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A study of interaction scheme and external computation resource for heterogenous autonomous robots

Research Project

Project/Area Number 17500117
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Perception information processing/Intelligent robotics
Research InstitutionFuture University-Hakodate

Principal Investigator

OSAWA Eiichi  Future University-Hakodate, School of System Information Science, Professor, システム情報科学部, 教授 (60325884)

Co-Investigator(Kenkyū-buntansha) SUZUKI Keiji  Future University-Hakodate, School of System Information Science, Professor, システム情報科学部, 教授 (10250482)
MIKAMI Sadayoshi  Future University-Hakodate, School of System Information Science, Professor, システム情報科学部, 教授 (50229655)
KATO Koji  Future University-Hakodate, School of System Information Science, Associate Professor, システム情報科学部, 准教授 (30273874)
OKUNO Taku  Future University-Hakodate, School of System Information Science, Associate Professor, システム情報科学部, 准教授 (30360936)
Project Period (FY) 2005 – 2006
Project Status Completed (Fiscal Year 2006)
Budget Amount *help
¥3,500,000 (Direct Cost: ¥3,500,000)
Fiscal Year 2006: ¥1,300,000 (Direct Cost: ¥1,300,000)
Fiscal Year 2005: ¥2,200,000 (Direct Cost: ¥2,200,000)
KeywordsDistributed system / Autonomous Roboto / Mixture Scheme / Reinforcement learning / Integrated architecture / Collision avoidance / Agent platform / エージェントプラットフォーム / 自律ロボット / 分散協調システム / アドホックネットワーク / マルチエージェントシステム / ロボット間通信 / モバイルエージェント
Research Abstract

We have developed an integrated architecture for multiple small mowing robots. The architecture includes (1) a mixture scheme to improve reliability of robots, (2) agent framework to enable cooperation among robots, (3) a scheduling methods for robots, and (4) learning scheme for robot action policy. The developed mowing robots consists of a basic mowing unit, CPU, GPS, and communication module as well.
The previous work shows that small mowing robots suffers from several problems. They include (1) robots easily stack on uneven surface, (2) low path trace capability, and (3) communication is unstable in the outside environment Furthermore, robots need to be recharged when they gets lower electricity energy. Tb handle these problems, we need to device robust and efficient working strategy for robots, which includes robots and charging stations. For that purpose, we have developed mixture scheme to improve the reliability of robots.
Also, we have developed agent framework based on Web service technology, which enables cooperation among robots. The framework includes Java mobile agent Robots are able to cooperate based on the framework We also show efficiency of the scheme.
As far as the learning of action policy of robots is concerned, we have developed two learning features of robots. One is for collision avoidance, and the other is for on demand learning of escape from stuck situation. The simulation results shows efficiency of these features. We also implemented these feature on the real robots. The experimental results of the real robots are consistent with the simulation results.

Report

(3 results)
  • 2006 Annual Research Report   Final Research Report Summary
  • 2005 Annual Research Report
  • Research Products

    (19 results)

All 2007 2006 2005

All Journal Article (19 results)

  • [Journal Article] 機械学習を用いた自律移動ロボット群における衝突回避行動獲得2007

    • Author(s)
      砂山享祐, 三上貞芳, 鈴木恵二, 大沢英一
    • Journal Title

      日本機械学会ロボティクス&メカトロニクス講演会'07(ROBOMEC2007)講演論文集

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2006 Final Research Report Summary
  • [Journal Article] 実環境競合解消のための通信量を抑えた機械学習手法-自律移動ロボット群の衝突回避問題-2007

    • Author(s)
      砂山享祐, 三上貞芳, 鈴木恵二, 大沢英一
    • Journal Title

      情報処理学会第69回全国大会予稿集

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2006 Final Research Report Summary
  • [Journal Article] 機械学習を用いた自律移動ロボット群における衝突回避行動獲得2007

    • Author(s)
      砂山亨祐, 三上貞芳, 鈴木恵二, 大沢英一
    • Journal Title

      日本機械学会ロボティクス&メカトロニクス講演会'07(ROBOMEC2007)講演論文集

    • Related Report
      2006 Annual Research Report
  • [Journal Article] 実環境競合解消のための通信量を抑えた機械学習手法-自律移動ロボット群の衝突回避問題-2007

    • Author(s)
      砂山亨祐, 三上貞芳, 鈴木恵二, 大沢英一
    • Journal Title

      情報処理学会第69回全国大会予稿集

    • Related Report
      2006 Annual Research Report
  • [Journal Article] 強化学習を用いた複数台の衝突回避行動獲得2006

    • Author(s)
      砂山享祐, 三上貞芳, 鈴木 恵二, 大沢 英一
    • Journal Title

      日本機械学会ロボティクス&メカトロニクス講演会'06(ROBOMEC2006)講演論文集

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2006 Final Research Report Summary
  • [Journal Article] 小型芝刈りロボット群のパスプランニング手法2006

    • Author(s)
      佐藤智則, 鈴木恵二
    • Journal Title

      日本機械学会ロボティクス&メカトロニクス講演会'06(ROBOMEC2006)講演論文

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2006 Final Research Report Summary
  • [Journal Article] 小型芝刈りロボット群における混合移動戦略の評価2006

    • Author(s)
      佐藤智則, 鈴木恵二
    • Journal Title

      精密工学会北海道支部学術講演会論文集

      Pages: 190-193

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2006 Annual Research Report 2006 Final Research Report Summary
  • [Journal Article] 小型芝刈りロボット群のパスプランニング手法-ポテンシャル領域分割法の提案-2006

    • Author(s)
      佐藤智則, 鈴木恵二
    • Journal Title

      情報処理北海道シンポジウム

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2006 Annual Research Report 2006 Final Research Report Summary
  • [Journal Article] Mixture Strategy of Mowing Path Plan for Small Mowing Robots2006

    • Author(s)
      Tomonori Sato, Keiji Suzuki
    • Journal Title

      Procs of ICARA2006

      Pages: 521-525

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2006 Annual Research Report 2006 Final Research Report Summary
  • [Journal Article] 実環境競合解消のための通信量を抑えた機械学習手法2006

    • Author(s)
      砂山享祐, 三上貞芳, 鈴木恵二, 大沢英一
    • Journal Title

      SI2006講演会論文集

    • NAID

      170000172621

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2006 Final Research Report Summary
  • [Journal Article] Mixure Strategy of Mowing Path Plan for Small Mowing Robots2006

    • Author(s)
      Tomonori Sato, Keiji Suzuki
    • Journal Title

      Procs. of ICARA2006

      Pages: 521-525

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2006 Final Research Report Summary
  • [Journal Article] 強化学習を用いた複数台の衝突回避行動獲得2006

    • Author(s)
      砂山亨祐, 三上貞芳, 鈴木 恵二, 大沢英一
    • Journal Title

      日本機械学会ロボティクス&メカトロニクス講演会'06(ROBOMEC2006)講演論文集

    • Related Report
      2006 Annual Research Report
  • [Journal Article] 小型芝刈りロボット群のパスプランニング手法2006

    • Author(s)
      佐藤智則, 鈴木恵二
    • Journal Title

      日本機械学会ロボティクス&メカトロニクス講演会'06(ROBOMEC2006)講演論文集

    • Related Report
      2006 Annual Research Report
  • [Journal Article] 実環境競合解消のための通信量を抑えた機械学習手法2006

    • Author(s)
      砂山亨祐, 三上貞芳, 鈴木恵二, 大沢英一
    • Journal Title

      SI2006講演会論文集

    • NAID

      170000172621

    • Related Report
      2006 Annual Research Report
  • [Journal Article] Control of the small mowing robots using SOAP2005

    • Author(s)
      T.Sato, K.Suzuki
    • Journal Title

      Proc.of 36th Int.Sym.on robotics (ISR2005)

      Pages: 95-98

    • Related Report
      2005 Annual Research Report
  • [Journal Article] SOAP通信による小型芝刈りロボット群の制御2005

    • Author(s)
      佐藤智則, 鈴木恵二
    • Journal Title

      日本機械学会ロボティクス・メカトロニクス講演会2005講演予稿集 (CD-ROM)

    • Related Report
      2005 Annual Research Report
  • [Journal Article] Webサービス技術を基盤としたモバイルエージェント2005

    • Author(s)
      高山貴裕, 大沢英一
    • Journal Title

      合同エージェントワークショップ&シンポジウム(JAWS-2005)講演論文集

      Pages: 429-436

    • Related Report
      2005 Annual Research Report
  • [Journal Article] 強化学習を用いた屋外型自律車輪移動ロボットの脱出行動系列の獲得-限定されたセンサ情報の下での学習-2005

    • Author(s)
      今佑介, 三上貞芳
    • Journal Title

      日本機械学会ロボティクス&メカトロニクス講演会2005講演予稿集 (CD-ROM)

    • Related Report
      2005 Annual Research Report
  • [Journal Article] Learning of Escape Strategy for Out-door Autonomous Robot by Reinforcement Learning with On-demand Default Value Generation2005

    • Author(s)
      Yusuke Kon, Kazuyuki Hyodo, Sadayoshi Mikami
    • Journal Title

      Proceedings of International Symposium on Robotics 2005

    • Related Report
      2005 Annual Research Report

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Published: 2005-04-01   Modified: 2016-04-21  

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