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2002 Fiscal Year Final Research Report Summary

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
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.

  • Research Products

    (15 results)

All Other

All Publications (15 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
  • [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
  • [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
  • [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
  • [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
  • [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
  • [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
  • [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
  • [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
  • [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
  • [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
  • [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
  • [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
  • [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
  • [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

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Published: 2004-04-14  

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