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Improvement of Learning Surface by Carefully-designed Interaction between Control and Mechanical Systems

Research Project

Project/Area Number 16560382
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Control engineering
Research InstitutionNagoya University

Principal Investigator

ISHIGURO Akio  Nagoya University, Dept.of Computational Science and Eng., Associate Professor, 大学院・工学研究科, 助教授 (90232280)

Co-Investigator(Kenkyū-buntansha) KAWAKATSU Toshihiro  Tohoku University, Dept.of Physics, Professor, 大学院・理学研究科, 教授 (20214596)
Project Period (FY) 2004 – 2005
Project Status Completed (Fiscal Year 2005)
Budget Amount *help
¥3,600,000 (Direct Cost: ¥3,600,000)
Fiscal Year 2005: ¥1,500,000 (Direct Cost: ¥1,500,000)
Fiscal Year 2004: ¥2,100,000 (Direct Cost: ¥2,100,000)
KeywordsEmergence / Real-time learning / Autonomous decentralized Control / Protein folding / Improvement of learning surface / Well-balanced coupling
Research Abstract

In the field of robotics, traditionally, a so-called "hardware first, software last" based design approach has been employed and thus the interplay between control and mechanical systems has not been investigated in depth to date. Recently, however, it has been widely accepted that the emergence of intelligence is strongly influenced by not only control systems but also embodiments, which is the physical properties of a robots' body. In light of these facts, this study intends to deal with the interdependency between control and mechanical systems, particularly from the viewpoint of learning. More specifically, the aim of this study is to clearly answer the following questions : (1) how should control and mechanical systems be coupled? ; and (2) what sort of interesting phenomena will emerge under such a well-balanced coupling. To this end, a decentralized control of a snake-like robot consisting of multiple body segments was mainly employed as a practical example. Despite its simplicity, the obtained results strongly suggest that there exist a best coupling between the control and body dynamics, which has never been clearly mentioned so far.
This approach is totally different from the concept of the recent "learning theories" where people accept singularities in the learning surface and search for a high-functional and sophisticated algorithm. If we take advantage of such degrees of freedom in the body dynamics, we can modify the landscape of the learning surface so that it does not have a singularity. This allows us to expect that even a "cheap" algorithm can satisfy the requirements for the finite-time convergence and the robustness.

Report

(3 results)
  • 2005 Annual Research Report   Final Research Report Summary
  • 2004 Annual Research Report
  • Research Products

    (21 results)

All 2006 2005 2004

All Journal Article (20 results) Book (1 results)

  • [Journal Article] 制御系と機構系の相互作用を活用した学習の高速化2005

    • Author(s)
      長谷川 貴臣 他
    • Journal Title

      第17回自律分散システム・シンポジウム資料

      Pages: 47-52

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] 制御系と機構系の相互作用を活用した学習の高効率化2005

    • Author(s)
      長谷川 貴臣 他
    • Journal Title

      ロボティクス・メカトロニクス講演会'05論文集CD-ROM(1P1-S-005) (CD-ROM)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Improvement of Learning Efficiency by Exploiting the Interplay between Control and Mechanical Systems2005

    • Author(s)
      Takaomi Hasegawa et al.
    • Journal Title

      Proc.of the 17th Symposium on Autonomous Decentralized Systems

      Pages: 47-52

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Improvement of Learning Efficiency by Exploiting the Interplay between Control and Mechanical Systems2005

    • Author(s)
      Takaomi Hasegawa et al.
    • Journal Title

      Proc.of ROBOMECH'04

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] 制御系と機構系間の相互作用を活用した学習の高効率化-ヘビ型ロボットを用いた事例研究-2005

    • Author(s)
      長谷川貴巨 他
    • Journal Title

      ロボティクス・メカトロニクス講演会'05論文集 (CD-ROM)

    • Related Report
      2005 Annual Research Report
  • [Journal Article] On the Coupling between Control and Mechanical Systems2005

    • Author(s)
      Akio Ishiguro
    • Journal Title

      Proc. of IEEE/RSJ IROS Workshop on Morphology, Control and Passive Dynamics (CD-ROM)

    • Related Report
      2005 Annual Research Report
  • [Journal Article] 制御糸と機構系間の相互作用を活用した学習の高効率化-ヘビ型ロボットを用いた事例研究-2005

    • Author(s)
      長谷川貴巨 他
    • Journal Title

      ロボティクス・メカトロニクス講演会'05論文集 (CD-ROM)(発表予定)

    • Related Report
      2004 Annual Research Report
  • [Journal Article] 制御系と機構系の有機的連関を活用した学習の高効率化2005

    • Author(s)
      長谷川貴巨 他
    • Journal Title

      第17回自律分散システム・シンポジウム資料

      Pages: 47-52

    • Related Report
      2004 Annual Research Report
  • [Journal Article] 制御系と機構系の有機的カップリングによる学習曲面の良設定化2004

    • Author(s)
      長谷川 貴臣 他
    • Journal Title

      ロボティクス・メカトロニクス講演会'04論文集CD-ROM(1P1-L1-16) (CD-ROM)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] 構成論敵アプローチによる制御系と身体系の有機的調和に関する一考察2004

    • Author(s)
      早川 宏治 他
    • Journal Title

      ロボティクス・メカトロニクス講演会'04論文集CD-ROM(1P1-L1-17) (CD-ROM)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] 機械系ダイナミクスを活用した学習曲面の良設定化2004

    • Author(s)
      山田 康武 他
    • Journal Title

      第22回日本ロボット学会学術講演会予稿集CD-ROM(2B18) (CD-ROM)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Improvement of Learning Surface by Exploiting the Interplay between Control and Mechanical Dynamics2004

    • Author(s)
      Takaomi Hasegawa et al.
    • Journal Title

      Proc. Of SICE Snnual Conference

      Pages: 896-900

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Improvement of Learning Surface by Exploiting the Interplay between Control and Mechanical Dynamics2004

    • Author(s)
      Takaomi Hasegawa et al.
    • Journal Title

      Proc.of SICE Annual Conference

      Pages: 896-900

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Cheap and Rapid Learning Inspired from Inspired from the Protein Folding2004

    • Author(s)
      Takaomi Hasegawa et al.
    • Journal Title

      Proc.of ROBOMECH'04

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] A Consideration of Well-balance Coupling between Control and Body Systems through a Synthetic Approach2004

    • Author(s)
      Koji Hayakawa et al.
    • Journal Title

      Proc.of ROBOMECH'04

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Improvement of Learning Surface by Exploiting Mechanical Dynamics2004

    • Author(s)
      Yasutake Yamada et al.
    • Journal Title

      Proc.of the 22th Annual Conference of the Robotics Society of Japan

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] 機構系ダイナミクスを活用した学習曲面の良設定化-四脚受動歩行機械を用いた事例研究-2004

    • Author(s)
      山田康武 他
    • Journal Title

      第22回日本ロボット学会学術講演会予稿集 (CD-ROM)

    • Related Report
      2004 Annual Research Report
  • [Journal Article] Improvement of Learning Surface by Exploiting the Interplay Between Control and Mechanical Dynamics2004

    • Author(s)
      Takaomi Hasegawa et al.
    • Journal Title

      Proc.of SICE Annual Conference (CD-ROM)

      Pages: 58-58

    • Related Report
      2004 Annual Research Report
  • [Journal Article] 制御系と機械系の有機的カップリングによる学習曲面の良設定化2004

    • Author(s)
      長谷川貴巨 他
    • Journal Title

      ロボティクス・メカトロニクス講演会'05論文集 (CD-ROM)

    • Related Report
      2004 Annual Research Report
  • [Journal Article] 構成論的アプローチによる制御系と身体系の有機的調和に関する一考察2004

    • Author(s)
      早川宏治 他
    • Journal Title

      ロボティクス・メカトロニクス講演会'05論文集 (CD-ROM)

    • Related Report
      2004 Annual Research Report
  • [Book] Adaptive Motion of Animals and Machines2006

    • Author(s)
      H.Kimura, K.Tsuchiya, A.Ishiguro, H.Witte
    • Total Pages
      280
    • Publisher
      Springer
    • Related Report
      2005 Annual Research Report

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Published: 2004-04-01   Modified: 2016-04-21  

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