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Optimal Adaptive and Predictive Control System of Buildings by Neuro-Fuzzy Systems

Research Project

Project/Area Number 06650633
Research Category

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

Allocation TypeSingle-year Grants
Research Field Building structures/materials
Research InstitutionKobe University

Principal Investigator

TANI Akinori  Kobe University, Faculty of Engineering, Associate Professor, 工学部, 助教授 (50155199)

Co-Investigator(Kenkyū-buntansha) KAWAMURA Hiroshi  Kobe University, Faculty of Engineering, Professor, 工学部, 教授 (70031119)
Project Period (FY) 1994 – 1995
Project Status Completed (Fiscal Year 1995)
Budget Amount *help
¥2,000,000 (Direct Cost: ¥2,000,000)
Fiscal Year 1995: ¥300,000 (Direct Cost: ¥300,000)
Fiscal Year 1994: ¥1,700,000 (Direct Cost: ¥1,700,000)
KeywordsFuzzy Optimal Control / Predictive Control / Adaptive Control / Maximizing Decision / Neural Network / Genetic Algorithm / Active Mass Driver / Multi-Degree-of Freedom System / アクティブ制御 / ファジィ理論 / 地震動入力予測 / 構造同定 / 建築構造物 / ファジィ最大化決定
Research Abstract

To develop the effective control system of buildings, it should be necessary to take account of special features such as complexity, uncertainty of future loading. In this research, optimal adaptive and predictive control systems of buildings against earthquake loading are developed based on fuzzy theory, neural network and genetic algorithm. These system have following special features ; (1) Target responses and control variables are described with membership function, (2) Real time prediction of earthquake input and structural identification are performed, and (3) Optimization is performed by fuzzy maximizing decision. As for the prediction of earthquake input, conditioned fuzzy set rules and neural network are employed. As for the structural identification, piece-wise linear response equations and neural network are employed. The systematic selection method of the training data of neural network for the structural identification are also developed by genetic algorithm. Objective structures are assumed 1,2 and 5-degree-of-freedom systems with active mass driver at the top of it. An equivalent variable mass system is employed as an active control method. Total active control systems for these structures are developed and digital simulations are carried out. The results show that proposed control systems can control the structural responses in accordance with the assumed membership functions. Consequently, it is proved that the proposed active control methods are effective for the control of buildings. Thorough this research, we can get al lot of basic data and systems on the fuzzy optimal control system of buildings.

Report

(3 results)
  • 1995 Annual Research Report   Final Research Report Summary
  • 1994 Annual Research Report
  • Research Products

    (29 results)

All Other

All Publications (29 results)

  • [Publications] 豊田祥之,河村廣,谷明勲: "AMD制振構造システムのファジィシステムによる最適設計(2質点系構造物;等価可変粘性型制振の場合)" 日本建築学会大会学術講演梗概集. A. 841-842 (1994)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] 谷明勲,河村廣: "ニューラルネットワークを用いた建築構造物のファジィ最適制御システム(1質点系構造物,GAを用いた構造同定用データの選定)" 計算工学研究会「ファジィ理論とその応用に関する基礎調査研究」「人工生命理論と構造工学への応用に関する基礎研究」合同講演会論文集. 21-28 (1994)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] 豊田祥之,河村廣,谷明勲: "AMD制振システムのファジィ最適設計(2質点系構造物;規準化された正弦波およびパルス波入力を用いた場合" 第9回日本地震工学シンポジウム論文集. 2029-2034 (1994)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] 谷明勲,船曵潤,山田裕之,河村廣: "フィードバック型ニューラルネットワークファジィ理論を用いた建築構造物の最適制御システム" 第9回日本地震工学シンポジウム論文集. 1909-1914 (1994)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] 谷明勲,河村廣: "フィードバックを有するニューラルネットワークを用いた建築構造物の最適ファジィ制御システム(2質点系の場合)" 日本建築学会,第17回情報システム利用技術シンポジウム論文集. 439-444 (1994)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] 谷明勲,河村廣: "フィードバック型ニューラルネットワークとファジィ理論を用いた建築構造物の応答予測手法に関する研究(1質点系構造物,GAを用いた構造同定用データの選定)" 日本建築学会近畿支部研究報告集. 第35号構造系. 325-328 (1995)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] Tani, A. and Kawamura, H.: "Fuzzy Optimal Control System of Buildings by Neural Network (In Case of Two-Degree-of Feedom System)" Proc. of The Fifth International Conference on Computing in Civil and Building Engineering. Vol. 1. 253-260 (1995)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] 谷明勲,河村廣: "フィードバック型ニューラルネットワークとファジィ理論を用いた建築構造物の応答予測手法に関する研究(1質点系構造物,GAを用いた構造同定用データの選定)" 日本建築学会大会学術講演梗概集. A2. 337-338 (1995)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] 谷明勲,河村廣: "ニューラルネットワークを用いた建築構造物の応答予測に関する研究-建築構造物のアクティブ制御を対象として-" 計測自動制御学会関西支部シンポジウム「モデリングとシステム同定の最前線」. 71-74 (1995)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] 谷明勲,河村廣: "ニューラルネットワークを用いた多質点系構造物の応答予測に関する研究(GAを用いた学習用データの選定)" 日本建築学会第18回情報システム利用技術シンポジウム論文集. 325-330 (1995)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] 谷明勲,河村廣: "ニューラルネットワークを用いた建築構造物のファジィ最適制御システム(5質点系構造物の場合)" 第3回ファジィ建築土木用応用シンポジウム講演論文集. (発表予定). (1996)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] Toyoda, Y., Kawamura, H.and Tani, A.: "A Fuzzy Optimal Design Method of Active Control System (2DOF Structure ; Normalized Input Sine-Wave and Impulse)" Annual Meeting of Architectural Institute of Japan. Vol.B. 841-842 (1994)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] Tani, A.and Kawamura, H.: "Fuzzy Optimal Control System of Buildings by Neural Network (Single-Degree-of-Freedom System, Selection of Training Data of Structural Identification by Genetic Algorithm)" Joint Conference on Research Committee on Fuzzy Theory and Artificial Life, Japan Society for Computational Mechanics. 21-28 (1994)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] Toyoda, Y., Kawamura, H.and Tani, A.: "A Fuzzy Optimal Design Method of Active Control System (2DOF-Structure ; Equivalent Variable Viscous Damping Method)" Proc.of 9th Japan Earthquake Engineering Symposium. Vol.B. 1909-1914 (1994)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] Tani, A., Funabiki, J., Yamada, H.and Kawamura, H.: "Optimal Control System of Buildings by Feedback Neural Network and Fuzzy Theory" Proc.of 9th Japan Earthquake Engineering Symposium. Vol.B. 1909-1914 (1994)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] Tani, A., and Kawamura, H.: "Fuzzy Optimal Control System of Buildings by Neural Network with Feedback Loops (In Case of Two-Degree-of-Freedom System)" Proc.of 17th Symposium on Computer Technology of Information, Systems and Application. 439-444 (1994)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] Tani, A.and Kawamura, H.: "Research on the Prediction System of Structural Responses by Neural Network with Feedback Loop (Single-Degree-of-Freedom System, Selection of Training Data of Structural Identification by Genetic Algorithm)" Annual Meeting of Architectural Institute of Japan, Kinki Branch. No.35, Structural Division. 325-328 (1995)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] Tani, A.and Kawamura, H.: "Fuzzy Optimal Control System of Buildings by Neural Network (In Case of Two-Degree-of-Freedom System)" Proc.of The Fifth International Conference on Computing in Civil and Building Engineering. Vol.1. 253-260 (1995)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] Tani, A.and Kawamura, H.: "Research on the Prediction System of Structural Responses by Neural Network with Feedback Loop (Single-Degree-of-Freedom System, Selection of Training Data of Structural Identification by Genetic Algorithm)" Annual Meeting of Architectural Institute of Japan. Vol.A2. 325-328 (1995)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] Tani, A.and Kawamura, H.: "Research on the Prediction System of Structural Responses by Neural Network-In Case of the Active Control of Buildings-" Proc.of The Society of Instrument and Control Engineering, Kansai Branch Symposium on Frontier of Modeling and System Identification. 71-74 (1995)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] Tani, A.and Kawamura, H.: "Research on the Prediction System of Structural Responses by Neural Network (Selection of Training Data of Structural Identification by Genetic Algorithm)" Proc.of 18th Symposium on Computer Technology of Information, Systems and Application. 439-444 (1995)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] Tani, A.and Kawamura, H.: "Fuzzy Optimal Control System of Buildings by Neural Network (In Case of Five-Degree-of-Freedom System)" Proc.of 3rd Symposium on Application of Fuzzy Theory to Architecture and Civil Engineering, Japan Society of Fuzzy Theory and Systems. (To be published).(1996)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] 谷明勲,河村廣: "フィードバック型ニューラルネットワークとファジィ理論を用いた建築構造物の応答予測手法に関する研究(1質点系構造物,GAを用いた構造同定用データの選定)" 日本建築学会近畿支部研究報告集. 第35号構造系. 325-328 (1995)

    • Related Report
      1995 Annual Research Report
  • [Publications] Tani, A. and Kawamura, H.: "Fuzzy Optimal Control System of Buildings by Neural Network (In Case of Two-Degree-of-Freedom System)" Proc. of The Fifth International Conference on Computing in Civil and Building Engineering. Vol. 1. 253-260 (1995)

    • Related Report
      1995 Annual Research Report
  • [Publications] 谷明勲,河村廣: "ニューラルネットワークを用いた建築構造物の応答予測に関する研究-建築構造物のアクティブ制御を対象として-" 計測自動制御学会関西支部シンポジウム「モデリングとシステム同定の最前線」. 71-74 (1995)

    • Related Report
      1995 Annual Research Report
  • [Publications] 谷明勲,河村廣: "ニューラルネットワークを用いた多質点系構造物の応答予測に関する研究(GAを用いた学習用データの選定)" 日本建築学会第18回情報システム利用 技術シンポジウム論文集. 325-330 (1995)

    • Related Report
      1995 Annual Research Report
  • [Publications] 谷明勲,河村廣: "ニューラルネットワークを用いた建築構造物のファジィ最適制御システム(5質点系構造物の場合)" 第3回ファジィ建築土木応用シンポジウム講演論文集. (発表予定). (1996)

    • Related Report
      1995 Annual Research Report
  • [Publications] 谷明勲,河村廣: "フィードバック型ニューラルネットワークとファジィ理論を用いた建築構造物の最適制御システム" 第9回日本地震工学シンポジウム論文集. 第2分冊. 2029-2034 (1994)

    • Related Report
      1994 Annual Research Report
  • [Publications] 谷明勲,河村廣: "フィードバックを有するニューラルネットワークを用いた建築構造物の最適ファジィ制御システム(2質点系の場合)" 第17回情報システム利用技術シンポジウム論文集. 439-444 (1994)

    • Related Report
      1994 Annual Research Report

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Published: 1994-04-01   Modified: 2016-04-21  

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