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2012 Fiscal Year Final Research Report

On negotiation protocol/strategy exerting capabilities in large-scale multi-agent systems.

Research Project

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Project/Area Number 22300056
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section一般
Research Field Intelligent informatics
Research InstitutionWaseda University

Principal Investigator

SUGAWARA Toshiharu  早稲田大学, 理工学術院, 教授 (70396133)

Co-Investigator(Kenkyū-buntansha) KURIHARA Satoshi  大阪大学, 産業科学研究所, 准教授 (30397658)
Co-Investigator(Renkei-kenkyūsha) HIROTSU Toshio  法政大学, 情報科学部, 教授 (10378268)
FUKUDA Kensuke  国立情報学研究所, アーキテクチャ科学研究系, 准教授 (90435503)
Project Period (FY) 2010 – 2012
Keywordsマルチエージェントシステム / 負荷分散 / 契約ネットプロトコル / 学習 / 大規模分散システム / 分散処理
Research Abstract

We proposed the negotiation method, especially the effective task assignment method, in large-scale autonomous multi-agent systems based on contract net protocol and market-based allocation. In task assignment by the market- and bid-based approaches, agents will concentrate on a few specific "good" tasks for their selections. Thus, if the systems are large, the system’s efficiency often falls as a result. However, this performance degrade highly depends to the degree of the system’s workload. We introduced the concept of phantom tasks that are used to estimate the local workloads, and proposed the method in which agents decide their allocation strategy depending on the estimated workload.

  • Research Products

    (34 results)

All 2013 2012 2011 2010

All Journal Article (27 results) (of which Peer Reviewed: 27 results) Presentation (6 results) Book (1 results)

  • [Journal Article] Role and Member Selection in Team Formation Using Resource Estimation2013

    • Author(s)
      Masashi Hayano, Dai Hamada and Toshiharu Sugawara
    • Journal Title

      Proceedings of the 7th International KES Conference on Agents and Multi-agent Systems - Technologies and Applications, LNCS, Vietnam

      Volume: (採択決定済)

    • Peer Reviewed
  • [Journal Article] ADMIRE : Anomaly Detection Method Using Entropy-based PCA with Three-step Sketches2013

    • Author(s)
      Yoshiki Kanda, Romain Fontugne, Kensuke Fukuda and Toshiharu Sugawara
    • Journal Title

      Computer Communications

      Volume: Vol. 36, Issue 5 Pages: 575-588

    • URL

      http://www.sciencedirect.com/science/article/pii/S0140366412003994

    • Peer Reviewed
  • [Journal Article] Effective awaking interaction learning system that uses vital sensing2013

    • Author(s)
      Junya Nakase, Koichi Moriyama, Kiyoshi Kiyokawa, Masayuki Numao, Mayumi Oyama, and Satoshi Kurihara
    • Journal Title

      Proceedings of IEEE Sensors Applications Symposium (SAS)

      Pages: 104-108

    • Peer Reviewed
  • [Journal Article] Reorganization of Agent Networks with Reinforcement Learning based on Communication Delay2012

    • Author(s)
      Kazuki Urakawa and Toshiharu Sugawara
    • Journal Title

      Proceedings of 2012 IEEE/WIC/ACM International Conference on Intelligent Agent Technology (IAT-12)

      Pages: 324-331

    • URL

      http://dx.doi.org/10.1109/WI-IAT.2012.105

    • Peer Reviewed
  • [Journal Article] Deciding Roles for Efficient Team Formation by Parameter Learning,2012

    • Author(s)
      Dai Hamada and Toshiharu Sugawara
    • Journal Title

      Proceedings of the 6th International KES Conference on Agents and Multi-agent Systems - Technologies and Applications (KES-AMSTA 2012)

      Volume: LNCS 7327 Pages: 544-553

    • Peer Reviewed
  • [Journal Article] 階層型組織の再編成手法によるチーム編成の効率化とその評価2012

    • Author(s)
      浦川一紀, 菅原俊治
    • Journal Title

      エージェント合同シンポジウム(JAWS2012)論文集,日本ソフトウェア科学会、電子情報通信学会、人工知能学会、情報処理学会共催

    • Peer Reviewed
  • [Journal Article] Multi-agent traffic light control framework based on direct and indirect coordination2012

    • Author(s)
      Takashi Shirai, Yujiro Konaka, Junji Yano, Shigeki Nishimura, Koji Kagawa, Tetsuya Morita, Masayuki Numao and Satoshi Kurihara
    • Journal Title

      Proceedings of 7th International Workshop on Agents in Traffic and Transportation

      Pages: 1-9

    • Peer Reviewed
  • [Journal Article] 強化学習を用いたチーム編成の効率化モデルの提案と環境変化に対する評価2012

    • Author(s)
      佐藤大樹, 菅原俊治
    • Journal Title

      情報処理学会論文誌:数理モデル化と応用(TOM), 情報処理学会

      Volume: Vol. 5, No. 1 Pages: 40-49

    • URL

      http://www.bookpark.ne.jp/cm/ipsj/select_trans3.asp?category2=TOM&vol=5&no=1&code=

    • Peer Reviewed
  • [Journal Article] センサー情報からの系列パターンマイニング2012

    • Author(s)
      栗原聡, 福田健介, 菅原俊治
    • Journal Title

      人工知能学会誌

      Volume: Vol. 27, No. 2 Pages: 112-119

    • Peer Reviewed
  • [Journal Article] 段階的推定モデルによるセンサネットワークのトポロジー推定2011

    • Author(s)
      渡辺友太, 栗原聡, 菅原俊治,
    • Journal Title

      情報処理学会論文誌:数理モデル化と応用(TOM)

      Volume: Vol. 4, No.4 Pages: 37-48

    • URL

      http://www.bookpark.ne.jp/cm/ipsj/search.asp?flag=6&keyword=IPSJ-TOM0404005&mode=PDF

    • Peer Reviewed
  • [Journal Article] Adaptive Routing Point Control in Virtualized Local Area Networks Using Particle Swarm Optimizations2011

    • Author(s)
      Kensuke Takahashi, Toshio Hirotsu and Toshiharu Sugawara
    • Journal Title

      Proceedings of the 23rd IEEE International Conference on Tools with Artificial Intelligence (ICTAI 2011)

      Pages: 352-360

    • URL

      http://ieeexplore.ieee.org/xpl/freeabs_all.jsp?arnumber=6103349

    • Peer Reviewed
  • [Journal Article] 報酬に基づく強化学習を用いたチーム編成手法の提案と評価2011

    • Author(s)
      浜田大、菅原俊治
    • Journal Title

      FIT2011 予稿集

      Volume: RF-10

    • Peer Reviewed
  • [Journal Article] Time-Interval Clustering in Sequence Pattern Recognition as Tool for Behavior Modeling2011

    • Author(s)
      R. Legaspi, D. Sodkomkham, K. Maruo, K. Fukui, K. Moriyama, S. Kurihara and M. Numao
    • Journal Title

      Proceedings of International Workshop on Computation : Theory and Practice

      Volume: (online)

    • Peer Reviewed
  • [Journal Article] Efficient Team Formation based on Learning and Reorganization and Influence of Communication Delay2011

    • Author(s)
      Ryota Katayanagi and Toshiharu Sugawara
    • Journal Title

      Proceedings of the 11th IEEE International Conference on Computer and Information Technology (CIT-2011)

      Pages: 563-570

    • DOI

      DOI:10.1109/CIT.2011.18

    • Peer Reviewed
  • [Journal Article] 劇場における座席入札・割り当て戦略と各種利得への影響2011

    • Author(s)
      大榎啓太, 菅原俊治
    • Journal Title

      エージェント合同シンポジウム(JAWS2011)論文集, 日本ソフトウェア科学会、電子情報通信学会、人工知能学会、情報処理学会共催

    • Peer Reviewed
  • [Journal Article] 報酬割当の学習に基づくチーム編成の効率化2011

    • Author(s)
      浜田大, 菅原俊治
    • Journal Title

      エージェント合同シンポジウム(JAWS2011)論文集, 日本ソフトウェア科学会、電子情報通信学会、人工知能学会、情報処理学会共催

    • Peer Reviewed
  • [Journal Article] Evolving Subjective Utilities : Prisoner's Dilemma Game Examples2011

    • Author(s)
      Koichi Moriyama, Satoshi Kurihara, Masayuki Numao
    • Journal Title

      Proceedings of the 10th International Joint Conference on Autonomous Agents and Multiagent Systems (AAMAS2011)

      Pages: 233-240

    • Peer Reviewed
  • [Journal Article] Emergence of Norms for Social Efficiency in Partially Iterative Non-Coordinated Games2011

    • Author(s)
      Toshiharu Sugawara
    • Journal Title

      Proceedings of the 10th International Joint Conference on Autonomous Agents and Multiagent Systems (AAMAS2011)

      Pages: 1193-1194

    • Peer Reviewed
  • [Journal Article] 離散PSO を用いた分散仮想ルータのための動的中継点制御2011

    • Author(s)
      高橋謙輔, 阿部洋丈, 廣津登志夫, 菅原俊治,
    • Journal Title

      人工知能学会論文誌

      Volume: Vol. 26, No. 1 Pages: 25-33

    • URL

      http://www.jstage.jst.go.jp/article/tjsai/26/1/26_25/_article/-char/ja/

    • Peer Reviewed
  • [Journal Article] リンクの動的生成を用いたチーム編成の効率化の提案と評価2011

    • Author(s)
      片柳亮太, 菅原俊治
    • Journal Title

      人工知能学会論文誌

      Volume: Vol. 26, No. 1 Pages: 76-85

    • URL

      http://www.jstage.jst.go.jp/article/tjsai/26/1/26_76/_article/-char/ja/

    • Peer Reviewed
  • [Journal Article] Effect of Alternative Distributed Task Allocation Strategy Based on Local Observations in Contract Net Protocol2010

    • Author(s)
      Toshiharu Sugawara, Kensuke Fukuda, Toshio Hirotsu and Satoshi Kurihara
    • Journal Title

      Proceedings of the 13th international conference on Principles and Practice of Multi-Agent Systems (PRIMA 2010)

      Pages: 144-151

    • Peer Reviewed
  • [Journal Article] Sensor Network Topology Estimation Using Time-Series Data from Infrared Human Presence Sensors2010

    • Author(s)
      Yuta Watanabe, Satoshi Kurihara and Toshiharu Sugawara
    • Journal Title

      Proceedings of the 9th Annual IEEE Conference on Sensors (SENSORS 2010)

      Pages: 664-667

    • URL

      http://ieeexplore.ieee.org/xpl/mostRecentIssue.jsp?asf_arn=null&asf_iid=null&asf_pun=5678851&asf_in=null&asf_rpp=null&asf_iv=null&asf_sp=null&asf_pn=16

    • Peer Reviewed
  • [Journal Article] Fluctuated Peer Selection Policy and its Performance in Large-Scale Multi-agent Systems2010

    • Author(s)
      Toshio Hirotsu, Shin-ya Sato, Osamu Akashi and Satoshi Kurihara
    • Journal Title

      International Journal of Web Intelligence and Agent Systems

      Volume: Vol.8, No.3 Pages: 255-268

    • Peer Reviewed
  • [Journal Article] Adaptive Probabilistic Task Allocation in Large-Scale Multi-Agent Systems and its Evaluation2010

    • Author(s)
      Toshiharu Sugawara, Kensuke Fukuda, Toshio Hirotsu and Satoshi Kurihara
    • Journal Title

      Proceedings of the Genetic and Evolutionary Computation Conference 2010 (GECCO 2010)

      Pages: 1311-1132

    • URL

      http://portal.acm.org/citation.cfm?id=1830483.1830718&coll=DL&dl=GUIDE&CFID=21720564&CFTOKEN=30537901

    • Peer Reviewed
  • [Journal Article] 同期とグラフを用いたクラスタリング手法の提案と評価2010

    • Author(s)
      速水雄太郎, 菅原俊治
    • Journal Title

      電子情報通信学会論文誌D

      Volume: Vol. J93-D, No.7 Pages: 1226-1235

    • URL

      http://search.ieice.org/bin/summary.php?id=j93-d_7_1226&category=D&year=2010&lang=J&abst=

    • Peer Reviewed
  • [Journal Article] Effect of Probabilistic Task Allocation Based on Statistical Analysis of Bid Values2010

    • Author(s)
      Toshiharu Sugawara, Kensuke Fukuda, Toshio Hirotsu and Satoshi Kurihara
    • Journal Title

      Proceedings of 9th International Joint Conference on Autonomous Agents and Multiagent Systems (AAMAS2010)

      Pages: 1603-1604

    • URL

      http://portal.acm.org/citation.cfm?id=1838206.1838502&coll=DL&dl=GUIDE&CFID=21720564&CFTOKEN=30537901

    • Peer Reviewed
  • [Journal Article] 通信遅延を考慮する強化学習を用いたチーム編成の効率化手法の提案と評価2010

    • Author(s)
      片柳亮太, 菅原俊治
    • Journal Title

      エージェント合同シンポジウム(JAWS2010)論文集,日本ソフトウェア科学会、電子情報通信学会、人工知能学会、情報処理学会共催

    • Peer Reviewed
  • [Presentation] リソース推定方法と役割学習を組み合わせたチーム編成の効率化について2013

    • Author(s)
      早野真史, 浜田大, 菅原俊治
    • Organizer
      知能システム研究会予稿集 ICS, Vol.2013-ICS-170, No.11, 情報処理学会社会システムと情報技術研究ウィーク
    • Place of Presentation
      ルスツリゾート
    • Year and Date
      20130310-13
  • [Presentation] 家庭におけるスマートメーターを活用した電力制御・売買手法の提案2013

    • Author(s)
      坂本裕紀, 菅原俊治
    • Organizer
      情報処理学会全国大会, 5S-8
    • Place of Presentation
      東北大学
    • Year and Date
      20130306-08
  • [Presentation] DNS クエリのクラスタリングによるクエリパターンの異常検出2013

    • Author(s)
      風戸雄太, 福田健介, 菅原俊治
    • Organizer
      情報処理学会全国大会, 3Z-1
    • Place of Presentation
      東北大学
    • Year and Date
      20130306-08
  • [Presentation] 遅延観測に基づいた階層型組織の再編成手法とその評価2012

    • Author(s)
      浦川一紀, 菅原俊治
    • Organizer
      社会システムと情報技術研究ウィーク,(人工知能と知識処理研究会技術研究報告)
    • Place of Presentation
      信学技報, Vol. 111, No. 474, pp. 13-18,電子情報通信学会, 定山渓
    • Year and Date
      20120311-13
  • [Presentation] 劇場における座席入札・割り当て戦略とその影響2011

    • Author(s)
      大榎啓太, 菅原俊治
    • Organizer
      日本ソフトウェア科学会全国大会予稿集, 7E-1
    • Place of Presentation
      那覇
    • Year and Date
      20110927-29
  • [Presentation] 報酬配分に基づく強化学習を用いた効率的なチーム編成手法の提案2011

    • Author(s)
      浜田大, 菅原俊治
    • Organizer
      第25回人工知能学会全国大会(JSAI2011), 1F3-3
    • Place of Presentation
      いわて県民情報交流センタ, 盛岡
    • Year and Date
      20110601-03
  • [Book] PRIMA 2012 : Principles and Practice of Multi-Agent Systems, LNCS/LNAI 74552012

    • Author(s)
      Iyad Rahwan,WayneWobcke, Sandip Sen and Toshiharu Sugawara (Eds.)
    • Publisher
      Springer

URL: 

Published: 2014-08-29  

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