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Acquisition Technology of Fair System Operation Methods Using Collaborative Learning Algorithm

Research Project

Project/Area Number 24560501
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field System engineering
Research InstitutionOsaka Prefecture University

Principal Investigator

MATSUMOTO Keinosuke  大阪府立大学, 工学(系)研究科(研究院), 教授 (90285304)

Co-Investigator(Renkei-kenkyūsha) MORI Naoki  大阪府立大学, 工学研究科, 准教授 (90295717)
Project Period (FY) 2012-04-01 – 2015-03-31
Project Status Completed (Fiscal Year 2014)
Budget Amount *help
¥5,460,000 (Direct Cost: ¥4,200,000、Indirect Cost: ¥1,260,000)
Fiscal Year 2014: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2013: ¥1,820,000 (Direct Cost: ¥1,400,000、Indirect Cost: ¥420,000)
Fiscal Year 2012: ¥2,340,000 (Direct Cost: ¥1,800,000、Indirect Cost: ¥540,000)
Keywords機械学習 / 協調学習 / エージェント
Outline of Final Research Achievements

A system has been modeled for its every components as multiagent systems that act autonomously. Since actual system has uncertain or immeasurable parameters, it is very difficult to set up the attainment method to a task or goal in advance for all cases. Therefore, a collaborative learning algorithm has been developed. The algorithm is a framework of the learning control which adapts to marginal environment through trial and error. This technique acquires fair operation methods, and it has been confirmed that it could use as environment which verifies the consistency in applying the system to actual human society.

Report

(4 results)
  • 2014 Annual Research Report   Final Research Report ( PDF )
  • 2013 Research-status Report
  • 2012 Research-status Report
  • Research Products

    (23 results)

All 2015 2014 2013 2012 Other

All Journal Article (7 results) (of which Peer Reviewed: 7 results,  Acknowledgement Compliant: 2 results) Presentation (15 results) Book (1 results)

  • [Journal Article] Applying Component-Based Technologies to Model Driven Software Development2015

    • Author(s)
      T. Mizuno, K. Matsumoto, and N. Mori
    • Journal Title

      Electronics and Communications in Japan

      Volume: Vol.98

    • NAID

      130003382794

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] 機械学習アルゴリズムを導入した適応度景観推定型進化型計算の提案2015

    • Author(s)
      長谷川 拓,森直樹,松本啓之亮
    • Journal Title

      システム制御情報学会論文誌

      Volume: Vol. 28

    • NAID

      130005093207

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] 追跡問題におけるゴールデンクロスを利用した切り換えQ学習2014

    • Author(s)
      伊木美太輔,松本啓之亮,森直樹
    • Journal Title

      電気学会論文誌C

      Volume: 134

    • NAID

      130004684940

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] A Supporting System for Cloud Service Integration Based on User Profiles2013

    • Author(s)
      T. Okabe, K. Matsumoto, and N. Mori
    • Journal Title

      Electrical Engineering in Japan

      Volume: 96 Issue: 9 Pages: 14-22

    • DOI

      10.1002/ecj.11444

    • NAID

      10030529356

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Applying Component-Based Technologies to Model Driven Software Development2013

    • Author(s)
      水野友貴,松本啓之亮,森直樹
    • Journal Title

      IEEJ Transactions on Electronics, Information and Systems

      Volume: 133 Issue: 12 Pages: 2275-2281

    • DOI

      10.1541/ieejeiss.133.2275

    • NAID

      130003382794

    • ISSN
      0385-4221, 1348-8155
    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] A Model-Driven Development Method for Management Information Systems2013

    • Author(s)
      T. Mizuno, K. Matsumoto and N. Mori
    • Journal Title

      Electrical Engineering in Japan

      Volume: 169 Pages: 1-6

    • NAID

      10030529373

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] 追跡問題における状態数とメモリ量の削減に着目したQ 学習2012

    • Author(s)
      伊木美太輔,松本啓之亮,森直樹
    • Journal Title

      システム制御情報学会論文誌

      Volume: 25 Pages: 266-271

    • NAID

      10031140170

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Presentation] A Round-Trip Engineering Method for Activity Diagrams and Source Code2015

    • Author(s)
      K. Matsumoto, R. Uenishi, and N. Mori
    • Organizer
      The 11th International Conference on Autonomic and Autonomous Systems
    • Place of Presentation
      Rome, Italy
    • Year and Date
      2015-05-24 – 2015-05-29
    • Related Report
      2014 Annual Research Report
  • [Presentation] 迷路環境追跡問題におけるエージェント行動履歴の有効利用2015

    • Author(s)
      後原拓弥,松本啓之亮,森直樹
    • Organizer
      第59回システム制御情報学会研究発表講演会
    • Place of Presentation
      大阪中央電気倶楽部(大阪市)
    • Year and Date
      2015-05-20 – 2015-05-22
    • Related Report
      2014 Annual Research Report
  • [Presentation] 人工株式市場分析のための標準エージェントセットに関する一考察2015

    • Author(s)
      住田和也,松本啓之亮,森直樹
    • Organizer
      第59回システム制御情報学会研究発表講演会
    • Place of Presentation
      大阪中央電気倶楽部(大阪市)
    • Year and Date
      2015-05-20 – 2015-05-22
    • Related Report
      2014 Annual Research Report
  • [Presentation] Japanese-Vietnamese Translation for Simple Sentences and Bilingual Corpus Improvement2014

    • Author(s)
      An Nguyen Le, K. Matsumoto, and N. Mori
    • Organizer
      The Third Asian Conference on Information Systems
    • Place of Presentation
      Nha Trang, Viet Nam
    • Year and Date
      2014-12-01 – 2014-12-03
    • Related Report
      2014 Annual Research Report
  • [Presentation] A Method of Applying Component-Based Software Technologies to Model Driven Development2014

    • Author(s)
      K. Matsumoto, T. Mizuno, and N. Mori
    • Organizer
      The Third International Conference on Intelligent Systems and Applications
    • Place of Presentation
      Seville, Spain
    • Year and Date
      2014-06-22 – 2014-06-26
    • Related Report
      2014 Annual Research Report 2013 Research-status Report
  • [Presentation] A Cloud System for Supporting Web Service Integration Based on User Preferences2012

    • Author(s)
      K. Matsumoto, T. Okabe, and N. Mori
    • Organizer
      International Conference on Mathematical Methods, Computational Techniques and Intelligent Systems
    • Place of Presentation
      Porto, Portugal
    • Related Report
      2012 Research-status Report
  • [Presentation] 追跡問題における状態数とメモリの削減に着目した強化学習2012

    • Author(s)
      伊木美太輔, 松本啓之亮, 森直樹
    • Organizer
      第56回システム制御情報学会研究発表講演会
    • Place of Presentation
      京都テルサ
    • Related Report
      2012 Research-status Report
  • [Presentation] 追跡問題におけるゴールデンクロスを利用した切り換え学習2012

    • Author(s)
      伊木美太輔, 松本啓之亮, 森直樹
    • Organizer
      第55回自動制御連合講演会
    • Place of Presentation
      京都大学吉田キャンパス
    • Related Report
      2012 Research-status Report
  • [Presentation] A Switching Q-Learning Approach Focusing on Partial States

    • Author(s)
      K. Matsumoto, T. Ikimi, and N. Mori
    • Organizer
      2013 IFAC Conference on Manufacturing Modelling, Management, and Control
    • Place of Presentation
      Saint Petersburg, Russia
    • Related Report
      2013 Research-status Report 2012 Research-status Report
  • [Presentation] 追跡問題におけるゴールデンクロスを利用したQ 学習

    • Author(s)
      伊木美太輔,松本啓之亮,森直樹,後原拓弥
    • Organizer
      第57回システム制御情報学会研究発表講演会
    • Place of Presentation
      兵庫県民会館
    • Related Report
      2013 Research-status Report
  • [Presentation] アクティビティ図から実行可能コードへの自動生成

    • Author(s)
      名越公昭, 松本啓之亮, 森直樹
    • Organizer
      第57回システム制御情報学会研究発表講演会
    • Place of Presentation
      兵庫県民会館
    • Related Report
      2013 Research-status Report
  • [Presentation] アクティビティ図へのラウンドトリップエンジニアリング実装

    • Author(s)
      上西諒, 松本啓之亮, 森直樹
    • Organizer
      第57回システム制御情報学会研究発表講演会
    • Place of Presentation
      兵庫県民会館
    • Related Report
      2013 Research-status Report
  • [Presentation] モデルコーパスを用いたアクティビティ図の再利用支援

    • Author(s)
      清原貴史,松本啓之亮,森直樹
    • Organizer
      第57回システム制御情報学会研究発表講演会
    • Place of Presentation
      兵庫県民会館
    • Related Report
      2013 Research-status Report
  • [Presentation] 追跡問題におけるエージェントQ 学習の中央集権化

    • Author(s)
      後原拓弥,松本啓之亮,森直樹
    • Organizer
      第58回システム制御情報学会研究発表講演会
    • Place of Presentation
      京都テルサ
    • Related Report
      2013 Research-status Report
  • [Presentation] アクティビティ図の再利用支援手法における検索法の改善の提案

    • Author(s)
      清原貴史,松本啓之亮,森直樹
    • Organizer
      第58回システム制御情報学会研究発表講演会
    • Place of Presentation
      京都テルサ
    • Related Report
      2013 Research-status Report
  • [Book] Advances in Intelligent Systems and Computing2014

    • Author(s)
      M. Ueno, N. Mori, and K. Matsumoto
    • Total Pages
      563
    • Publisher
      Springer International Publishing
    • Related Report
      2014 Annual Research Report

URL: 

Published: 2013-05-31   Modified: 2019-07-29  

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