• Search Research Projects
  • Search Researchers
  • How to Use
  1. Back to previous page

Design of Neuro-Controller and its Application to Process Control

Research Project

Project/Area Number 05650405
Research Category

Grant-in-Aid for General Scientific Research (C)

Allocation TypeSingle-year Grants
Research Field 計測・制御工学
Research InstitutionUniversity of Tokushima

Principal Investigator

OMATU Sigeru  University of Tokushima, Faculty of Engineering, Professor, 工学部, 教授 (30035662)

Project Period (FY) 1993 – 1994
Project Status Completed (Fiscal Year 1994)
Budget Amount *help
¥2,200,000 (Direct Cost: ¥2,200,000)
Fiscal Year 1994: ¥1,000,000 (Direct Cost: ¥1,000,000)
Fiscal Year 1993: ¥1,200,000 (Direct Cost: ¥1,200,000)
Keywordsneuro-contrrol / adaptive control / Process control / learning control / PID control / temperature control / chemical process / generalization / ニューラルネットワーク / 階層型ニューラルネットワーク / 情報量 / 学習曲線
Research Abstract

Aim of the study is to design the neuro-controller and apply it to process control problems. In this study, we have designed three kinds of neuro-controllers, which are called series type, parallel type, and self-tuning type neuro-controllers. For the series type one, we have proposed the direct inverse control algorithm by using neural networks. In the parallel type one, we have introduced a feed-back error learning algorithm. As the last type, we have designed a self-tuning PID type neuro-controller where the proportional, intergral, and derivative gains are tuned in such a way that the error between plant output and desired output is minimized. After performing the neuro-controller designed here by simulations, we have determined the above PID gains by changing the structure of neural networks, Then we have applied the neuro-controller to real process control systems. First, we have applied the temperature control for water-bath and heating furnace and then applied the speed control of electric vehicle systems. From these applications, we have shown that proposed neuro-controller has worked well in real application problems.

Report

(3 results)
  • 1994 Annual Research Report   Final Research Report Summary
  • 1993 Annual Research Report
  • Research Products

    (28 results)

All Other

All Publications (28 results)

  • [Publications] 岩佐健司,大松 繁,服部洋文,大西光義,山本真男: "時系列解析による塩素生成プラントの圧力制御" システム制御情報学会論文誌. 6(1号). 11-18 (1993)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] 金城寛,大松繁,山本哲彦: "ニューラルネットワークを用いた非線形システムの近似最適制御" 電気学会論文誌C分冊. 113(6号). 394-401 (1993)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] 松村茂憲,大松繁,樋笠博正: "PID型ニューラルコントローラによる電気自動車のトルク制御" 電気学会論文誌C分冊. 113(10号). 841-848 (1993)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] Marzuki Khalid,Sigeru Omatu,& Rubiyah Yusof: "MIMO Furnace Control with Neural Networks" IEEE Transactions on Control Systems Technology. 1(No.4). 238-245 (1993)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] Marzuki Khalid,Sigeru Omatu,& Rubiyah Yusof: "Adaptive Fuzzy Control of a Water Bath Process with Neural Networks" Engineering Applications of Artificial Intelligence. 7(No.1). 39-52 (1994)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] Marzuki Khalid,Sigeru Omatu,& Rubiyah Yusof: "Neural Networks for Self-Tuning Process Control Systems" Journal of Artificial Neural Networks. 1(No.1). 23-49 (1994)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] Sigeru Omatu,Marzuki Khalid,& Rubiyah Yusof: "Neuro-Control and its Applications" Springer-Verlag, 253 (1995)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] Kenji Iwasa: "Pressure Control of Chloride Generation Plant by Time Series Analysis" Trans, of Instiute of Systems, Control and Information Engineers. Vol.6, No.1. 11-18 (1993)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] Hiroshi Kinjo: "Suboptimal Control of Nonlinear Systems by Neural Networks" Trans, of Instiute of Electrical Engineers of Japan. Vol.113, No.6. 394-401 (1993)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] Shigenori, Matsumura: "Torque Control of Electric Vehicle by PID Type Neuro-Controller" Trans, of Instiute of Electrical Engineers of Japan. Vol.113, No.10. 841-848 (1993)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] Marzuki Khalid: "MIMO Fumace Control with Neural Networks" IEEE Trans, on Control Systems Technology. Vol.1, No.4. 238-245 (1993)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] Marzuki Khalid: "Neural Networks for Self-Tuning Process Control System" Joumal of Artificial Neural Networks. Vol.1, No.1. 23-49 (1993)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] Sigeru Omatu: Neuro-Control and its Applications. Springer-Verlag (to be published), 1-253 (1995)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] 岩佐健司,大松繁,服部洋文,大西光義,山本真男: "時系列解析による塩素生成プラントの圧力制御" システム制御情報学会論文誌. 6(1号). 11-18 (1993)

    • Related Report
      1994 Annual Research Report
  • [Publications] 金城寛,大松繁,山本哲彦: "ニューラルネットワークを用いた非線形システムの近似最適制御" 電気学会論文誌C分冊. 113(6号). 394-401 (1993)

    • Related Report
      1994 Annual Research Report
  • [Publications] 松村茂憲,大松繁,桶笠博正: "PID型ニューラルコントローラによる電気自動車のトルク制御" 電気学会論文誌C分冊. 113(10号). 841-848 (1993)

    • Related Report
      1994 Annual Research Report
  • [Publications] Marzuki Khalid,Sigeru Omatu,& Rubiyah Yusof: "MIMO Furnace Control with Neural Networks" IEEE Transactions on Control Systems Technology. 1(No.4). 238-245 (1993)

    • Related Report
      1994 Annual Research Report
  • [Publications] Marzuki Khalid,Sigeru Omatu,& Rubiyah Yusof: "Adaptive Fuzzy Control of a Weter Bath Process with Neural Networks" Engineering Applications of Artificial Intelligence. 7(No.1). 39-52 (1994)

    • Related Report
      1994 Annual Research Report
  • [Publications] Marzuki Khakid,Sigeru Omatu,& Rubiyah Yusof: "Neural Networks for Self-Tuning Process Control Systems" Journal of Artifical Neural Networks. 1(No.1). 23-49 (1994)

    • Related Report
      1994 Annual Research Report
  • [Publications] Sigeru Omatu,Marzuki Khalid,& Rubiyah Yusof: "Neuto-Control and its Applications" Springer-Verlag, 253 (1995)

    • Related Report
      1994 Annual Research Report
  • [Publications] 岩佐 健司,大松 繁: "時系列解析による塩素生成プラントの圧力予測" システム制御情報学会論文誌. 6. 11-18 (1993)

    • Related Report
      1993 Annual Research Report
  • [Publications] タノマル ジュリオ,大松 繁: "Efficient On-Line Training of Multilayer Neural Controllers" 計測自動制御学会論文誌. 27. 272-280 (1993)

    • Related Report
      1993 Annual Research Report
  • [Publications] 金城 寛,大松 繁: "混合型ニューラルネットを用いた非線形システムの適応制御" 電気学会論文誌C分冊. 113. 186-194 (1993)

    • Related Report
      1993 Annual Research Report
  • [Publications] Y.Rubiya,S.Omatu: "A Multivariable Self-Tuning PID Controller" International Journal of Control. 57. 1387-1403 (1993)

    • Related Report
      1993 Annual Research Report
  • [Publications] 金城 寛,大松 繁: "ニューラルネットワークを用いた非線形システムの近似最適制御" 電気学会論文誌C分冊. 113. 394-401 (1993)

    • Related Report
      1993 Annual Research Report
  • [Publications] 松村 茂憲,大松 繁: "ニューラルネットワークによる電気自動車実験装置の走行負荷トルク制御" 電気学会論文誌C分冊. 113. 430-439 (1993)

    • Related Report
      1993 Annual Research Report
  • [Publications] 大松 繁: "ニューラルネット入門" システム制御情報ライブラリ,朝倉書店, 240 (1994)

    • Related Report
      1993 Annual Research Report
  • [Publications] S.Omatu,K.Marzuki: "Neuro-Control and its Applications" Springer-Verlag, 300 (1994)

    • Related Report
      1993 Annual Research Report

URL: 

Published: 1993-04-01   Modified: 2016-04-21  

Information User Guide FAQ News Terms of Use Attribution of KAKENHI

Powered by NII kakenhi