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Developing an operations support system for swarm robotic systems based on their behavior analysis

Research Project

Project/Area Number 17K14627
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Intelligent mechanics/Mechanical systems
Research InstitutionUniversity of Toyama

Principal Investigator

Yasuda Toshiyuki  富山大学, 学術研究部工学系, 准教授 (60435451)

Project Period (FY) 2017-04-01 – 2020-03-31
Project Status Completed (Fiscal Year 2019)
Budget Amount *help
¥4,160,000 (Direct Cost: ¥3,200,000、Indirect Cost: ¥960,000)
Fiscal Year 2018: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2017: ¥2,990,000 (Direct Cost: ¥2,300,000、Indirect Cost: ¥690,000)
Keywordsスワームロボティクス / 群れ行動 / 進化ロボティクス / 行動学習 / ヒューマンスワームインタラクション / 群れ行動生成 / 群れ行動解析 / 知能ロボティックス / 計算知能
Outline of Final Research Achievements

Swarm robotics is an application of swarm intelligence observed in insect colonies, fish schools, and bird flocks to multi-robot systems. The main research in swarm robotics focus on how to generate swarm behavior, and behavior rules based on the observation of biological swarms are often implemented. In this research, automatic design approaches, such as Evolutionary Robotics, are adopted for developing more robust, flexible, and scalable swarm behavior. The following projects have been conducted: (1) behavior generation of robotics swarms that have simple neural controllers, (2) human-swarm interaction via a locally-informed teleoperated robot, and (3) verifications in physical robot experiments based on a minimalist approach.

Academic Significance and Societal Importance of the Research Achievements

スワームロボティクスにおける群れの振る舞いを発現させる手法の主流は,タスクに必要であろう部分的な行動を事前に組み込む形式である.このようなアプローチでは,適用するタスクごとの設計が必要であり高難度なものの取り扱いが困難である.本研究での成果は,状況に応じた行動生成・調整をロボット群が自動的に行うものであり,不確実で変動する環境における持続可能な適応的システムのための方法論として期待される.工学的・社会的観点では,災害現場での活動,巨大インフラの点検,環境保全など幅広い応用につながる研究といえる.

Report

(4 results)
  • 2019 Annual Research Report   Final Research Report ( PDF )
  • 2018 Research-status Report
  • 2017 Research-status Report
  • Research Products

    (16 results)

All 2020 2019 2018 2017 Other

All Journal Article (5 results) (of which Peer Reviewed: 5 results,  Open Access: 5 results) Presentation (10 results) (of which Int'l Joint Research: 7 results,  Invited: 1 results) Remarks (1 results)

  • [Journal Article] Sharing Experience for Behavior Generation of Real Swarm Robot Systems Using Deep Reinforcement Learning2019

    • Author(s)
      Yasuda Toshiyuki、Ohkura Kazuhiro
    • Journal Title

      Journal of Robotics and Mechatronics

      Volume: 31 Issue: 4 Pages: 520-525

    • DOI

      10.20965/jrm.2019.p0520

    • NAID

      130007691495

    • ISSN
      0915-3942, 1883-8049
    • Year and Date
      2019-08-20
    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Evolutionary Acquisition of Autonomous Specialization in a Path-Formation Task of a Robotic Swarm2018

    • Author(s)
      Hiraga Motoaki、Yasuda Toshiyuki、Ohkura Kazuhiro、Graduate School of Engineering, Hiroshima University 1-4-1 Kagamiyama, Higashi-Hiroshima, Hiroshima 739-8527, Japan、Graduate School of Science and Engineering, University of Toyama 3190 Gofuku, Toyama 930-8555, Japan
    • Journal Title

      Journal of Advanced Computational Intelligence and Intelligent Informatics

      Volume: 22 Issue: 5 Pages: 621-628

    • DOI

      10.20965/jaciii.2018.p0621

    • NAID

      130007485250

    • ISSN
      1343-0130, 1883-8014
    • Year and Date
      2018-09-20
    • Related Report
      2018 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Reinforcement learning based on a mechanism of selecting state space representations in multi-robot systems2018

    • Author(s)
      山田和明, 保田俊行, 大倉和博
    • Journal Title

      Transactions of the JSME (in Japanese)

      Volume: 84 Issue: 862 Pages: 17-00288-17-00288

    • DOI

      10.1299/transjsme.17-00288

    • NAID

      130007410747

    • ISSN
      2187-9761
    • Related Report
      2018 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Evolving autonomous specialization in congested path formation task of robotic swarms2018

    • Author(s)
      Hiraga Motoaki、Wei Yufei、Yasuda Toshiyuki、Ohkura Kazuhiro
    • Journal Title

      Artificial Life and Robotics

      Volume: 23 Issue: 4 Pages: 547-554

    • DOI

      10.1007/s10015-018-0483-5

    • Related Report
      2018 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Generating and analyzing hierarchical interaction in a flock of robotic swarms2018

    • Author(s)
      Yasuda Toshiyuki、Ohkura Kazuhiro
    • Journal Title

      Artificial Life and Robotics

      Volume: 23 Issue: 4 Pages: 481-488

    • DOI

      10.1007/s10015-018-0485-3

    • Related Report
      2018 Research-status Report
    • Peer Reviewed / Open Access
  • [Presentation] 機能制約の大きい状況以下における群ロボットの協調搬送行動の生成2020

    • Author(s)
      下平新,太田俊介,保田俊行,神代充
    • Organizer
      日本機械学会 北陸信越支部 第57期総会・講演会
    • Related Report
      2019 Annual Research Report
  • [Presentation] 深層学習を用いたセファロ分析のための計測点検出手法の開発2020

    • Author(s)
      鮒岡弘樹,太田俊介,保田俊行,神代充
    • Organizer
      日本機械学会 北陸信越支部 第57期総会・講演会
    • Related Report
      2019 Annual Research Report
  • [Presentation] On the scalability of evolutionary swarm robotic systems from the viewpoint of the individual simplicity2019

    • Author(s)
      Toshiyuki Yasuda, Mitsuru Jindai, and Shunsuke Ota
    • Organizer
      SICE Annual Conference 2019
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] How Robot Specifications Affect Cooperative Behavior Generation Process in Evolutionary Robotic Swarms2018

    • Author(s)
      Toshiyuki Yasuda, Shunsuke Ota and Mitsuru Jindai
    • Organizer
      14th International Conference on Industrial Management
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] Leading a Swarm of Mobile Robots via a Locally Informed Teleoperated Robot2018

    • Author(s)
      Toshiyuki Yasuda, Shunsuke Ota and Mitsuru Jindai
    • Organizer
      22nd Asia Pacific Symposium on Intelligent and Evolutionary Systems
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] Collective Behavior Acquisition of Real Robotic Swarms using Deep Reinforcement Learning2018

    • Author(s)
      Toshiyuki Yasuda and Kazuhiro Ohkura
    • Organizer
      Second IEEE International Conference on Robotic Computing
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] ロボットの群れの挙動形成のための進化・学習アプローチ2018

    • Author(s)
      保田俊行
    • Organizer
      電気学会 電子・情報・システム部門(C部門) 制御研究会
    • Related Report
      2017 Research-status Report
    • Invited
  • [Presentation] Evolutionary Acquisition of Congestion Management of a Robotic Swarm in a Path Formation Task2017

    • Author(s)
      Motoaki Hiraga, Toshiyuki Yasuda and Kazuhiro Ohkura
    • Organizer
      The 2nd International Symposium on Swarm Behavior and Bio-Inspired Robotics
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Hierarchical Interaction Based Flocking in Swarm Robotic Systems2017

    • Author(s)
      Toshiyuki Yasuda and Kazuhiro Ohkura
    • Organizer
      The 2nd International Symposium on Swarm Behavior and Bio-Inspired Robotics
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Collective Cognition: A Case Study of Evolutionary Swarm Robotics in the Collective Foraging Problem with Poison2017

    • Author(s)
      Yufei Wei, Toshiyuki Yasuda and Kazuhiro Ohkura
    • Organizer
      2017 IEEE/SICE International Symposium on System Integration
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Remarks] 富山大学 保田俊行

    • URL

      http://www3.u-toyama.ac.jp/yasuda/

    • Related Report
      2019 Annual Research Report 2018 Research-status Report 2017 Research-status Report

URL: 

Published: 2017-04-28   Modified: 2021-02-19  

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