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Researches on Emergent Design by means of Interactive Evolutionary Computation and Genetic Programming

Research Project

Project/Area Number 15300040
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section一般
Research Field Intelligent informatics
Research InstitutionThe University of Tokyo

Principal Investigator

IBA Hitoshi  The University of Tokyo, Graduate School of Frontier Sciences, Professor, 大学院・新領域創成科学研究科, 教授 (40302773)

Co-Investigator(Kenkyū-buntansha) ISHIZUKA Mitsuru  The University of Tokyo, Graduate School of Information Science and Technology, Professor, 大学院・情報理工学研究科, 教授 (50114369)
Project Period (FY) 2003 – 2004
Project Status Completed (Fiscal Year 2004)
Budget Amount *help
¥8,500,000 (Direct Cost: ¥8,500,000)
Fiscal Year 2004: ¥4,400,000 (Direct Cost: ¥4,400,000)
Fiscal Year 2003: ¥4,100,000 (Direct Cost: ¥4,100,000)
KeywordsGenetic Programming / Evolutionary Computation / Emergent Design / Genetic Algorithms / Evolutionary Robotics / WWW / Evolvable Hardware / Musical Composition / 対話型進化計算 / 創造支援
Research Abstract

In this research, we have used Genetic Programming (GP) to establish the effective emergent design system by means of Interactive Evolutionary Computation (IEC).
Conventional optimization methods optimize target systems based on evaluation or cost functions and have been used for most of system optimization and parameter tuning. According to the increase of the importance of human factors, however, the cases that the performance of system design must be evaluated based on human subjective evaluations and domain knowledge came to increase. These cases include artistic systems generating preferable computer graphics (CG) or music, hearing-aid fitting for maximizing hearing satisfaction of its users, robots whose behaviors let our human feel comfortable, and others. IEC is a technique that optimizes target systems based on human evaluation. The number of IEC research has increased since 1990's, and it is widely used in artistic field, engineering field, and education and other fields nowadays. Not only IEC application research but also IEC interface research to reduce IEC users' fatigue problem increases, too.
To solve the above difficulties, in this research, we have realized GP-based emergent design framework. The effectiveness of our approach has been demonstrated by several applications, e.g., analog circuit design, musical composition, evolutionary robotics, agent designs in WWW space, and multi-agent cooperation learning.

Report

(3 results)
  • 2004 Annual Research Report   Final Research Report Summary
  • 2003 Annual Research Report
  • Research Products

    (21 results)

All 2005 2004 2003 Other

All Journal Article (15 results) Book (1 results) Publications (5 results)

  • [Journal Article] 関数の回帰的なネットワークを用いた言語判定装置の生成2004

    • Author(s)
      矢吹太朗, 伊庭斉志
    • Journal Title

      情報処理学会論文誌 Vol.46,No.SIG 2(TOM10)

      Pages: 66-76

    • NAID

      110002712325

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] 遺伝的プログラミングと強化学習の統合に基づく実ロボットの行動獲得2004

    • Author(s)
      神尾正太郎, 三橋秀行, 伊庭斉志
    • Journal Title

      情報処理学会論文誌 Vol.46,No.SIG 2(TOM10)

      Pages: 134-143

    • NAID

      110002712331

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] 遺伝的プログラミングによる微分方程式系の推定2004

    • Author(s)
      杉本直也, 坂本栄里奈, 伊庭斉志
    • Journal Title

      人工知能学会論文誌 Vol.19,No.6A

      Pages: 450-459

    • NAID

      10014164843

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Annual Research Report 2004 Final Research Report Summary
  • [Journal Article] Classification of Gene Expression Profile Using Combinatory of Evolutionary Computation and Machine Learning2004

    • Author(s)
      Ando, S., Iba, H.
    • Journal Title

      Genetic Programming and Evolvable Machines Vol.5

      Pages: 146-156

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Annual Research Report 2004 Final Research Report Summary
  • [Journal Article] Learning for Cooperative Transportation by Autonomous Humanoid Robots2004

    • Author(s)
      Inoue, Y., Tohge, T., Iba, H.
    • Journal Title

      Evolvable Machines, Studies in Fuzziness and Soft Computing 161

      Pages: 3-20

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Annual Research Report 2004 Final Research Report Summary
  • [Journal Article] Classification of Gene Expression Profile Using Combinatory of Evolutionary Computation and Machine Learning2004

    • Author(s)
      Ando, S., Iba, H
    • Journal Title

      Genetic Programming and Evolvable Machines vol.5

      Pages: 145-156

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Genetic Programming Using a Turing-Complete Representation : Recurrent Network Consisting of Trees2004

    • Author(s)
      Yabuki, T., Iba, H.
    • Journal Title

      Recent Developments in Biologically Inspired Computing (de Castro.L.N., Von Zuben, F.J.(eds.))

      Pages: 61-81

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] 関数の回帰的なネットワークを用いた言語判定装置の生成2004

    • Author(s)
      矢吹太朗, 伊庭斉志
    • Journal Title

      情報処理学会論文誌 Vol.45,No.SIG2(TOM10)

      Pages: 66-76

    • NAID

      110002712325

    • Related Report
      2004 Annual Research Report
  • [Journal Article] 遺伝的プログラミングと強化学習の統合に基づく実ロボットの行動獲得2004

    • Author(s)
      神尾正太郎, 三橋秀行, 伊庭斉志
    • Journal Title

      情報処理学会論文誌 Vol.45 No.SIG2(TOM10)

      Pages: 134-143

    • NAID

      110002712331

    • Related Report
      2004 Annual Research Report
  • [Journal Article] Genetic Programming Using a Turing-Complete Representation : Recurrent Network Consisting of Trees2004

    • Author(s)
      Yabuki, T., Iba, H.
    • Journal Title

      Recent Developments in Biologically Inspired Computing

      Pages: 61-81

    • Related Report
      2004 Annual Research Report
  • [Journal Article] Learning Polynomial Feedforward Neural Networks by Genetic Programming and Backpropagation2003

    • Author(s)
      Nikolaev, N.Y., Iba, H.
    • Journal Title

      IEEE Transactions on Neural Networks Vol.14,no.2

      Pages: 337-350

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Inference of Euler angles for single-particle analysis by means of evolutionary algorithms2003

    • Author(s)
      Iba, H., Saeki, S., Asai, K., Takahashi, K., Ueno, Y., Isono, K.
    • Journal Title

      Biosystems vol.72, no.1-2

      Pages: 43-55

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Evolving Analog Circuits by Variable Length Chromosomes2003

    • Author(s)
      Ando, S., Ishizuka, M., Iba, H.
    • Journal Title

      Advances in Evolutionary Computing -Theory and Applications, (Ghosh, A., Tsutsui, S.(eds.))(Springer)

      Pages: 643-662

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Learning Polynomial Feedforward Neural Networks by Genetic Programming and Backpropagation2003

    • Author(s)
      Nikolaev, N.Y., Iba, H.
    • Journal Title

      IEEE Transactions on Neural Networks vol.14, no.2

      Pages: 337-350

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Evolving Analog Circuits by Variable Length Chromosomes2003

    • Author(s)
      Ando, S., Ishizuka, M., Iba, H.
    • Journal Title

      Advances in Evolutionary Computing -Theory and Applications, (Ghosh, A., Tsutsui, S.(eds.))

      Pages: 643-662

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Book] 進化論的計算手法2005

    • Author(s)
      伊庭斉志
    • Total Pages
      239
    • Publisher
      オーム社
    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Annual Research Report 2004 Final Research Report Summary
  • [Publications] 井上豊, 伊庭斉志: "遺伝的アルゴリズムによる電柱配置の自動設計"電気学会論文誌D(IEEJ Trans.IA). 123・5. 582-590 (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] 安藤晋, 伊庭斉志: "タグ付遺伝子型を用いたネットワーク構造の進化型学習と最適化"人工知能学会論文誌. 18・H. 305-315 (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] N.Y.Nikokaev, H.Iba: "Learning Polynomial Feedforward Neural Networks by Genetic Programming and Backpropagation."IEEE Transaction on Newral Networks. 14・2. 337-350 (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] S.Ando, M.Ishizuka, H.Iba: "Evolving Analog Circuits by Variable Length Chromosomes."Advances in Evolutionary Computing-Theory and Applications. 643-662 (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] H.Iba, S.Saeki, K.Asai, K.Takahashi, Y.Ueno, K.Isono: "Inference of Euler Angles for Single-particle Analysis by Means of Evolutionary Algorithms."Biosystems. 72/1-2. 43-55 (2003)

    • Related Report
      2003 Annual Research Report

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Published: 2003-04-01   Modified: 2016-04-21  

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