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On closed-loop system identification of MIMO unstable multirate systems with constraint in input sampling

Research Project

Project/Area Number 15K00038
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Mathematical informatics
Research InstitutionOsaka Institute of Technology

Principal Investigator

Oku Hiroshi  大阪工業大学, 工学部, 准教授 (20351455)

Research Collaborator USHIDA Shun  
NAKAYAMA Mitsuhiro  
Project Period (FY) 2015-04-01 – 2019-03-31
Project Status Completed (Fiscal Year 2018)
Budget Amount *help
¥3,640,000 (Direct Cost: ¥2,800,000、Indirect Cost: ¥840,000)
Fiscal Year 2017: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2016: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2015: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Keywordsシステム同定 / 閉ループ同定 / マルチレート系 / ドローン / フィードバック制御 / 部分空間法 / リフティング / 部分空間同定法 / グレーボックスモデリング / 繰り返し同定 / マルチレート制御系
Outline of Final Research Achievements

The goal of this study is to develop closed-loop system identification methods for unstable MIMO multirate systems. The contributions are follows: (1) A gray-box closed-loop system identification method has been proposed, making use of the prior information of that some of poles of a system to be identified are known. (2) In terms of improvement of control performance, iterative implementation of system identification and controller design has been studied. its effectiveness has been demonstrated by an experiment of hovering flight of a miniature helicopter. (3) A closed loop system identification method for unstable MIMO multirate systems has been proposed. The proposed method is derived by integration of the so-called lifting technique into CL-MOESP, which is a closed-loop subspace model identification method. Its practical effectiveness has been demonstrated by controller design of hovering flight of a quadrotor drone.

Academic Significance and Societal Importance of the Research Achievements

マルチレート系に対するシステム同定の従来研究は,単入出力系に対する閉ループ同定または多入出力系に対する開ループ同定を扱っていた.本研究では,不安定多入出力マルチレート系に対する閉ループシステム同定法を提案しており,従来法では未解決な問題に一つの解を与えたと考えられる.システム同定法の研究における提案手法の有効性の確認は数値シミュレーションにとどまることがほとんどである.しかしながら本研究では,ドローンのホバリング飛行制御系設計を通した実機実験による検証まで行っており,提案手法の実応用に期待が持てる.

Report

(5 results)
  • 2018 Annual Research Report   Final Research Report ( PDF )
  • 2017 Research-status Report
  • 2016 Research-status Report
  • 2015 Research-status Report
  • Research Products

    (9 results)

All 2018 2017 2016 2015

All Journal Article (1 results) (of which Peer Reviewed: 1 results,  Open Access: 1 results) Presentation (8 results) (of which Int'l Joint Research: 5 results)

  • [Journal Article] An Experiment on Closed-loop System Identification of UAV Using Dual-rate Sampling2018

    • Author(s)
      Nakayama Mitsuhiro、Oku Hiroshi、Ushida Shun
    • Journal Title

      IFAC-PapersOnLine

      Volume: 51 Issue: 15 Pages: 598-603

    • DOI

      10.1016/j.ifacol.2018.09.226

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access
  • [Presentation] An Experiment on Closed-loop System Identification of UAV Using Dual-rate Sampling2018

    • Author(s)
      Mitsuhiro Nakayama, Hiroshi Oku and Shun Ushida
    • Organizer
      18th IFAC Symposium on System Identification (SYSID 2018)
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Closed-loop identification for a continuous-time model of a multivariable dual-rate system with input fast sampling2018

    • Author(s)
      Mitsuhiro Nakayama, Hiroshi Oku, and Shun Ushida
    • Organizer
      MATHMOD 2018
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Closed-loop Subspace Model Identification of Dual-rate Systems with Input Fast Sampling2017

    • Author(s)
      Mitsuhiro Nakayama, Hiroyuki Takaoka, Hiroshi Oku, Shun Ushida
    • Organizer
      SICE Annual Conference 2017
    • Place of Presentation
      金沢大学角間キャンパス
    • Year and Date
      2017-09-19
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Closed-loop Subspace Model Identification of Dual-rate Systems with Input Fast Sampling2017

    • Author(s)
      Mitsuhiro Nakayama, Hiroyuki Takaoka, Hiroshi Oku and Shun Ushida
    • Organizer
      SICE Annual Conference 2017
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] 閉ループ同定と制御系設計の繰り返しによる制御性能の向上についてのケーススタディ2016

    • Author(s)
      中山 光紘, 高岡 洋之,牛田 俊, 奥 宏史
    • Organizer
      第60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
    • Year and Date
      2016-05-25
    • Related Report
      2015 Research-status Report
  • [Presentation] 既知の極をもつ不安定系のLMIによる状態空間モデル同定2016

    • Author(s)
      奥宏史,牛田俊
    • Organizer
      第3回 制御部門マルチシンポジウム
    • Place of Presentation
      南山大学 名古屋キャンパス
    • Year and Date
      2016-03-07
    • Related Report
      2015 Research-status Report
  • [Presentation] Gray-box state-space model identification of a system with one known pole using LMIs2015

    • Author(s)
      Hiroshi Oku, Shun Ushida
    • Organizer
      The 47th ISCIE International Symposium on Stochastic Systems Theory and Its Applications
    • Place of Presentation
      Waikiki Beach Marriott Resort & Spa, Honolulu, Hawaii, USA
    • Year and Date
      2015-12-05
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] 一つの既知の極をもつシステムのLMIによる状態空間モデル同定2015

    • Author(s)
      奥宏史,牛田俊
    • Organizer
      第58回自動制御連合講演会
    • Place of Presentation
      神戸大学六甲台第2キャンパス
    • Year and Date
      2015-11-14
    • Related Report
      2015 Research-status Report

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Published: 2015-04-16   Modified: 2020-03-30  

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