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Design Method of Gain-Scheduled Force Controller Based on Data-Driven Controller Design Method

Research Project

Project/Area Number 18K04197
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Review Section Basic Section 21040:Control and system engineering-related
Research InstitutionMie University

Principal Investigator

YUBAI Kazuhiro  三重大学, 工学研究科, 教授 (10324542)

Project Period (FY) 2018-04-01 – 2023-03-31
Project Status Completed (Fiscal Year 2022)
Budget Amount *help
¥3,770,000 (Direct Cost: ¥2,900,000、Indirect Cost: ¥870,000)
Fiscal Year 2020: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2019: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2018: ¥1,950,000 (Direct Cost: ¥1,500,000、Indirect Cost: ¥450,000)
Keywordsデータ駆動型制御器設計法 / ゲインスケジューリング制御 / クラスタリング / サポートベクターマシン / 力制御 / ゲインスケジューリング / データ駆動制御器設計法
Outline of Final Research Achievements

In this research project, the design method of the gain-scheduled force controller which can accordingly tune the controller gains in response to the force acquired from the environment and the input to the robot is proposed. The feature of this research project is that the control scheme is achieved without any mathematical model and only with information acquired from the robot and the environment. In order to achieve the desired force characteristic for any environments, firstly identify the current environment from input and output data, and secondly construct the control system to tune the controller parameters in respose to the identified environment.

Academic Significance and Societal Importance of the Research Achievements

本研究は制御対象から得られる入出力データから制御器を設計するデータ駆動型制御器設計法を,ゲインスケジューリング制御器の設計へ拡張する試みとなっている。これにより多様なシステムに対してデータを用いた制御器設計を可能とし,設計に要するコストや設計者の知識や経験に依らない設計法の提案に繋がると考えられる。一方,応用の面からは人間が環境に応じて力の加え方を調整している仕組みをロボットシステムにおいて実現することができ,ロボットが人間に代わる作業者となるための基礎となると考えられる。

Report

(6 results)
  • 2022 Annual Research Report   Final Research Report ( PDF )
  • 2021 Research-status Report
  • 2020 Research-status Report
  • 2019 Research-status Report
  • 2018 Research-status Report
  • Research Products

    (38 results)

All 2023 2022 2021 2020 2019 2018

All Journal Article (7 results) (of which Peer Reviewed: 6 results,  Open Access: 1 results) Presentation (31 results) (of which Int'l Joint Research: 20 results)

  • [Journal Article] Numerical Optimization Approach for Robust Performance Controller Using Frequency Responses2021

    • Author(s)
      Ito Kohei、Yubai Kazuhiro、Yashiro Daisuke、Komada Satoshi
    • Journal Title

      IEEJ Transactions on Electronics, Information and Systems

      Volume: 141 Issue: 12 Pages: 1360-1370

    • DOI

      10.1541/ieejeiss.141.1360

    • NAID

      130008123505

    • ISSN
      0385-4221, 1348-8155
    • Year and Date
      2021-12-01
    • Related Report
      2021 Research-status Report
    • Peer Reviewed
  • [Journal Article] Estimation of Closed-Loop Response Using Input and Output Data2021

    • Author(s)
      Taiga Sakatoku, Kazuhiro Yubai, Daisuke Yashiro, Satoshi Komada
    • Journal Title

      IEEJ Transactions on Electronics, Information and Systems

      Volume: 141 Issue: 3 Pages: 396-397

    • DOI

      10.1541/ieejeiss.141.396

    • NAID

      130007993327

    • ISSN
      0385-4221, 1348-8155
    • Year and Date
      2021-03-01
    • Related Report
      2020 Research-status Report
    • Peer Reviewed
  • [Journal Article] Data‐Driven Controller Tuning with Closed‐Loop Response Estimation2021

    • Author(s)
      Sakatoku Taiga、Yubai Kazuhiro、Yashiro Daisuke、Komada Satoshi
    • Journal Title

      IEEJ Transactions on Electrical and Electronic Engineering

      Volume: 16 Issue: 10 Pages: 1397-1406

    • DOI

      10.1002/tee.23436

    • Related Report
      2021 Research-status Report
    • Peer Reviewed
  • [Journal Article] Torque Control of a Series Elastic Actuator Using an Ultrasonic Motor with Angular-Velocity Saturation2020

    • Author(s)
      Toshiya Nakamura, Daisuke Yashiro, Kazuhiro Yubai, Satoshi Komada
    • Journal Title

      IEEJ Transactions on Industry Applications

      Volume: 140 Issue: 5 Pages: 378-386

    • DOI

      10.1541/ieejias.140.378

    • NAID

      130007839324

    • ISSN
      0913-6339, 1348-8163
    • Year and Date
      2020-05-01
    • Related Report
      2020 Research-status Report
    • Peer Reviewed
  • [Journal Article] Constraints to Guarantee Gain and Phase Margins for Data-Driven Controller Tuning Methods2020

    • Author(s)
      Taiga Sakatoku, Kazuhiro Yubai, Daisuke Yashiro, Satoshi Komada
    • Journal Title

      Journal of Marine Science and Technology

      Volume: 28 Pages: 385-393

    • Related Report
      2020 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Data-Driven Output Complementary Sensitivity Shaping by One-Shot Experimental Data2019

    • Author(s)
      Yanagawa Kosuke、Yubai Kazuhiro、Yashiro Daisuke、Komada Satoshi
    • Journal Title

      IEEJ Transactions on Electronics, Information and Systems

      Volume: 139 Issue: 8 Pages: 874-881

    • DOI

      10.1541/ieejeiss.139.874

    • NAID

      130007686748

    • ISSN
      0385-4221, 1348-8155
    • Year and Date
      2019-08-01
    • Related Report
      2019 Research-status Report
  • [Journal Article] Proposal of NCbT Guaranteeing Closed-Loop Stability and Stability Margins2019

    • Author(s)
      Date Munemitsu、Yubai Kazuhiro、Yashiro Daisuke、Komada Satoshi
    • Journal Title

      IEEJ Transactions on Electronics, Information and Systems

      Volume: 139 Issue: 4 Pages: 460-468

    • DOI

      10.1541/ieejeiss.139.460

    • NAID

      130007622132

    • ISSN
      0385-4221, 1348-8155
    • Year and Date
      2019-04-01
    • Related Report
      2019 Research-status Report 2018 Research-status Report
    • Peer Reviewed
  • [Presentation] Load Side Angle Control Using HPF with Backlash Model for Torsional Torque Estimation of Electromagnetic Motor with Reduction Gear with Drive and Load Side Encoders2023

    • Author(s)
      Yuto Ikeda, Daisuke Yashiro, Kazuhiro Yubai and Satoshi Komada
    • Organizer
      The IEEJ International Workshop on Sensing, Acutuation, Motion Control, and Optimization 2023
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 摩擦を持つ機械系に対する入出力データを用いた応答予測と制御器調整2022

    • Author(s)
      弓場井 一裕
    • Organizer
      2022年電気学会電子・情報・システム部門大会
    • Related Report
      2022 Annual Research Report
  • [Presentation] Design of a Torsion Torque Estimator that Includes a Backlash Model for a Load-Side Angle Control System that Consists of a Motor, a Reduction Gear, a Spring, and Motor/Load-Side Encoders2022

    • Author(s)
      Yuto Ikeda, Daisuke Yashiro, Kazuhiro Yubai, Satoshi Komada
    • Organizer
      48th Annual Conference of the IEEE Industrial Electronics Society
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A Tuning Method of Gain-Scheduled Model Error Compensator Using Frequency Response by Numerical Optimization2022

    • Author(s)
      Kohei Ito, Kazuhiro Yubai, Daisuke Yashiro, Satoshi Komada
    • Organizer
      SAMCON 2022 The 8th IEEJ International Workshop on Sensing, Actuation, Motion Control, and Optimization
    • Related Report
      2021 Research-status Report
    • Int'l Joint Research
  • [Presentation] Experimental Validation of Controller Design for Inverter via Data-Driven Approach2022

    • Author(s)
      Kouki Tanaka, Kazuhiro Yubai, Daisuke Yashiro, Satoshi Komada
    • Organizer
      SAMCON 2022 The 8th IEEJ International Workshop on Sensing, Actuation, Motion Control, and Optimization
    • Related Report
      2021 Research-status Report
    • Int'l Joint Research
  • [Presentation] Tuning of Youla Parameter with Passivity-Based Stability Constraint2022

    • Author(s)
      Naoki Nakayama, Kazuhiro Yubai, Daisuke Yashiro, Satoshi Komada
    • Organizer
      SAMCON 2022 The 8th IEEJ International Workshop on Sensing, Actuation, Motion Control, and Optimization
    • Related Report
      2021 Research-status Report
    • Int'l Joint Research
  • [Presentation] Estimation and Compensation of Airframe's Disturbance Force using Rotor Angular Velocity for Propeller-driven Systems2021

    • Author(s)
      Yuki Nishii, Daisuke Yashiro, Kazuhiro Yubai, Satoshi Komada
    • Organizer
      2021 IEEE International Conference on Mechatronics (ICM)
    • Related Report
      2020 Research-status Report
    • Int'l Joint Research
  • [Presentation] Load Torque Control of an Electromagnetic Motor with a Reduction Gear, a Spring, and Motor/Load-Side Encoders2021

    • Author(s)
      Daichi Kondo, Daisuke Yashiro, Kazuhiro Yubai, Satoshi Komada
    • Organizer
      2021 IEEE International Conference on Mechatronics (ICM)
    • Related Report
      2020 Research-status Report
    • Int'l Joint Research
  • [Presentation] Load Torque Control of an Electromagnetic Motor with a Reduction Gear and Motor/Load-Side Encoders2020

    • Author(s)
      Daichi Kondo, Daisuke Yashiro, Kazuhiro Yubai, Satoshi Komada
    • Organizer
      IECON 2020 The 46th Annual Conference of the IEEE Industrial Electronics Society
    • Related Report
      2020 Research-status Report
    • Int'l Joint Research
  • [Presentation] Design of Adaptive Controller for Bilateral Control Systems Including a Propeller-Driven System2020

    • Author(s)
      Masaya Inukai, Daisuke Yashiro, Kazuhiro Yubai, Satoshi Komada
    • Organizer
      IECON 2020 The 46th Annual Conference of the IEEE Industrial Electronics Society
    • Related Report
      2020 Research-status Report
    • Int'l Joint Research
  • [Presentation] Proposal of Estimation of Closed-loop Response Using Input and Output Data2020

    • Author(s)
      Taiga Sakatoku, Kazuhiro Yubai, Daisuke Yashiro, Satoshi Komada
    • Organizer
      2020 International Automatic Control Conference (CACS)
    • Related Report
      2020 Research-status Report
    • Int'l Joint Research
  • [Presentation] Design of a Contact-Force Controller including State Feedback Controllers for Propeller-Driven Systems2020

    • Author(s)
      Yuki Nishii, Daisuke Yashiro, Kazuhiro Yubai, Satoshi Komada
    • Organizer
      IECON 2020 The 46th Annual Conference of the IEEE Industrial Electronics Society
    • Related Report
      2020 Research-status Report
    • Int'l Joint Research
  • [Presentation] Design of a Gain-scheduled Rotor Thrust Controller Using Airspeed and Rotor Angular Velocity2020

    • Author(s)
      Yuki Kato, Daisuke Yashiro, Kazuhiro Yubai, Satoshi Komada
    • Organizer
      IECON 2020 The 46th Annual Conference of the IEEE Industrial Electronics Society
    • Related Report
      2020 Research-status Report
    • Int'l Joint Research
  • [Presentation] データを用いたH∞多変数制御器の設計2020

    • Author(s)
      森田晃史,弓場井一裕,矢代大祐,駒田諭
    • Organizer
      電気学会制御研究会
    • Related Report
      2019 Research-status Report
  • [Presentation] 入出力データを用いた閉ループ応答の推定と制御器の再調整2020

    • Author(s)
      酒徳大雅,弓場井一裕,矢代大祐,駒田諭
    • Organizer
      電気学会制御研究会
    • Related Report
      2019 Research-status Report
  • [Presentation] データ駆動型制御器設計法と機械学習に基づいたゲインスケジュールド力制御器の設計法の提案2020

    • Author(s)
      辻井祥太郎,弓場井一裕,矢代大祐,駒田諭
    • Organizer
      電気学会制御研究会
    • Related Report
      2019 Research-status Report
  • [Presentation] A Data-Driven Design Method of Gain-Scheduled Force Controller for Variable Environments2020

    • Author(s)
      Shotaro Tsujii, Kazuhiro Yubai, Daisuke Yashiro, Satoshi Komada
    • Organizer
      The IEEJ International Workshop on Sensing, Actuation, Motion, and Optimization (SAMCON2020)
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] Multivariable H-infinity Controller Design Using Data-driven Tuning2020

    • Author(s)
      Akifumi Morita, Kazuhiro Yubai, Daisuke Yashiro, Satoshi Komada
    • Organizer
      The IEEJ International Workshop on Sensing, Actuation, Motion, and Optimization (SAMCON2020)
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] ゲイン・位相余裕を保証するデータ駆動型制御器設計法2019

    • Author(s)
      酒徳大雅,弓場井一裕,矢代大祐,駒田諭
    • Organizer
      第63回システム制御情報学会研究発表講演会
    • Related Report
      2019 Research-status Report
  • [Presentation] データを用いた安定かつ最小位相なH∞制御器の設計2019

    • Author(s)
      森田晃史,弓場井一裕,矢代大祐,駒田諭
    • Organizer
      第62回自動制御連合講演会
    • Related Report
      2019 Research-status Report
  • [Presentation] 入出力データを用いたYoulaパラメータの分母・分子多項式調整2019

    • Author(s)
      長瀬瑛,弓場井一裕,矢代大祐,駒田諭
    • Organizer
      第62回自動制御連合講演会
    • Related Report
      2019 Research-status Report
  • [Presentation] Data-Driven Tuning of Stable Minimum Phase H∞ Controller2019

    • Author(s)
      Akifumi Morita, Kazuhiro Yubai, Daisuke Yashiro, Satoshi Komada
    • Organizer
      2019 International Automatic Control Conference (CACS 2019)
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] Proposal of Constraints to Guarantee Gain and Phase Margins for Data-Driven Controller Tuning Methods2019

    • Author(s)
      Taiga Sakatoku, Kazuhiro Yubai, Daisuke Yashiro, Satoshi Komada
    • Organizer
      2020 International Automatic Control Conference (CACS 2019)
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] データ駆動型制御器設計法に基づいた切換型力制御器の設計法2018

    • Author(s)
      辻井祥太郎,弓場井一裕,矢代大祐,駒田諭
    • Organizer
      平成30年度電気・電子・情報関係学会東海支部連合大会
    • Related Report
      2018 Research-status Report
  • [Presentation] 不安定な極零相殺を回避した感度最小化のためのデータ駆動型制御器設計2018

    • Author(s)
      森田晃史,弓場井一裕,矢代大祐,駒田諭
    • Organizer
      平成30年度電気・電子・情報関係学会東海支部連合大会
    • Related Report
      2018 Research-status Report
  • [Presentation] 閉ループの安定性と指定された安定余裕を同時に保証するNCbTの実機検証2018

    • Author(s)
      伊達宗充,弓場井一裕,矢代大祐,駒田諭
    • Organizer
      電気学会制御研究会
    • Related Report
      2018 Research-status Report
  • [Presentation] データ駆動型制御器設計における閉ループシステムの安定性を保証する解更新法2018

    • Author(s)
      柳川晃佑,弓場井一裕,矢代大祐,駒田諭
    • Organizer
      電気学会制御研究会
    • Related Report
      2018 Research-status Report
  • [Presentation] Output Complementary Sensitivity Shaping for MIMO Systems without Multiple Experiments2018

    • Author(s)
      Kosuke Yanagawa, Kazuhiro Yubai, Daisuke Yashiro, Satoshi Komada
    • Organizer
      The 37th Chinese Control Conference
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] A Study on Design Method of the Switching System for Force Control2018

    • Author(s)
      Shotaro Tsujii, Kazuhiro Yubai, Daisuke Yashiro, Satoshi Komada
    • Organizer
      12th France-Japan and 10th Europe-Asia Congress on Mecatronics
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] Data-Driven H∞ Controller Tuning by Iterative Convex Optimization2018

    • Author(s)
      Akifumi Morita, Kazuhiro Yubai, Daisuke Yashiro, Satoshi Komada
    • Organizer
      The 5th IEEJ International Workshop on Sensing, Actuation, Motion Control, and Optimization
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] A Fundamental Study on Switching Control System with Multiple Modes for Force Control2018

    • Author(s)
      Shotaro Tsujii, Kazuhiro Yubai, Daisuke Yashiro, Satoshi Komada
    • Organizer
      A Fundamental Study on Switching Control System with Multiple Modes for Force Control
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research

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Published: 2018-04-23   Modified: 2024-01-30  

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