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Improvement and Stavilization of Multiagent Resource Share Problem by Machine Learning and Exhaustive Simulation

Research Project

Project/Area Number 15K00328
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Intelligent informatics
Research InstitutionNational Institute of Advanced Industrial Science and Technology

Principal Investigator

Noda Itsuki  国立研究開発法人産業技術総合研究所, 情報・人間工学領域, 総括研究主幹 (40357744)

Co-Investigator(Kenkyū-buntansha) 山下 倫央  国立研究開発法人産業技術総合研究所, 情報・人間工学領域, 客員研究員 (50415759)
Project Period (FY) 2015-04-01 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥4,680,000 (Direct Cost: ¥3,600,000、Indirect Cost: ¥1,080,000)
Fiscal Year 2017: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Fiscal Year 2016: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Fiscal Year 2015: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Keywordsmultiagent / resource shareing / learning / simulation / social simulation / マルチエージェント / 強化学習 / シミュレーション / 資源共有問題 / 人流制御 / マルチエージェント学習 / Exploration 率 / 動的環境 / 進化的アルゴリズム / 社会シミュレーション / 避難シミュレーション / 行動モデルプログラミング / 網羅的シミュレーション
Outline of Final Research Achievements

As the bottom-up approach, we focused on multi-agent resource sharing problem with dynamically changing resources. We proposed a method called "Win or Update Exploration-ratio (WoUE)", in which each agent adjusts its exploration ratio through learning independently.
As the top-down approach, we picked up large scale pedestrian control at big events. We evaluated two top-down control methods, that are, fixed and adaptive dividing guidance of peoples via a simulator, and compared with real data.

Report

(4 results)
  • 2017 Annual Research Report   Final Research Report ( PDF )
  • 2016 Research-status Report
  • 2015 Research-status Report
  • Research Products

    (10 results)

All 2018 2017 2016 2015

All Journal Article (2 results) (of which Peer Reviewed: 1 results) Presentation (8 results) (of which Int'l Joint Research: 1 results,  Invited: 2 results)

  • [Journal Article] Adaptation Method of the Exploration Ratio Based on the Orientation of Equilibrium in Multi-Agent Reinforcement Learning Under Non-Stationary Environments2017

    • Author(s)
      Takuya Okano and Itsuki Noda
    • Journal Title

      Journal of Advanced Computational Intelligence and Intelligent Informatics

      Volume: 21 Issue: 5 Pages: 939-947

    • DOI

      10.20965/jaciii.2017.p0939

    • NAID

      130007520190

    • ISSN
      1343-0130, 1883-8014
    • Year and Date
      2017-09-20
    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] ロボカップ西暦2050年を目指して2017

    • Author(s)
      野田, 五十樹, 南方英明, 小林邦和,杉浦藤虎, 武村泰範 秋山英久, 岡田浩之
    • Journal Title

      知能と情報

      Volume: 29 Pages: 2-13

    • Related Report
      2017 Annual Research Report
  • [Presentation] マルチエージェント社会シミュレーションの可能性2018

    • Author(s)
      野田五十樹
    • Organizer
      OR学会北海道支部講演会
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] 大規模群集流動の制御に向 けたシミュレーション環境の開発と応 用2017

    • Author(s)
      山下倫央
    • Organizer
      複雑コミュニケーションサイエ ンス研究会
    • Related Report
      2017 Annual Research Report
  • [Presentation] マルチエージェント学習とExploration率2017

    • Author(s)
      野田五十樹
    • Organizer
      FUN-AI
    • Place of Presentation
      グリーンピア大沼(北海道・大沼)
    • Related Report
      2016 Research-status Report
  • [Presentation] マルチエージェント強化学習における進化的探査率調整法とその拡張2016

    • Author(s)
      岡野拓哉, 野田五十樹
    • Organizer
      情報処理学会第78回全国大会
    • Place of Presentation
      慶応大学(神奈川県横浜市)
    • Year and Date
      2016-03-11
    • Related Report
      2015 Research-status Report
  • [Presentation] マルチエージェントシミュレーションにおけるパレートデータ同化についての考察2016

    • Author(s)
      野田五十樹
    • Organizer
      JAWS 2016
    • Place of Presentation
      かんぽの宿岐阜羽島(岐阜県羽島市)
    • Related Report
      2016 Research-status Report
  • [Presentation] 屋外大規模イベントの流動制御に向けた動的群集誘導モデルの構築2016

    • Author(s)
      山下倫央, 松島裕康, 野田五十樹
    • Organizer
      人工知能学会全国大会
    • Place of Presentation
      北九州国際会議場(福岡県北九州市)
    • Related Report
      2016 Research-status Report
  • [Presentation] RoboCup: a grand challenge toward 20502016

    • Author(s)
      Itsuki Noda
    • Organizer
      IEEE-RAS IROS
    • Place of Presentation
      Daejeon Convention Center (韓国・大田)
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] マルチエージェント学習における探査率の進化的更新と全体最適からの乖離2015

    • Author(s)
      岡野拓哉, 野田五十樹
    • Organizer
      第9回データ指向構成マイニングとシミュレーション研究会
    • Place of Presentation
      慶応大学(神奈川県横浜市)
    • Year and Date
      2015-11-14
    • Related Report
      2015 Research-status Report

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Published: 2015-04-16   Modified: 2019-03-29  

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