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Advanced Modeling and Control Methods for Repetitive INdustrial Processes

Research Project

Project/Area Number 16F16799
Research Category

Grant-in-Aid for JSPS Fellows

Allocation TypeSingle-year Grants
Section外国
Research Field Intelligent informatics
Research InstitutionTokyo University of Technology (2018)
Tokyo Institute of Technology (2016-2017)

Principal Investigator

しゃ 錦華 (2018)  東京工科大学, 工学部, 教授 (10257264)

寺野 隆雄 (2016-2017)  東京工業大学, 情報理工学院, 教授 (20227523)

Co-Investigator(Kenkyū-buntansha) AN JIANQI  東京工科大学, 工学部, 外国人特別研究員
Project Period (FY) 2016-11-07 – 2019-03-31
Project Status Completed (Fiscal Year 2018)
Budget Amount *help
¥2,200,000 (Direct Cost: ¥2,200,000)
Fiscal Year 2018: ¥600,000 (Direct Cost: ¥600,000)
Fiscal Year 2017: ¥900,000 (Direct Cost: ¥900,000)
Fiscal Year 2016: ¥700,000 (Direct Cost: ¥700,000)
Keywordsプロセス制御 / ソフトセンシング / 2Dモデリング / 繰返し制御 / 学習制御 / ファジー制御 / マルチタイムスケール / 非線形制御 / 生産システムの最適化 / 生産システムの制御 / モデルのチューニング / 複雑適応系 / 鉄鋼生産プロセス / 高炉の診断制御 / エージェント・ベース・モデリング
Outline of Annual Research Achievements

今年度は,以下のように研究を行った:
(1) 製鉄プロセスの制御系設計:このプロセスの周期性に注目し,計量と供給プロセスの学習繰返し制御,溶鉱炉の上部圧力のファジー・デカプリング制御や溶鉱炉負荷配分の意思決定法などを検討した。具体的に,まず,計量と供給プロセスに存在する非線形ダイナミックスと繰返し特性を詳しく検討し,部分線形化手法を用いて線形状態モデルを構築した。それから繰返し学習制御器を設計し,多目標最適制御を実現した。この結果はMathematical Problems in Engineeringに掲載された。次に,溶鉱炉の上部圧力制御問題について,制御対象の特性に合わせて設計したPIDファジー制御により,トップ圧力制御誤差は-2 kPa~2 kPaに抑えることに成功した。この研究の関連結果はIEEE Transactions on Control Systems Technologyなどに採用された。
(2) システム実装に関する検討:提案されたモデリング,意思決定,制御などの手法を実装するために関する問題点と解決法を検討した。精錬プロセスの合金成分を正確に制御するために,2段調整法を提案し,ロバスト性と高精度を同時に備え持つ制御システムの実装に成功した。関連結果をIEEE Transactions on Control Systems Technologyなどに投稿した。
また,プロセス制御で得られた以上の成果を図書Communications in Computer and Information ScienceのチャプターとしてSpringerから出版された。

Research Progress Status

平成30年度が最終年度であるため、記入しない。

Strategy for Future Research Activity

平成30年度が最終年度であるため、記入しない。

Report

(3 results)
  • 2018 Annual Research Report
  • 2017 Annual Research Report
  • 2016 Annual Research Report
  • Research Products

    (24 results)

All 2019 2018 2017 Other

All Int'l Joint Research (2 results) Journal Article (10 results) (of which Int'l Joint Research: 9 results,  Peer Reviewed: 10 results) Presentation (10 results) (of which Int'l Joint Research: 10 results) Book (1 results) Remarks (1 results)

  • [Int'l Joint Research] 中国地質大学(武漢)(中国)

    • Related Report
      2018 Annual Research Report
  • [Int'l Joint Research] China University of Geosciences(China)

    • Related Report
      2017 Annual Research Report
  • [Journal Article] Soft-sensing method for slag-crust state of blast furnace based on two-dimensional decision fusion2018

    • Author(s)
      Jianqi An, Jialiang Zhang, Min Wu, Weihua Cao, Takao Terano
    • Journal Title

      Neurocomputing

      Volume: 315 Pages: 405-411

    • DOI

      10.1016/j.neucom.2018.07.033

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Re-optimization strategy for truck crane lift-path planning2018

    • Author(s)
      Jianqi An, Min Wu, Jinhua She, Takao Terano
    • Journal Title

      Automation in Construction

      Volume: 90 Pages: 146-155

    • DOI

      10.1016/j.autcon.2018.02.029

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Decoupling control method with fuzzy theory for top pressure of blast furnace2018

    • Author(s)
      Jianqi An, Junyu Yang, Min Wu, Jinhua She, Takao Terano
    • Journal Title

      IEEE Transactions on Control Systems Technology

      Volume: Early Access Issue: 6 Pages: 1-8

    • DOI

      10.1109/tcst.2018.2862859

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Iterative learning control for nonlinear weighing and feeding process2018

    • Author(s)
      Jianqi An, Fayang You, Min Wu, Jinhua She
    • Journal Title

      Mathematical Problems in Engineering

      Volume: Early Access Pages: 1-10

    • DOI

      10.1155/2018/9425902

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Re-optimization strategy for lift-path planning for truck crane2018

    • Author(s)
      An Jianqi, Wu Min, She Jinhua, Terano Takao
    • Journal Title

      Automation in Construction

      Volume: 90 Pages: 146-155

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] The chaotic characteristic of the carbon-monoxide utilization ratio in the blast furnace2017

    • Author(s)
      Xiao Dengfeng, An Jianqi, He Yong, Wu Min
    • Journal Title

      Isa Transactions

      Volume: 68 Pages: 109-115

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Quasi-convex combination method and its application to the stability analysis of 2-D discrete-time Roesser systems with time-varying delays2017

    • Author(s)
      Huang Yibo, An Jianqi, He Yong, Wu Min
    • Journal Title

      IET Control Theory & Applications

      Volume: 12 Issue: 6 Pages: 718-727

    • DOI

      10.1049/iet-cta.2017.0653

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] A Wind power prediction method based on Bayesian fusion2017

    • Author(s)
      Jianqi An, Zhangbing Chen, Min Wu, Takao Terano, Min Ding, and Hua Xie
    • Journal Title

      Science & Information Technology

      Volume: 7 Pages: 27-37

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] A Wind power prediction method based on Bayesian fusion2017

    • Author(s)
      [1]Jianqi An, Zhangbing Chen, Min Wu, Takao Terano, Min Ding, and Hua Xie
    • Journal Title

      Computer Science & Information Technology

      Volume: 7 Pages: 27-37

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] The chaotic characteristic of the carbon-monoxide utilization ratio in the blast furnace2017

    • Author(s)
      [2]Dengfeng Xiao, Jianqi An, Yong He, Min Wu
    • Journal Title

      ISA Transactions,

      Volume: 68 Pages: 109-115

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed
  • [Presentation] Multi-time scale fusion model and burden distribution control in blast furnace2018

    • Author(s)
      Jianqi An, Min Wu, Takao Terano
    • Organizer
      Symposium on Blast Furnace Process Modeling and Control Technology
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Decoupling control method with fuzzy theory for top pressure of blast furnace2018

    • Author(s)
      Jianqi An, Min Wu, Takao Terano, Jinhua She
    • Organizer
      Workshop of China University of Geosciences, Tokyo University of Technology, and Tokyo Institute of Technology
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Applications of artificial intelligence in metallurgical industry2018

    • Author(s)
      Jianqi An, Takao Terano, Jinhua She
    • Organizer
      General Conference on Emerging Arts of Research on management and Administration
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Calculation method of load distribution for two-crane cooperative lift2018

    • Author(s)
      Xiaolin Shen, Jianqi An, Takao Terano
    • Organizer
      The 37th Chinese Control Conference
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A multi-source wind speed fusion method for wind power prediction based on kNN-SVR2018

    • Author(s)
      Jianqi An, Zhangbing Chen, Min Wu, Jinhua She, and Min Ding
    • Organizer
      The 44th Annual Conference of the IEEE Industrial Electronics Society
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Analysis of influencing factors on carbon monoxide utilization rate of blast furnace based on multi-timescale characteristics2017

    • Author(s)
      An Jianqi, Yang Yuwan, Wu Min, Terano Takao
    • Organizer
      Proceedings of the 36th Chinese Control Conference, China, Dalian, 4459-4463
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A wind power prediction method based on bayesian fusion2017

    • Author(s)
      An Jianqi, Chen Zhangbeng, Wu Min, Terano Takao, Ding Min, Xie Hua
    • Organizer
      Proceedings of the 2017 International Conference on Information Technology Convergence and Services, 27-37
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A prediction model of edge gas flow development state based on BP neural network2017

    • Author(s)
      Zhang Jialiang, An Jianqi*, Wu Min, Cao Weihua
    • Organizer
      Proceedings of the 5th International Workshop on Advanced Computational Intelligence and Intelligent Informatics, China, Beijing
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Robust iterative learning control for alloy batch weighing process in refining furnace2017

    • Author(s)
      Huang Yibo, An Jianqi*, He Yong, Wu Min, Terano Takao
    • Organizer
      Proceedings of the 36th Chinese Control Conference, China, Dalian, 3260-3265
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Relation model of burden operation and state variables of blast furnace based on low frequency feature extraction2017

    • Author(s)
      Zhang Kexin, Wu Min, An Jianqi, Cao Weihua, Liu Zhentao, Ning Fulong
    • Organizer
      Proceedings of the 20th World Congress of the International Federation of Automatic Control, France, Toulouse, 14360-14365
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Book] Evolutionary Computing and Artificial Intelligence2019

    • Author(s)
      Jianqi An, Jinhua She, Huicong Chen, Min Wu
    • Total Pages
      129
    • Publisher
      Springer
    • ISBN
      9789811369360
    • Related Report
      2018 Annual Research Report
  • [Remarks] GEAR: TERANO LABORATORY

    • URL

      http://www.trn.dis.titech.ac.jp

    • Related Report
      2016 Annual Research Report

URL: 

Published: 2016-11-08   Modified: 2024-03-26  

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