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Study on Theoretical Development and Process Control Applicatications of Data-driven Controller Parameter Tuning Based on Variance Evaluation

Research Project

Project/Area Number 16K06423
Research Category

Grant-in-Aid for Scientific Research (C)

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

Principal Investigator

MASUDA SHIRO  首都大学東京, システムデザイン研究科, 教授 (60219334)

Co-Investigator(Kenkyū-buntansha) 加納 学  京都大学, 情報学研究科, 教授 (30263114)
Project Period (FY) 2016-04-01 – 2019-03-31
Project Status Completed (Fiscal Year 2018)
Budget Amount *help
¥4,810,000 (Direct Cost: ¥3,700,000、Indirect Cost: ¥1,110,000)
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)
Fiscal Year 2016: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Keywordsデータ駆動型制御器調整 / 外乱抑制 / 分散評価 / 制御性能評価監視 / システム同定 / PID制御 / 適応制御 / 化学プロセス制御 / データ駆動制御器調整 / 定値制御系 / 制御性能評価 / フィードフォワード補償 / 非線形制御 / フィードフォーワード補償 / PID制御
Outline of Final Research Achievements

This research project settles theoretical problems, and provides solutions of the problem for direct control parameter tuning methods based on variance evaluation for disturbance attenuation. In detail, the analysis on theoretical issues on closed-loop identification, performance assessment, the development for the case of restricted controller structures and nonlinear systems, the extension to feedforward controller design, introduction of L2 regularization, and pre-filter design for performance improvement were tackled and their research results have been published. The 14 journal papers, the 22 international conference papers, and the 38 domestic conference papers et al. have been published as research results.

Academic Significance and Societal Importance of the Research Achievements

定値制御系における制御器調整は、事業所あたりでは数百~数千あると言われており、簡易な制御器調整が求められているが、本研究の成果により、多様な状況の定値制御系に対して、データ駆動制御器調整が適用できる可能性が広がった。また、データ駆動制御手法において、定値制御系に焦点を当てた研究はこれまで十分に行われていなかったため、本研究の研究成果は、制御理論や制御アルゴリズム開発に関する研究に新しい可能性を与えたと言える。

Report

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

    (56 results)

All 2019 2018 2017 2016 Other

All Journal Article (8 results) (of which Peer Reviewed: 8 results) Presentation (45 results) (of which Int'l Joint Research: 18 results) Remarks (3 results)

  • [Journal Article] Data-driven Minimum Variance Regulatory Control for Linear Parametrized Controllers2019

    • Author(s)
      岡田将吾, 増田士朗
    • Journal Title

      IEEJ Transactions on Electronics, Information and Systems

      Volume: 139 Issue: 4 Pages: 469-475

    • DOI

      10.1541/ieejeiss.139.469

    • NAID

      130007622103

    • ISSN
      0385-4221, 1348-8155
    • Year and Date
      2019-04-01
    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Reference Model Design for Data-driven Controller Parameter Tuning Based on Closed-loop Step Response Data with Manipulated Variable Evaluation2019

    • Author(s)
      梶原諒太 増田士朗, 松井義弘
    • Journal Title

      IEEJ Transactions on Electronics, Information and Systems

      Volume: 139 Issue: 4 Pages: 476-481

    • DOI

      10.1541/ieejeiss.139.476

    • NAID

      130007622102

    • ISSN
      0385-4221, 1348-8155
    • Year and Date
      2019-04-01
    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Data-driven minimum variance control using regulatory closed-loop data based on the FRIT method2019

    • Author(s)
      Shogo Okada, Shiro Masuda
    • Journal Title

      Communications in Japan

      Volume: 102 Issue: 4 Pages: 28-34

    • DOI

      10.1002/ecj.12156

    • NAID

      130007539506

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Data-driven Minimum Variance Control Using Regulatory Closed-loop Data Based on the FRIT Method2018

    • Author(s)
      岡田将吾, 増田士朗
    • Journal Title

      IEEJ Transactions on Electronics, Information and Systems

      Volume: 138 Issue: 12 Pages: 1580-1585

    • DOI

      10.1541/ieejeiss.138.1580

    • NAID

      130007539506

    • ISSN
      0385-4221, 1348-8155
    • Year and Date
      2018-12-01
    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A Design Method for an Optimal Pre-filter in FRIT Using Closed-loop Step Response Data2018

    • Author(s)
      梶原 諒太, 増田 士朗, 松井 義弘
    • Journal Title

      Transactions of the Society of Instrument and Control Engineers

      Volume: 54 Issue: 2 Pages: 238-246

    • DOI

      10.9746/sicetr.54.238

    • NAID

      130006386576

    • ISSN
      0453-4654, 1883-8189
    • Related Report
      2017 Research-status Report
    • Peer Reviewed
  • [Journal Article] Data-driven Control Parameter Tuning using Feedback Linearization2017

    • Author(s)
      津久井文哉,増田士朗
    • Journal Title

      IEEJ Transactions on Electronics, Information and Systems

      Volume: 137 Issue: 7 Pages: 891-897

    • DOI

      10.1541/ieejeiss.137.891

    • NAID

      130006846093

    • ISSN
      0385-4221, 1348-8155
    • Related Report
      2017 Research-status Report 2016 Research-status Report
    • Peer Reviewed
  • [Journal Article] Closed-loop Identification and Periodic Disturbance Estimation Based on Generalized Minimum Variance Evaluation2017

    • Author(s)
      植松凌太, 増田士朗
    • Journal Title

      Transactions of the Society of Instrument and Control Engineers

      Volume: 53 Issue: 9 Pages: 501-508

    • DOI

      10.9746/sicetr.53.501

    • NAID

      130006078450

    • ISSN
      0453-4654, 1883-8189
    • Related Report
      2017 Research-status Report
    • Peer Reviewed
  • [Journal Article] Data-driven PID Gain Tuning from Regulatory Control Data Based on Generalized Minimum Variance Evaluation2017

    • Author(s)
      横山涼子,増田士朗
    • Journal Title

      IEEJ Transactions on Electronics, Information and Systems

      Volume: 137 Issue: 1 Pages: 106-113

    • DOI

      10.1541/ieejeiss.137.106

    • NAID

      130005188841

    • ISSN
      0385-4221, 1348-8155
    • Related Report
      2016 Research-status Report
    • Peer Reviewed
  • [Presentation] 閉ループステップ応答データを用いたVRFTによる参照モデルと制御器の同時設計2019

    • Author(s)
      太田 直樹,増田士朗
    • Organizer
      電気学会制御研究会, 広島市まちづくり市民交流プラザ,広島
    • Related Report
      2018 Annual Research Report
  • [Presentation] 定値制御データを用いた分散評価に基づく繰り返しPID ゲイン調整 -操作量分散評価に関する検討-2019

    • Author(s)
      紀強,増田士朗,河野 司
    • Organizer
      電気学会制御研究会, 広島市まちづくり市民交流プラザ,広島
    • Related Report
      2018 Annual Research Report
  • [Presentation] 測定可能外乱を持つプロセスに対する外乱抑制FRITにおける規範モデル2019

    • Author(s)
      瀧川 友香子,増田士朗
    • Organizer
      第6回制御部門マルチシンポジウム, 熊本大学,熊本
    • Related Report
      2018 Annual Research Report
  • [Presentation] データ駆動型最小分散制御における評価関数の勾配に基づいたプレフィルタの設計法2019

    • Author(s)
      岡田 将吾,増田士朗
    • Organizer
      第6回制御部門マルチシンポジウム, 熊本大学,熊本
    • Related Report
      2018 Annual Research Report
  • [Presentation] Pre-filter Design for Two-degree-of-freedom Continuous-time VRFT Using Closed-loop Step Response Data2018

    • Author(s)
      Shiro Masuda, Yoshihiro Matsui, Jongho Park
    • Organizer
      IFAC INCOM 2018, Bergamo, Italy
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Performance Improvement in Iterative Data-driven PID Gain Tuning Based on Generalized Minimum Variance Regulatory Control2018

    • Author(s)
      Tsukasa Kono, Shiro Masuda
    • Organizer
      ECTI-CON 2018, July 18-21, Chiang Rai, Thailand, 2018
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Data-driven Optimal Parameter Tuning of Controller and Reference Model for Continuous-time VRFT Using Closed-loop Step Response Data2018

    • Author(s)
      Shiro Masuda, Yoshihiro Matsui,
    • Organizer
      SICE Annual Conference 2018 Sep. 11-14, Nara Kasugano International Forum, Japan, 2018
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Data-driven Feedforward Controller Tuning for Disturbance Attenuation Property2018

    • Author(s)
      Shunsuke Nagumo Shiro Masuda
    • Organizer
      SICE Annual Conference 2018 Sep. 11-14, Nara Kasugano International Forum, Japan, 2018
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 操作量評価を考慮した閉ループステップ応答データを用いたデータ駆動型制御器調整における規範モデルの設計法2018

    • Author(s)
      梶原 諒太,増田士朗,松井義弘
    • Organizer
      電気学会制御研究会, 電気学会会議室,東京
    • Related Report
      2018 Annual Research Report
  • [Presentation] 閉ループステップ応答データを用いたデータ駆動型I-PDゲイン調整におけるプレフィルタの設計法2018

    • Author(s)
      増田士朗,朴 鍾浩,松井義弘
    • Organizer
      第61回自動制御連合講演会, 南山大学,名古屋
    • Related Report
      2018 Annual Research Report
  • [Presentation] 定値制御データによる分散評価関数の勾配推定を用いた繰り返しPIDゲイン調整2018

    • Author(s)
      増田士朗,河野 司
    • Organizer
      第61回自動制御連合講演会, 南山大学,名古屋
    • Related Report
      2018 Annual Research Report
  • [Presentation] 閉ループステップ応答データを用いたデータ駆動型制御器調整における規範モデルの設計法2018

    • Author(s)
      増田 士朗,松井 義弘:
    • Organizer
      電気学会制御研究会
    • Related Report
      2017 Research-status Report
  • [Presentation] 定値制御データを用いた分散評価に基づくデータ駆動型制御器設計2018

    • Author(s)
      増田士朗
    • Organizer
      計測・制御・システム工学部会 制御フォーラム「データサイエンスで挑む鉄鋼プロセスのモデリングと制御」公開セミナー
    • Related Report
      2017 Research-status Report
  • [Presentation] 線形パラメータ表現された制御器に対するデータ駆動型最小分散制御における不確かな外乱モデルの影響2018

    • Author(s)
      岡田 将吾, 増田 士朗
    • Organizer
      第5回計測自動制御学会制御部門マルチシンポジウム
    • Related Report
      2017 Research-status Report
  • [Presentation] 操作量評価を考慮した閉ループステップ応答データを用いたデータ駆動型制御器調整における規範モデルの設計法2018

    • Author(s)
      梶原 諒太,増田 士朗
    • Organizer
      第5回計測自動制御学会制御部門マルチシンポジウム
    • Related Report
      2017 Research-status Report
  • [Presentation] Data-Driven Feedback-Feedforward Controller Design from Closed-loop Step Response Data Based on Virtual Reference Feedback Tuning2017

    • Author(s)
      Shiro Masuda and Yoshihiro Matsui
    • Organizer
      The 36th Chinese Control Conference (CCC 2017)
    • Place of Presentation
      大連 (中国)
    • Year and Date
      2017-07-26
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Convergence Property for Iterative Data-driven PID Gain Tuning Based on Generalized Minimum Variance Regulatory Control2017

    • Author(s)
      Ryoko Yokoyama and Shiro Masuda
    • Organizer
      The 6th International Symposium on Advanced Control of Industrial Processes
    • Place of Presentation
      台北 (台湾)
    • Year and Date
      2017-05-28
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] 閉ループステップ応答データを用いたFRITにおけるプレフィルタ設計2017

    • Author(s)
      梶原諒太,増田士朗
    • Organizer
      第4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
      岡山大学 (岡山県岡山市)
    • Year and Date
      2017-03-06
    • Related Report
      2016 Research-status Report
  • [Presentation] FRIT法に基づく定値制御データを用いたデータ駆動型最小分散制御2017

    • Author(s)
      岡田将吾,増田士朗
    • Organizer
      第4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
      岡山大学 (岡山県岡山市)
    • Year and Date
      2017-03-06
    • Related Report
      2016 Research-status Report
  • [Presentation] Convergence property for iterative data-driven PID gain tuning based on generalized minimum variance regulatory control2017

    • Author(s)
      .Ryoko Yokoyama, Shiro Masuda
    • Organizer
      2017 6th International Symposium on Advanced Control of Industrial Processes
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Data-driven feedback-feedforward controller design from closed-loop step response data based on virtual reference feedback tuning2017

    • Author(s)
      Shiro Masuda, Yoshihiro Matsui
    • Organizer
      Chinese Control Conference
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Iterative Data-Driven Generalized Minimum Variance Regulatory Control via L2-regularization2017

    • Author(s)
      Yoshitada Shimamoto, Shiro Masuda
    • Organizer
      2017 IEEE Conference on Control Technology and Applications (CCTA) August 27-30, 2017. Kohala Coast, Hawai'i, USA
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Data-Driven Minimum Variance Control Using Regulatory Closed-Loop Data based on the FRIT Method2017

    • Author(s)
      Shogo Okada, Shiro Masuda
    • Organizer
      Proceedings of the SICE Annual Conference 2017, September 19-22, 2017, Kanazawa University, Kanazawa, Japan
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] A Design Method for an Optimal Pre-Filter in FRIT Using Closed-loop Step Response Data2017

    • Author(s)
      Ryota Kajiwara, Shiro Masuda, Yoshihiro Matui
    • Organizer
      Proceedings of the SICE Annual Conference 2017, September 19-22, 2017, Kanazawa University, Kanazawa, Japan
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Continuous-time I-PD Gain Tuning for Helicopter Attitude Control Model Based on VRFT Using Closed-loop Step Response Data2017

    • Author(s)
      Jongho Park, Shiro Masuda
    • Organizer
      2017 17th International Conference on Control, Automation and Systems (ICCAS 2017) Oct. 18-21, 2017, Ramada Plaza, Jeju, Korea
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Data-driven Linearly Parametrized Controller Design Based on Minimum Variance Evaluation2017

    • Author(s)
      Shogo Okada, Shiro Masuda
    • Organizer
      2017 11th Asian Control Conference (ASCC) Gold Coast Convention Centre, Australia, December 17-20, 2017
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Pre-filter Design for Non-iterative Data-driven Controller Parameters Tuning Using Closed-loop Step Response Data2017

    • Author(s)
      Ryota Kajiwara, Shiro Masuda, Yoshihiro Matui
    • Organizer
      2017 11th Asian Control Conference (ASCC) Gold Coast Convention Centre, Australia, December 17-20, 2017
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Non-Iterative Data-Driven Controller Parameters Tuning of Feedback Linearizing Controller2017

    • Author(s)
      Fumiya Tsukui, Shiro Masuda
    • Organizer
      2017 11th Asian Control Conference (ASCC) Gold Coast Convention Centre, Australia, December 17-20, 2017
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] L2正則化法を用いたデータ駆動一般化最小分散制御系の繰り返し設計2017

    • Author(s)
      島本 慶忠, 増田 士朗
    • Organizer
      電気学会制御研究会
    • Related Report
      2017 Research-status Report
  • [Presentation] 分散評価に基づく制御不変量の推定を用いたデータ駆動型制御器調整法2017

    • Author(s)
      横山 司,増田 士朗
    • Organizer
      電気学会制御研究会
    • Related Report
      2017 Research-status Report
  • [Presentation] 一般化最小分散評価に基づくデータ駆動型繰り返しPID ゲイン調整2017

    • Author(s)
      河野 司,増田 士朗
    • Organizer
      電気学会電子・情報・システム部門大会
    • Related Report
      2017 Research-status Report
  • [Presentation] 連続時間系VRFT法に基づくヘリコプター実験データを用いたI-PD 制御2017

    • Author(s)
      朴 鍾浩,増田 士朗
    • Organizer
      電気学会電子・情報・システム部門大会
    • Related Report
      2017 Research-status Report
  • [Presentation] 定値制御データを用いたデータ駆動型一般化最小分散制御系における繰り返し重み更新2017

    • Author(s)
      増田 士朗, 岡山 早百合
    • Organizer
      第60回自動制御連合講演会
    • Related Report
      2017 Research-status Report
  • [Presentation] L2 正則化法を用いたデータ駆動型一般化最小分散制御系の繰り返し設計2017

    • Author(s)
      島本 慶忠, 増田 士朗
    • Organizer
      第60回自動制御連合講演会
    • Related Report
      2017 Research-status Report
  • [Presentation] 一般化最小分散制御系の制御則極, 故障時定常値の数式表現2017

    • Author(s)
      井上 昭,増田 士朗,と 明聡,矢納 陽
    • Organizer
      第60回自動制御連合講演会
    • Related Report
      2017 Research-status Report
  • [Presentation] 定値制御データを用いた分散評価に基づくデータ駆動型PID ゲイン調整法2017

    • Author(s)
      横山 司, 増田 士朗
    • Organizer
      第60回自動制御連合講演会
    • Related Report
      2017 Research-status Report
  • [Presentation] RBFネットワークによるフィードバック線形化補償器に対するデータ駆動制御器設計2017

    • Author(s)
      津久井 文哉,増田 士朗
    • Organizer
      第60回自動制御連合講演会
    • Related Report
      2017 Research-status Report
  • [Presentation] 線形パラメータ表現された制御器に対するデータ駆動型最小分散制御2017

    • Author(s)
      岡田 将吾, 増田 士朗
    • Organizer
      第60回自動制御連合講演会
    • Related Report
      2017 Research-status Report
  • [Presentation] 非最小位相系における閉ループステップ応答データを用いたFRITにおけるプレフィルタ設計2017

    • Author(s)
      .梶原 諒太,増田 士朗
    • Organizer
      第60回自動制御連合講演会
    • Related Report
      2017 Research-status Report
  • [Presentation] Data-driven update of the free parameter of the Youla-Kucera parametrization in disturbance attenuation FRIT based on variance evaluation2016

    • Author(s)
      Yuki Ishii and Shiro Masuda
    • Organizer
      2016 International Conference on Advanced Mechatronic Systems
    • Place of Presentation
      メルボルン (オーストラリア)
    • Year and Date
      2016-11-30
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Data-Driven Generalized Minimum Variance Regulatory Control with Unknown Disturbance2016

    • Author(s)
      Ryota Uematsu and Shiro Masuda
    • Organizer
      2016 International Conference on Advanced Mechatronic Systems
    • Place of Presentation
      メルボルン (オーストラリア)
    • Year and Date
      2016-11-30
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Data-driven Generalized Minimum Variance Regulatory Control with Constrained Controller Structure2016

    • Author(s)
      Ryoko Yokoyama and Shiro Masuda
    • Organizer
      2016 International Conference on Advanced Mechatronic Systems
    • Place of Presentation
      メルボルン (オーストラリア)
    • Year and Date
      2016-11-30
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] 分散評価に基づく外乱抑制FRIT法を用いたYoula パラメトリゼーションにおける自由パラメータのデータ駆動型更新2016

    • Author(s)
      石井友貴,増田士朗
    • Organizer
      第59回自動制御連合講演会
    • Place of Presentation
      北九州国際会議場 (福岡県北九州市)
    • Year and Date
      2016-11-11
    • Related Report
      2016 Research-status Report
  • [Presentation] 一般化最小分散評価に基づく閉ループ同定と周期外乱の推定2016

    • Author(s)
      植松凌太,増田士朗
    • Organizer
      第59回自動制御連合講演会
    • Place of Presentation
      北九州国際会議場 (福岡県北九州市)
    • Year and Date
      2016-11-11
    • Related Report
      2016 Research-status Report
  • [Presentation] FIR 型制御器におけるデータ駆動型一般化最小分散制御の繰り返し設計2016

    • Author(s)
      横山涼子,増田士朗
    • Organizer
      第59回自動制御連合講演会
    • Place of Presentation
      北九州国際会議場 (福岡県北九州市)
    • Year and Date
      2016-11-11
    • Related Report
      2016 Research-status Report
  • [Remarks] 首都大学東京 システムデザイン学部/大学院システムデザイン研究科 研究・教員紹介

    • URL

      https://www.sd.tmu.ac.jp/RDstaff/data/ma/693/2018.html

    • Related Report
      2018 Annual Research Report
  • [Remarks] 首都大学東京 システムデザイン学部/大学院システムデザイン研究科 研究・教員紹介

    • URL

      https://www.sd.tmu.ac.jp/RDstaff/data/ma/693/H29.html

    • Related Report
      2017 Research-status Report
  • [Remarks] 首都大学東京・研究教員紹介・増田士朗・H28年度年報

    • URL

      http://www.sd.tmu.ac.jp/RDstaff/data/ma/693/H28.html

    • Related Report
      2016 Research-status Report

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Published: 2016-04-21   Modified: 2020-03-30  

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