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Game Theoretic Learning Approach to Cooperative Active Sensing for Visual Sensor Networks

Research Project

Project/Area Number 25420430
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Control engineering/System engineering
Research InstitutionTokyo Institute of Technology

Principal Investigator

Hatanaka Takeshi  東京工業大学, 理工学研究科, 准教授 (10452012)

Project Period (FY) 2013-04-01 – 2016-03-31
Project Status Completed (Fiscal Year 2015)
Budget Amount *help
¥5,070,000 (Direct Cost: ¥3,900,000、Indirect Cost: ¥1,170,000)
Fiscal Year 2015: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Fiscal Year 2014: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Fiscal Year 2013: ¥1,820,000 (Direct Cost: ¥1,400,000、Indirect Cost: ¥420,000)
Keywords制御理論 / ゲーム理論 / 協調制御 / ビジュアルセンサネットワーク / 能動センシング
Outline of Final Research Achievements

In this project, we have presented distributed active sensing methods for a visual sensor network, a networked multi-camera system, so as to maximize the acquired information on environment. We first have developed two different active sensing methodologies based on game theoretic learning theory, which do never require prior knowledge on uncertain environment. We then have presented another approach using distributed optimization on matrix manifolds in order to accelerate adaptability to environmental changes. In addition, a novel distributed target motion prediction algorithm has been proposed in the project. Moreover, we have built a testbed of the visual sensor network system and then have demonstrated all of the above algorithms. Also, a novel simulator of the sensor network system has been developed using a 3D animation software, called blender.

Report

(4 results)
  • 2015 Annual Research Report   Final Research Report ( PDF )
  • 2014 Research-status Report
  • 2013 Research-status Report
  • Research Products

    (25 results)

All 2016 2015 2014 2013 Other

All Int'l Joint Research (2 results) Journal Article (7 results) (of which Int'l Joint Research: 1 results,  Peer Reviewed: 7 results) Presentation (14 results) (of which Int'l Joint Research: 4 results,  Invited: 4 results) Book (2 results)

  • [Int'l Joint Research] Institute for System Dynamics/University of Stuttgart(Germany)

    • Related Report
      2015 Annual Research Report
  • [Int'l Joint Research] Department of Environmental/Science and Technology/Cyprus University of Technology(Cyprus)

    • Related Report
      2015 Annual Research Report
  • [Journal Article] A Payoff-based Learning Approach to Cooperative Environmental Monitoring for PTZ Visual Sensor Networks2016

    • Author(s)
      T. Hatanaka, Y. Wasa, R. Funada, A. Charalambides and M. Fujita
    • Journal Title

      IEEE Transactions on Automatic Control

      Volume: 61 Issue: 3 Pages: 709-724

    • DOI

      10.1109/tac.2015.2450611

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Cooperative Visual Environmental Monitoring: A Gradient Descent Approach on <i>SO</i>(3)2015

    • Author(s)
      舩田陸,畑中健志,藤田政之
    • Journal Title

      Transactions of the Society of Instrument and Control Engineers

      Volume: 51 Issue: 3 Pages: 139-147

    • DOI

      10.9746/sicetr.51.139

    • NAID

      130004855736

    • ISSN
      0453-4654, 1883-8189
    • Related Report
      2014 Research-status Report
    • Peer Reviewed
  • [Journal Article] Application of Irrational Decisions to Simple Experimentation to Guarantee Welfare Maximization2014

    • Author(s)
      Y. Wasa, T. Hatanaka and M. Fujita
    • Journal Title

      SICE Journal of Control, Measurement, and System Integration

      Volume: 7 Issue: 4 Pages: 199-204

    • DOI

      10.9746/jcmsi.7.199

    • Related Report
      2014 Research-status Report
    • Peer Reviewed
  • [Journal Article] Stochastic Estimation Performance Analysis of Visual Motion Observer2014

    • Author(s)
      山内淳矢,佐藤訓志,畑中健志,藤田政之
    • Journal Title

      Transactions of the Institute of Systems, Control and Information Engineers

      Volume: 27 Issue: 11 Pages: 443-451

    • DOI

      10.5687/iscie.27.443

    • NAID

      130005130285

    • ISSN
      1342-5668, 2185-811X
    • Related Report
      2014 Research-status Report
    • Peer Reviewed
  • [Journal Article] Cooperative Estimation of Averaged 3D Moving Target Object Poses via Networked Visual Motion Observers2013

    • Author(s)
      Takeshi Hatanaka
    • Journal Title

      IEEE Transactions on Automatic Control

      Volume: 3 Issue: 3 Pages: 623-638

    • DOI

      10.1109/tac.2012.2215732

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Improved Distributed Coverage Control for Robotic Visual Sensor Network under Limited Energy Storage2013

    • Author(s)
      Azwirman Gusrialdi, Risvan Dirza, Takeshi Hatanaka, Masayuki Fujita
    • Journal Title

      International Journal of Imaging and Robotics

      Volume: 10

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Passivity-based Visual Feedback Pose Regulation Integrating a Target Motion Model in Three Dimensions2013

    • Author(s)
      Tatsuya Ibuki, Takeshi Hatanaka, Masayuki Fujita
    • Journal Title

      SICE Journal of Control, Measurement, and System Integration

      Volume: 6

    • NAID

      10031199682

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Presentation] 分散最適化2016

    • Author(s)
      畑中健志
    • Organizer
      第3回計測自動制御学会制御部門マルチシンポジウム
    • Place of Presentation
      名古屋市
    • Year and Date
      2016-03-07
    • Related Report
      2015 Annual Research Report
    • Invited
  • [Presentation] Passivity-Based Control and Optimization in Networked Robotics2016

    • Author(s)
      Takeshi Hatanaka
    • Organizer
      CCDC Seminar
    • Place of Presentation
      Santa Barbara, CA, USA
    • Year and Date
      2016-03-04
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] 分散最適化2015

    • Author(s)
      畑中健志
    • Organizer
      第58回自動制御連合講演会
    • Place of Presentation
      神戸市
    • Year and Date
      2015-11-14
    • Related Report
      2015 Annual Research Report
    • Invited
  • [Presentation] Experimental Study on Persistent Coverage Control with Information Decay2015

    • Author(s)
      Takeshi Hatanaka
    • Organizer
      SICE Annual Conference 2015
    • Place of Presentation
      Hangzhou, China
    • Year and Date
      2015-07-28
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Experimental Study of Gradient-Based Visual Coverage Control on SO(3) Toward Moving Object/Human Monitoring2015

    • Author(s)
      Takeshi Hatanaka
    • Organizer
      2015 American Control Conference
    • Place of Presentation
      Chicago, IL, USA
    • Year and Date
      2015-07-01
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Stochastic Performance Analysis of Visual Motion Observer and Experimental Verifications2015

    • Author(s)
      Junya Yamauchi
    • Organizer
      10th Asian Control Conference 2015
    • Place of Presentation
      Kota Kinabalu, Malaysia
    • Year and Date
      2015-05-31
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] ゲーム理論的視覚環境モニタリング2015

    • Author(s)
      畑中健志
    • Organizer
      2015年電子情報通信学会 総合大会
    • Place of Presentation
      滋賀
    • Year and Date
      2015-03-11
    • Related Report
      2014 Research-status Report
  • [Presentation] ネットワークロボティクスにおける分散協調制御2015

    • Author(s)
      畑中健志
    • Organizer
      第2回制御部門マルチシンポジウム
    • Place of Presentation
      東京
    • Year and Date
      2015-03-06
    • Related Report
      2014 Research-status Report
    • Invited
  • [Presentation] ズーム動作を考慮した勾配法に基づく協調視覚環境モニタリング2015

    • Author(s)
      舩田陸
    • Organizer
      SICE 第2回 制御部門マルチシンポジウム
    • Place of Presentation
      東京
    • Year and Date
      2015-03-05
    • Related Report
      2014 Research-status Report
  • [Presentation] フレームレートに基づく視覚フィードバック型位置・姿勢制御2014

    • Author(s)
      仲野聡史
    • Organizer
      第57回 自動制御連合講演会
    • Place of Presentation
      群馬
    • Year and Date
      2014-11-10
    • Related Report
      2014 Research-status Report
  • [Presentation] Cooperative Visual Coverage Control and Its Applications2014

    • Author(s)
      Takeshi Hatanaka
    • Organizer
      Symposium on the COntrol of NEtwork Systems (SCONES)
    • Place of Presentation
      Boston, Massachusetts, USA
    • Year and Date
      2014-10-28
    • Related Report
      2014 Research-status Report
  • [Presentation] 3-D Visual Coverage Based on Gradient Descent Algorithm on Matrix Manifolds and Its Application to Moving Objects Monitoring2014

    • Author(s)
      Takeshi Hatanaka
    • Organizer
      2014 American Control Conference
    • Place of Presentation
      Portland, Oregon, USA
    • Year and Date
      2014-06-04
    • Related Report
      2014 Research-status Report
  • [Presentation] Game Theoretic Cooperative Control of PTZ Visual Sensor Networks for Environmental Change Monitoring2013

    • Author(s)
      Takeshi Hatanaka, Yasuaki Wasa, Masayuki Fujita
    • Organizer
      52nd IEEE Conference on Decision and Control
    • Place of Presentation
      Congress Centre Firenze, Italy
    • Related Report
      2013 Research-status Report
  • [Presentation] Passivity-based Discrete Visual Motion Observer Taking Account of Camera Frame Rates2013

    • Author(s)
      Tatsuya Ibuki, Yuto Namba, Takeshi Hatanaka, Masayuki Fujita
    • Organizer
      52nd IEEE Conference on Decision and Control
    • Place of Presentation
      Congress Centre Firenze, Italy
    • Related Report
      2013 Research-status Report
  • [Book] Passivity Based Control and Estimation in Networked Robotics2015

    • Author(s)
      Takeshi Hatanaka, Nikhil Chopra, Masayuki Fujita and Mark W. Spong
    • Total Pages
      349
    • Publisher
      Springer Verlag
    • Related Report
      2015 Annual Research Report
  • [Book] マルチエージェントシステムの制御2015

    • Author(s)
      東俊一,永原正章,石井秀明,林直樹,桜間一徳,畑中健志
    • Total Pages
      218
    • Publisher
      コロナ社
    • Related Report
      2015 Annual Research Report

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Published: 2014-07-25   Modified: 2019-07-29  

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