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2012 Fiscal Year Final Research Report

Learning control of nonlinear systems based on a statistical approach

Research Project

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Project/Area Number 21760327
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeSingle-year Grants
Research Field Control engineering
Research InstitutionNagoya University (2009-2010, 2012)
Kyoto University (2011)

Principal Investigator

FUJIMOTO Kenji  名古屋大学, 工学研究科, 准教授 (10293903)

Project Period (FY) 2009 – 2012
Keywords学習制御 / 統計的学習 / 最適制御 / ベイズ学習
Research Abstract

The objective of this research is to provide a novel control theory of system identification, state feedback optimal control and state estimation for systems with stochastic parameters. Furthermore, their effectiveness is evaluated through numerical simulations.

  • Research Products

    (29 results)

All 2013 2012 2011 2010 2009 Other

All Journal Article (11 results) (of which Peer Reviewed: 11 results) Presentation (17 results) Remarks (1 results)

  • [Journal Article] 時変の確率最適制御を用いた板厚制御におけるばらつき抑制2013

    • Author(s)
      藤本 健治, 渡邉 敏章, 橋本 芳宏, 西田 吉晴
    • Journal Title

      鉄と鋼

      Volume: Vol.99, No.1 Pages: 12-19

    • Peer Reviewed
  • [Journal Article] Passivity based control of a class of Hamiltonian systems with nonholonomic constraints2012

    • Author(s)
      K. Fujimoto, S. Sakai and T. Sugie
    • Journal Title

      Automatica

      Volume: Vol.48 Pages: 3054-3063

    • Peer Reviewed
  • [Journal Article] 変分ベイズ法に基づいた状態空間モデルのシステム同定2012

    • Author(s)
      藤本 健治, 佐藤 彰記, 福永 修一
    • Journal Title

      計測自動制御学会論文集

      Volume: Vol.48, No.2

    • Peer Reviewed
  • [Journal Article] Nonlinear receding horizon control of thickness and tension in a tandem cold mill with a variable rolling speed2012

    • Author(s)
      K. Ozaki, T. Ohtsuka, K. Fujimoto, A. Kitamura and M. Nakayama
    • Journal Title

      ISIJ International

      Volume: Vol.52, No.1 Pages: 87-95

    • Peer Reviewed
  • [Journal Article] Singular value analysisof nonlinear symmetric systems2011

    • Author(s)
      T. C. Ionescu, K. Fujimoto and J. M. A. Scherpen
    • Journal Title

      IEEE Trans. Automatic Control

      Volume: Vol.56, No.9 Pages: 2073-2086

    • Peer Reviewed
  • [Journal Article] Repetitive control of Hamiltonian systems based on variational symmetry2011

    • Author(s)
      S. Satoh and K. Fujimoto
    • Journal Title

      Systems and Control Letters

      Volume: Vol.60, No.9 Pages: 763-770

    • Peer Reviewed
  • [Journal Article] 確率パラメータをもつ線形系の分散抑制最適制御2011

    • Author(s)
      藤本 健治, 小川 空記, 太田 祐平, 中山 万希志
    • Journal Title

      計測自動制御学会論文集

      Volume: Vol.47, No.7 Pages: 301-309

    • Peer Reviewed
  • [Journal Article] 不連続な状態遷移を考慮した学習最適制御による歩行軌道の生成手法2011

    • Author(s)
      佐藤 訓志, 藤本 健治, 玄 相昊
    • Journal Title

      日本ロボット学会誌

      Volume: Vol.29, No.2 Pages: 212-222

    • Peer Reviewed
  • [Journal Article] Balanced realization and model order reduction for nonlinear systems based on singular value analysis2010

    • Author(s)
      K. Fujimoto and J. M. A. Scherpen
    • Journal Title

      SIAM Journal on Optimization and Control

      Volume: Vol.48, No.7 Pages: 4591-4623

    • Peer Reviewed
  • [Journal Article] オブザーバに基づく機械系の確率的軌道追従制御について2010

    • Author(s)
      佐藤 訓志, 藤本 健治
    • Journal Title

      計測自動制御学会論文集

      Volume: Vol.46, No.2 Pages: 106-113

    • Peer Reviewed
  • [Journal Article] Dissipativity preserving balancing for nonlinear systems: a Hankel operator approach2010

    • Author(s)
      T. C. Ionescu, K. Fujimoto and J. M. A. Scherpen
    • Journal Title

      Systems & Control Letters

      Volume: Vol.59, Nos.3-4 Pages: 180-194

    • Peer Reviewed
  • [Presentation] Optimal trajectory generation for linear systems based on double generating functions2012

    • Author(s)
      Z. Hao and K. Fujimoto
    • Organizer
      Proceedings of IEEE Conference on Decision and Control
    • Place of Presentation
      Maui, Hawaii, USA
    • Year and Date
      20121210-13
  • [Presentation] On subspace balanced realization and model order reduction for nonlinear interconnected systems2012

    • Author(s)
      K. Fujimoto
    • Organizer
      Proceedings of IEEE Conference on Decision and Control
    • Place of Presentation
      Maui, Hawaii, USA
    • Year and Date
      20121210-13
  • [Presentation] Stability analysis of tacit learning based on environmental signal accumulation2012

    • Author(s)
      S. Shimoda, K. Fujimoto, T. Yamamoto, I. Maeda and H. Kimura
    • Organizer
      Proceedings of IEEE/RSJ International Conference on Intelligent Robots and Systems
    • Place of Presentation
      Vilamoura, Algarve, Portugal
    • Year and Date
      20121007-12
  • [Presentation] Variance suppression for gauge control via stochastic optimal control2012

    • Author(s)
      T. Watanabe, K. Fujimoto, Y. Hashimoto and Y. Nishida
    • Organizer
      Proceedings of IFAC Workshop on Automation in the Mining, Mineral and Metal Industries
    • Place of Presentation
      Gifu, Japan
    • Year and Date
      20120910-12
  • [Presentation] Approximate solutions to the Hamilton-Jacobi Equations for generating functions with a quadratic cost function with respect to the input2012

    • Author(s)
      Z. Hao and K. Fujimoto
    • Organizer
      Proceedings of IFAC Workshop on Lagrangian and Hamiltonian Methods for Nonlinear Control
    • Place of Presentation
      Bertinoro, Italy
    • Year and Date
      20120829-31
  • [Presentation] System identification based on variational Bayes method and the invariance under coordinate transformations2011

    • Author(s)
      K. Fujimoto, A. Satoh and S. Fukunaga
    • Organizer
      Proceedings of IEEE Conference on Decision and Control and European Control Conference
    • Place of Presentation
      Orlando, USA
    • Year and Date
      20111212-15
  • [Presentation] Optimal control for linear systems with stochastic parameters for variance suppression2011

    • Author(s)
      K. Fujimoto, Y. Ota and M. Nakayama
    • Organizer
      Proceedings of IEEE Conference on Decision and Control and European Control Conference
    • Place of Presentation
      Orlando, USA
    • Year and Date
      20111212-15
  • [Presentation] Periodic gait generation via repetitive optimal control of Hamiltonian systems2011

    • Author(s)
      S. Satoh, K. Fujimoto and S.-H. Hyon
    • Organizer
      Proceedings of the 18th IFAC World Congress
    • Place of Presentation
      Milan, Italy
    • Year and Date
      20110828-0902
  • [Presentation] Optimal control of linear systems with stochastic parameters for variance suppression: The finite time horizon case2011

    • Author(s)
      K. Fujimoto, S. Ogawa, Y. Ota and M. Nakayama
    • Organizer
      Proceedings of the 18th IFAC World Congress
    • Place of Presentation
      Milan, Italy
    • Year and Date
      20110828-0902
  • [Presentation] On convergence rate of distributed consensus for homogeneous graphs2011

    • Author(s)
      K. Fujimoto and Y. Hasegawa
    • Organizer
      Proceedings of the 18th IFAC World Congress
    • Place of Presentation
      Milan, Italy
    • Year and Date
      20110828-0902
  • [Presentation] A symmetric structure of variational and adjoint systems of stochastic Hamiltonian systems2010

    • Author(s)
      S. Satoh and K. Fujimoto
    • Organizer
      Proceedings of IEEE Conference on Decision and Control
    • Place of Presentation
      Atlanta, USA
    • Year and Date
      20101215-17
  • [Presentation] Controller reduction for linear systems based on subspace balanced realization2010

    • Author(s)
      K. Fujimoto, S. Ono and Y. Hayakawa
    • Organizer
      Proceedings of IEEE Conference on Decision and Control
    • Place of Presentation
      Atlanta, USA
    • Year and Date
      20101215-17
  • [Presentation] Stabilization of Time-varying Stochastic Port-Hamiltonian Systems Based on Stochastic Passivity2010

    • Author(s)
      S. Satoh and K. Fujimoto
    • Organizer
      Proceedings of IFAC Symposium on Nonlinear Control Systems
    • Place of Presentation
      Bologna, Italy
    • Year and Date
      20100901-03
  • [Presentation] Modification of learning optimal gait generation method in considering discontinuous velocity transitions2010

    • Author(s)
      S. Satoh, M. Ikeda, K. Fujimotoand Y. Hayakawa
    • Organizer
      Proceedings of SICE Annual Conference
    • Place of Presentation
      Taipei, Taiwan
    • Year and Date
      20100818-21
  • [Presentation] Variational symmetry of discrete-time Hamiltonian systems and learning optimal control2010

    • Author(s)
      K. Fujimoto and S. Ogawa
    • Organizer
      Proceedings of Mathematical Theory on Networks and Systems
    • Place of Presentation
      Budapest, Hungary
    • Year and Date
      20100705-09
  • [Presentation] Positive and bounded real balancing for nonlinear systems: a controllability and observability function aproach2009

    • Author(s)
      T. C. Ionescu, K. Fujimoto and J. M. A. Scherpen
    • Organizer
      Proceedings of IEEE Conference on Decision and Control
    • Place of Presentation
      Shanghai, R.P. China
    • Year and Date
      20091216-18
  • [Presentation] The cross operator and the singular value analysis for nonlinear symmetric systems2009

    • Author(s)
      T. C. Ionescu, K. Fujimoto and J. M. A. Scherpen
    • Organizer
      Proceedings of European Control Conference
    • Place of Presentation
      Budapest, Hungary
    • Year and Date
      20090823-26
  • [Remarks]

    • URL

      http://control.kuaero.kyoto-u.ac.jp/

URL: 

Published: 2014-08-29  

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