project Status Completed (Fiscal Year 2010)
Budget Amount *help
¥3,900,000 (Direct Cost: ¥3,000,000、Indirect Cost: ¥900,000)
Fiscal Year 2010: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2009: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Fiscal Year 2008: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Keywords人工知能 / 進化計算 / 探索
Research Abstract

Developing effective algorithms for constraint satisfaction and optimization, including task allocation and automated planning in robots and autonomous agents, is a difficult problem. We investigated the use of genetic programming for automatically generating heuristics to solve difficult optimization and constraint satisfaction problems. Using a parallel genetic programming system on a large-scale parallel cluster, we generated new, effective heuristics for SAT. We also used genetic programming to generate action selection heuristics for a museum guide robot. In addition, we also developed new exact and heuristic methods for the multiple knapsack problem.

Report

(4 results)
  • 2010 Annual Research Report   Final Research Report ( PDF )
  • 2009 Annual Research Report
  • 2008 Annual Research Report
  • Research Products

    (30 results)

All 2011 2010 2009 Other

All Journal Article (16 results) (of which Peer Reviewed: 16 results) Presentation (12 results) Remarks (2 results)

  • [Journal Article] Evolving an Effective Robot Tour Guide.2011

    • Author(s)
      Hiruma H, Fukunaga A, Komiya K, Iba H.
    • Journal Title

      Proceedings of IEEE Congress on Evolutionary Computation

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] Distributed Island-Model Genetic Algorithms Using Heterogeneous Parameter Settings.2011

    • Author(s)
      Gong Y, Fukunaga A.
    • Journal Title

      Proceedings of IEEE Congress on Evolutionary Computation

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] A Branch-and-Bound Algorithm for Hard Multiple Knapsack Problems.2011

    • Author(s)
      Fukunaga A.
    • Journal Title

      Annals of Operations Research(Springer) Vol.184, No.1

      Pages: 97-119

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] Distributed Island-Model Genetic Algorithms Using Heterogeneous Parameter Settings2011

    • Author(s)
      Gong Yiyuan, Fukunaga Alex
    • Journal Title

      Proceedings of the IEEE Congress on Evolutionary Computation

      Volume: (掲載確定)

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Evolving an Effective Robot Tour Guide2011

    • Author(s)
      Hiruma Hideru
    • Journal Title

      Proceedings of the IEEE Congress on Evolutionary Computation

      Volume: (掲載確定)

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] On Transposition Tables for Single-Agent Search and Planning : Summary of Results.2010

    • Author(s)
      Akagi Y, Kishimoto A, Fukunaga A.
    • Journal Title

      Proceedings of Third Annual Symposium on Combinatorial Search

      Pages: 2-9

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] Evolving a Goal Selection Strategy for a Robot Tour Guide.2010

    • Author(s)
      Fukunaga A, Hiruma Hideru, Komiya Kazuki, Iba Hitoshi
    • Journal Title

      Proceedings of the 14^<th> Asia Pacific Symposium on Intelligent and Evolutionary Systems

      Pages: 172-180

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Search Spaces for Min-Perturbation Repair.2009

    • Author(s)
      Fukunaga A.
    • Journal Title

      Proceedings of the 15th International Conference on Principles and Practice of Constraint Programming (CP-2009), Lecture Note in Computer Science(Springer) Vol.5732

      Pages: 383-390

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] A Massively Parallel GP for Discovering Satisfiability Solvers.2009

    • Author(s)
      Fukunaga A.
    • Journal Title

      Proceedings of IEEE Congress on Evolutionary Computation (CEC09)

      Pages: 1478-1485

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] Combining Multiple Representations in a Genetic Algorithm for the Multiple Knapsack Problem.2009

    • Author(s)
      Fukunaga A, Tazoe S.
    • Journal Title

      Proceedings of IEEE Congress on Evolutionary Computation (CEC09)

      Pages: 2423-2430

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] Fault Tolerance in Distributed Genetic Algorithms with Tree Topologies.2009

    • Author(s)
      Gong Y, Fukunaga A.
    • Journal Title

      Proceedings of IEEE Congress on Evolutionary Computation (CEC09)

      Pages: 968-975

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] A Parallel, Lisp-Based Genetic Programming System for Discovering Satisfiability Solvers.2009

    • Author(s)
      Fukunaga A.
    • Journal Title

      Proceedings of International Lisp Conference

      Pages: 137-148

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] A Massively Parallel GP for Discovering Satisfiability Solvers2009

    • Author(s)
      Fukunaga Alex
    • Journal Title

      Proceedings of the IEEE Congress on Evolutionary Computation

      Pages: 1478-1485

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Combining Multiple Representations in a Genetic Algorithm for the Multiple Knapsack Problem2009

    • Author(s)
      Fukunaga Alex, Tazoe Satoshi
    • Journal Title

      Proceedings of the IEEE Congress on Evolutionary Computation

      Pages: 2423-2430

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Search Spaces for Min-Perturbation Repair2009

    • Author(s)
      Fukunaga Alex
    • Journal Title

      Proceedings of the 15th International Conference on Principles and Practice of Constraint Programming

      Pages: 383-390

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A parallel, Lisp-based genetic programming system for discovering satisfiability solvers2009

    • Author(s)
      Alex Fukunaga
    • Journal Title

      Proceedings of the 2009 International Lisp Conference 1

      Pages: 137-148

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Presentation] 遺伝的プログラミングを用いたロボット案内の最適化2010

    • Author(s)
      比留間英, 小宮一樹, Fukunaga A, Bollegala D, 伊庭斉志
    • Organizer
      第28回日本ロボット学会学術講演会
    • Place of Presentation
      愛知県名古屋市
    • Year and Date
      2010-09-24
    • Related Report
      2010 Final Research Report
  • [Presentation] ロバストな分散GA2010

    • Author(s)
      Gong Yiyuan, 福永Alex
    • Organizer
      人工知能学会第5回進化計算フロンティア研究会
    • Place of Presentation
      東京工業大学(大岡山キャンパス)
    • Year and Date
      2010-06-04
    • Related Report
      2010 Annual Research Report
  • [Presentation] 遺伝的プログラミングによる展示物案内ロボットの経路最適化2010

    • Author(s)
      小宮一樹, 比留間英, Fukunaga A, 伊庭斉志
    • Organizer
      第4回進化計算フロンティア研究会(SIG-ECF)
    • Place of Presentation
      北海道大学
    • Related Report
      2010 Final Research Report
  • [Presentation] ロバストな分散GA第4回進化計算フロンティア研究会(SIG-ECF)(ポスター)2010

    • Author(s)
      Gong Y, Fukunaga A.
    • Place of Presentation
      東京工業大学大岡山キャンパス
    • Related Report
      2010 Final Research Report
  • [Presentation] IDA*探索におけるトランスポジションテーブルについて2010

    • Author(s)
      赤木維磨, 岸本章宏, Fukunaga A.
    • Organizer
      第24回人工知能学会全国大会
    • Place of Presentation
      長崎県長崎市
    • Related Report
      2010 Final Research Report
  • [Presentation] 仮想マシン再配置問題に対する厳密アルゴリズム2009

    • Author(s)
      田添聡士、Fukunaga A.
    • Organizer
      情報処理学会 数理モデル化と問題解決(MPS)研究会弟76回研究会
    • Place of Presentation
      電気通信大学
    • Year and Date
      2009-12-17
    • Related Report
      2010 Final Research Report 2009 Annual Research Report
  • [Presentation] 進化プログラミングを用いた制約充足問題に対する間接的な解決法2009

    • Author(s)
      福永Alex
    • Organizer
      人工知能学会第2回進化計算フロンティア研究会
    • Place of Presentation
      東京大学
    • Year and Date
      2009-10-02
    • Related Report
      2009 Annual Research Report
  • [Presentation] A parallel, Lisp-based genetic programming system for discovering satisfiability solvers2009

    • Author(s)
      Alex Fukunaga
    • Organizer
      2009 International Lisp Conference
    • Place of Presentation
      Cambridge, Massachussetts, USA
    • Year and Date
      2009-03-25
    • Related Report
      2008 Annual Research Report
  • [Presentation] 進化プログラミングを用いた制約充足問題に対する間接的な解決法2009

    • Author(s)
      Fukunaga A.
    • Organizer
      人工知能学会第2回進化計算フロンティア研究会(SIG-ECF)
    • Place of Presentation
      東京大学本郷キャンパス
    • Related Report
      2010 Final Research Report
  • [Presentation] 伝的プログラミングを用いた巡回案内ロボットの行動学習2009

    • Author(s)
      執行恵太, Fukunaga A, 柳瀬利彦, 伊庭斉志
    • Organizer
      人工知能学会第2回進化計算フロンティア研究会(SIG-ECF)
    • Place of Presentation
      東京大学本郷キャンパス
    • Related Report
      2010 Final Research Report
  • [Presentation] 大勢の聴衆に対応するガイドロボットのゴール選択法について2009

    • Author(s)
      Fukunaga A, 伊庭斉志, 柳瀬利彦
    • Organizer
      第27回日本ロボット学会学術講演会
    • Place of Presentation
      神奈川県横浜市
    • Related Report
      2010 Final Research Report
  • [Presentation] VM再配置問題に対する厳密手法及びハイブリッド手法2009

    • Author(s)
      Fukunaga A, 網代育大
    • Organizer
      第23回人工知能学会全国大会
    • Place of Presentation
      香川県高松市
    • Related Report
      2010 Final Research Report
  • [Remarks] ホームページ等

    • Related Report
      2010 Final Research Report
  • [Remarks] CL-MPI (Common Lisp MPI Bindings)プロジェクトホームページ

    • URL

      http://code.google.com/p/cl-mpi

    • Related Report
      2010 Final Research Report

URL: 

Published: 2008-04-01   Modified: 2016-04-21  

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