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New development of statistical control theory and its application to aerospace engineering

Research Project

Project/Area Number 17K06492
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Control engineering/System engineering
Research InstitutionKyoto University

Principal Investigator

Fujimoto Kenji  京都大学, 工学研究科, 教授 (10293903)

Project Period (FY) 2017-04-01 – 2021-03-31
Project Status Completed (Fiscal Year 2020)
Budget Amount *help
¥4,680,000 (Direct Cost: ¥3,600,000、Indirect Cost: ¥1,080,000)
Fiscal Year 2019: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Fiscal Year 2018: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Fiscal Year 2017: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Keywords制御工学 / 宇宙機の制御 / 統計的学習 / ガウス過程回帰 / 軌道追従制御 / ロバスト軌道計画 / スライディングモード制御 / 最適制御 / 機械学習 / 航空宇宙 / 非線形制御 / システム同定 / 航空宇宙工学
Outline of Final Research Achievements

The objective of this research is to apply some techniques of machine learning to control engineering and provide a novel useful tools for control problems in aerospace engineering. To this end, we have provided research results in two different directions. One is to find data-driven algorithms of control theory to cope with data and statistics. The other is to develop practical control methods for aerospace engineering to use such data-driven algorithms. Concerning the former objective, we have proposed modeling and control methods based on Gaussian process regression which is an efficient data-driven estimation tool in machine learning. For the latter objective, we have obtained a robust trajectory planning method for spacecraft and a robust feedback control method for the attitude. Combining those results, we can obtain data-driven control methods for spacecraft.

Academic Significance and Societal Importance of the Research Achievements

本研究では、近年注目を集めているAIやビッグデータを扱える方法を、制御工学の分野にも応用し、さらに航空宇宙の諸問題に適用することにある。これにより、過去に蓄積された多くの制御データを利用して信頼性の高い制御が可能になるほか、従来は計算の難しかった宇宙機の軌道計画においても、コンピュータによる大規模計算を行うことでより短時間で高精度な計算結果が得られる可能性がある。本研究により、このような新しい制御手法の技術的な基盤を作ることができた。

Report

(5 results)
  • 2020 Annual Research Report   Final Research Report ( PDF )
  • 2019 Research-status Report
  • 2018 Research-status Report
  • 2017 Research-status Report
  • Research Products

    (22 results)

All 2020 2019 2018 2017

All Journal Article (12 results) (of which Int'l Joint Research: 2 results,  Peer Reviewed: 12 results,  Open Access: 1 results) Presentation (10 results)

  • [Journal Article] On Rendezvous Trajectory Design of Earth Orbiting Satellites with Robust L1-Optimal Control for Parameter Variations2020

    • Author(s)
      FUJIMOTO Kenji, KODAMA Tasuku, MARUTA Ichiro
    • Journal Title

      TRANSACTIONS OF THE JAPAN SOCIETY FOR AERONAUTICAL AND SPACE SCIENCES, AEROSPACE TECHNOLOGY JAPAN

      Volume: 18 Issue: 5 Pages: 250-257

    • DOI

      10.2322/tastj.18.250

    • NAID

      130007896454

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed
  • [Journal Article] On the Method of Generating a Circular-Clothoid Trajectory for Front-Steering Vehicles Based on L1/L2-Optimal Control2020

    • Author(s)
      Hamada Kiyoshi, Maruta Ichiro, Fujimoto Kenji, Hamamoto Kenniti
    • Journal Title

      SICE Journal of Control, Measurement, and System Integration

      Volume: 13 Issue: 3 Pages: 107-113

    • DOI

      10.9746/jcmsi.13.107

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Approximate Solutions to the Hamilton-Jacobi Equations for Generating Functions2020

    • Author(s)
      Hao Zhiwei, Fujimoto Kenji, Zhang Qiuhua
    • Journal Title

      Journal of Systems Science and Complexity

      Volume: 33 Issue: 2 Pages: 261-288

    • DOI

      10.1007/s11424-019-8334-6

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Path following via kinetic-potential energy shaping2020

    • Author(s)
      Ferguson Joel, Shima Ryotaro, Fujimoto Kenji
    • Journal Title

      Proceedings of the 2020 59th IEEE Conference on Decision and Control

      Volume: 1 Pages: 763-768

    • DOI

      10.1109/cdc42340.2020.9303974

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Bayesian Inference for Path Following Control of Port-Hamiltonian Systems with Training Trajectory Data2019

    • Author(s)
      OKURA Yuki, FUJIMOTO Kenji, MARUTA Ichiro, SAITO Akio, IKEDA Hidetoshi
    • Journal Title

      SICE Journal of Control, Measurement, and System Integration

      Volume: 2020 Issue: 2 Pages: 40-46

    • DOI

      10.9746/jcmsi.13.40

    • Related Report
      2019 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] On Path Following Control of Nonholonomic Port-Hamiltonian Systems via Generalized Canonical Transformations2019

    • Author(s)
      SHIMA Ryotaro, OKURA Yuki, FUJIMOTO Kenji, MARUTA Ichiro
    • Journal Title

      Proceedings of the 11th IFAC Symposium on Nonlinear Control Systems

      Volume: 1 Issue: 16 Pages: 440-445

    • DOI

      10.1016/j.ifacol.2019.11.795

    • Related Report
      2019 Research-status Report
    • Peer Reviewed
  • [Journal Article] On Rendezvous Trajectory Design of Earth Orbiting Satellites with Robust L1-Optimal Control for Parameter Variations2019

    • Author(s)
      KODAMA Tasuku, FUJIMOTO Kenji, MARUTA Ichiro
    • Journal Title

      Proceedings of the 32nd International Symposium on Space Technology and Science

      Volume: 1

    • NAID

      130007896454

    • Related Report
      2019 Research-status Report
    • Peer Reviewed
  • [Journal Article] On Circular-Clothoid Trajectory Generation for Front Steering Vehicles Based on L1/L2-Optimal Control2019

    • Author(s)
      HAMADA Kiyoshi, MARUTA Ichiro, FUJIMOTO Kenji, HAMAMOTO Kenniti
    • Journal Title

      Proceedings of the SICE Annual Conference 2019

      Volume: 1 Pages: 1741-1744

    • Related Report
      2019 Research-status Report
    • Peer Reviewed
  • [Journal Article] Numerical Solutions of Hamilton-Jacobi Inequalities by Constrained Gaussian Process Regression2018

    • Author(s)
      FUJIMOTO Kenji、BEPPU Hirofumi、TAKAKI Yuji
    • Journal Title

      SICE Journal of Control, Measurement, and System Integration

      Volume: 11 Issue: 5 Pages: 419-428

    • DOI

      10.9746/jcmsi.11.419

    • Related Report
      2018 Research-status Report
    • Peer Reviewed
  • [Journal Article] A New Framework of Robust LQ Optimal Control for Parameter Variation2018

    • Author(s)
      FUJIMOTO Kenji、OKURA Yuki
    • Journal Title

      Transactions of the Society of Instrument and Control Engineers

      Volume: 54 Issue: 1 Pages: 138-145

    • DOI

      10.9746/sicetr.54.138

    • NAID

      130006319048

    • ISSN
      0453-4654, 1883-8189
    • Related Report
      2018 Research-status Report
    • Peer Reviewed
  • [Journal Article] On Computation of Numerical Solutions to Hamilton-Jacobi Inequalities Using Gaussian Process Regression2018

    • Author(s)
      Fujimoto Kenji、Beppu Hirofumi、Takaki Yuji
    • Journal Title

      Proceedings of American Control Conference

      Volume: 1 Pages: 424-429

    • DOI

      10.23919/acc.2018.8430806

    • Related Report
      2018 Research-status Report
    • Peer Reviewed
  • [Journal Article] On output feedback controller design for Gaussian process state space models2017

    • Author(s)
      Y. Takai and K. Fujimoto
    • Journal Title

      Proceedings of IEEE Conference on Decision and Control

      Volume: 1 Pages: 3652-3657

    • Related Report
      2017 Research-status Report
    • Peer Reviewed
  • [Presentation] 受動性に基づくスライディングモード制御の 宇宙機の降下フェーズへの応用2020

    • Author(s)
      坂田 直樹, 藤本 健治, 丸田 一郎
    • Organizer
      第64回宇宙科学技術連合講演会
    • Related Report
      2020 Annual Research Report
  • [Presentation] エネルギー整形法を用いたポート・ハミルトン系におけるスライディングモード制御について2020

    • Author(s)
      坂田 直樹, 藤本 健治, 丸田 一郎, Joel Ferguson
    • Organizer
      第64回システム制御情報学会研究発表講演会
    • Related Report
      2020 Annual Research Report
  • [Presentation] On Path Following Control of Space Robot Attitude via Constructing Error Systems2019

    • Author(s)
      SHIMA Ryotaro, FUJIMOTO Kenji, MARUTA Ichiro
    • Organizer
      Proceedings of the 56th JSASS Autumn Conference Held by Kansai Branch and Chubu Branch
    • Related Report
      2019 Research-status Report
  • [Presentation] On Rendezvous Trajectory Design of Earth Orbiting Satellites in Elliptic Orbits with Robust Control for Parameter Variations2019

    • Author(s)
      KODAMA Tasuku, FUJIMOTO Kenji, MARUTA Ichiro
    • Organizer
      第63回宇宙科学技術連合講演会
    • Related Report
      2019 Research-status Report
  • [Presentation] On Design of Asist Control System Corresponding to Branch Path2019

    • Author(s)
      KOBAYASHI Hiroyuki, OKURA Yuki, MARUTA Ichiro, FUJIMOTO Kenji, KAWATA Takeyuki, SAITO Akio, IKEDA Hidetoshi
    • Organizer
      Proceedings of the 63rd Annual Conference of the Institute of Systems, Control and Information Engineers
    • Related Report
      2019 Research-status Report
  • [Presentation] サポートベクターマシンによるデータ選択に基づくガウス過程回帰を用いたHamilton-Jacobi不等式の解法2019

    • Author(s)
      別府 啓史, 丸田 一郎, 藤本 健治
    • Organizer
      第6回 計測自動制御学会 制御部門マルチシンポジウム
    • Related Report
      2018 Research-status Report
  • [Presentation] パラメータ変動の2階の変分を考慮したロバスト軌道設計と最短時間制御問題2018

    • Author(s)
      中川 弘喜, 藤本 健治, 丸田 一郎
    • Organizer
      第62回システム制御情報学会研究発表講演会
    • Related Report
      2018 Research-status Report
  • [Presentation] 数値ガウス過程による有限時間最適制御問題の解法に関する一考察2018

    • Author(s)
      別府 啓史,丸田 一郎,藤本 健治
    • Organizer
      第61回自動制御連合講演会
    • Related Report
      2018 Research-status Report
  • [Presentation] ガウス過程状態空間モデルに基づくシステム同定に関する一考察2018

    • Author(s)
      大谷拓也、丸田一郎、藤本健治
    • Organizer
      SICE 制御部門マルチシンポジウム
    • Related Report
      2017 Research-status Report
  • [Presentation] ガウス過程回帰を用いた Hamilton-Jacobi 不等式の数値解法2017

    • Author(s)
      別府啓史、高木友士、藤本健治
    • Organizer
      システム制御情報学会学術講演会
    • Related Report
      2017 Research-status Report

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Published: 2017-04-28   Modified: 2022-01-27  

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