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Evolutionary Design by means of Genetic Programming

Research Project

Project/Area Number 13480088
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, Associate Professor, 大学院・新領域創成科学研究科, 助教授 (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) 2001 – 2002
Project Status Completed (Fiscal Year 2002)
Budget Amount *help
¥6,200,000 (Direct Cost: ¥6,200,000)
Fiscal Year 2002: ¥4,300,000 (Direct Cost: ¥4,300,000)
Fiscal Year 2001: ¥1,900,000 (Direct Cost: ¥1,900,000)
KeywordsGenetic Programming / Evolutionary Computation / Evolvable Hardwar / Genome Networks / Evolutionary Robotics / Genetic Algorithms / Linear Genome / lnteractive Evolution
Research Abstract

Evolvable Hardware (EHW) is a hardware which modifies its own hardware structure according to the environmental changes. EHW is implemented on a programmable logic device (PLD), whose architecture can be altered by downloading a binary bit string, I.e., architecture bits. In this research, we have used Genetic Programming for the purpose of the evolutionary design. In designing a hardware, key issues are robustness and flexibility. The proposed GP-based design has been proven to be useful for the wide area of applications,, such as evolutionary robotics, circuit designs, and gene regulatory network inferences. The effectiveness of our approach is shown by comparative experiments and successful applications.

Report

(3 results)
  • 2002 Annual Research Report   Final Research Report Summary
  • 2001 Annual Research Report
  • Research Products

    (25 results)

All Other

All Publications (25 results)

  • [Publications] Nilolaev, N.Y., Iba, H.: "Regularization Approach to Inductive Genetic Programming"IEEE Transactions on Evolutionary Computation. 5(4). 359-374 (2001)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] Nilolaev, N.Y., Iba, H.: "Accelerated Genetic Programming of Polynomials"Genetic Programming and Evolvable Machines. 2(3). 231-257 (2001)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] Iba, H., Terao, M.: "Controlling Effective Introns for Multi-Agent Learning by means of Genetic"Soft Computing Agents : New Trends for Designing Autonomous Systems. 73-87 (2001)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] Kitagawa, J., Iba, H.: "Identifying Metabolic Pathways and Gene Regulation Networks with Evolutionary Algorithms"Evolutionary Computation in Bioinformatics (Chapter 12). 255-278 (2002)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] Iba, H., Mimura, A.: "Inference of a gene regulatory network by means of interactive evolutionary computing"Information sciences. 145(3-4). 225-236 (2002)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] Ando, S., Sakamoto, E., Iba, H.: "Evolutionary modeling and inference of gene network"Information sciences. 145(3-4). 237-259 (2002)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] Ando, S., Ishizuka, M., Iba, H.: "Evolving Analog Circuits by Variable Length Chromosomes"Advances in Evolutionary Computing-Theory and Applications. 643-662 (2003)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] 下村彰男: "環境アセスメント技術ガイド:自然とのふれあい"(財)自然環境研究センター. 240 (2002)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] Nilolaev,N.Y., Iba,H.: "Regularization Approach to Inductive Genetic Programming"IEEE Transactions on Evolutionary Computation. 5, no.4. 359-374 (2001)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] Nilolaev, N.Y., Iba,H.: "Accelerated Genetic Programming of Polynomials"Genetic Programming and Evolvable Machines. 2, no.3. 231-257 (2001)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] Iba,H., Mimura,A.: "Inference of a gene regulatory network by means of interactive evolutionary computing"Information Sciences. 145, no.3-4. 225-236 (2002)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] Ando,S., Sakamoto,E., Iba,H.: "Evolutionary modeling and inference of gene network"Information Sciences. 145, no.3-4. 237-259 (2002)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] Iba,H., Terao,M. ,eds. by Loia,V. and Sessa,S: "Controlling Effective Introns for Multi-Agent Learning by Means of Genetic Programming, In Soft Computing Agents : New Trends for Designing Autonomous Systems"Physica-Verlag. 73-87 (2001)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] Kitagawa,J., Iba,H. , eds. by Fogel,G.B. and Corne,D.W.: "Identifying Metabolic Pathways and Gene Regulation Networks with Evolutionary Algorithms, In Evolutionary Computation in Bioinformatics"Morgan Kaufmann. Chapter 12 (2002)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] Ando,S., Ishizuka,M., Iba,H. , eds. by Ghosh,A., Tsutsui,S.: "Evolving Analog Circuits by Variable Length Chromosomes, In Advances in Evolutionary Computing ―Theory and Applications,"Springer. 643-662 (2003)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] Iba, H., Mimura, A.: "Inference of a gene regulatory network by means of interactive evolutionary computing"Information sciences. 145(3-4). 225-236 (2002)

    • Related Report
      2002 Annual Research Report
  • [Publications] Andu, S., Sakamoto, E., Iba, H.: "Evolutionary modeling and inference of gene network"Information sciences. 145(3-4). 237-259 (2002)

    • Related Report
      2002 Annual Research Report
  • [Publications] 岩下誠, 伊庭斉志: "移民世代数と深さ依存交叉を用いた並列分散GP"情報処理学会論文誌:数理モデル化と応用. 43. 146-156 (2002)

    • Related Report
      2002 Annual Research Report
  • [Publications] Iba, H., Sakamoto, E.: "Inference of Differential Equation Models by Genetic Programming"Proc. of the Genetic and Evolutionary Computation Conference. 788-795 (2002)

    • Related Report
      2002 Annual Research Report
  • [Publications] Ando, S., Ishizuka, M., Iba, H.: "Evolving Analog Circuits by Variable Length Chromosomesa"Advances in Evolutionary Computing-Theory and Applications. 643-662 (2003)

    • Related Report
      2002 Annual Research Report
  • [Publications] 伊庭斉志: "遺伝的アルゴリズムと進化のメカニズム"岩波書店(岩波講座、物理の世界(物理と情報)5). 79 (2002)

    • Related Report
      2002 Annual Research Report
  • [Publications] N.Nikolay, H.Iba: "Regularization Approach to Inductive Genetic Programming"IEEE Trans.Evolutionary Computation. 5・4. 359-375 (2001)

    • Related Report
      2001 Annual Research Report
  • [Publications] N.Nikolay, H.Iba: "Accelerated Genetic Programming of Polynomials"Genetic Programming and Evolvable Machines. 2・3. 231-257 (2001)

    • Related Report
      2001 Annual Research Report
  • [Publications] 伊庭斉志: "遺伝的プログラミング入門"東京大学出版会. 262 (2001)

    • Related Report
      2001 Annual Research Report
  • [Publications] 伊庭斉志: "遺伝的アルゴリズムと進化のメカニズム"岩波書店. 82 (2002)

    • Related Report
      2001 Annual Research Report

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Published: 2001-04-01   Modified: 2016-04-21  

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