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Fault Analysis and Diagnostic System by Case-based Reasoni(Application of Analogy in Artificial Intelligence)

Research Project

Project/Area Number 04805024
Research Category

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

Allocation TypeSingle-year Grants
Research Field 機械力学・制御工学
Research InstitutionKYOTO UNIVERSITY

Principal Investigator

ADACHI Norihiko (1993)  Kyoto Univ.Fac.of Eng.Professor, 工学部, 教授 (30026108)

石田 好輝 (1992)  京都大学, 工学部, 助手 (80159748)

Co-Investigator(Kenkyū-buntansha) DOUZONO Hiroshi  Kumamoto Univ.Fac.of Eng.Lecturer, 工学部, 講師 (00217613)
ISHIDA Yoshiteru  Kyoto Univ.Fac.of Eng.Assistant Professor, 工学部, 助手 (80159748)
Project Period (FY) 1992 – 1993
Project Status Completed (Fiscal Year 1993)
Budget Amount *help
¥1,700,000 (Direct Cost: ¥1,700,000)
Fiscal Year 1993: ¥300,000 (Direct Cost: ¥300,000)
Fiscal Year 1992: ¥1,400,000 (Direct Cost: ¥1,400,000)
KeywordsArtigicial Intelligence / Case-based Reasoning / Large-scale systems / Fault Diagnosis / Inference Systems / Knowledge Acquisition / Process Diagnosis / プロセス診断 / 事故解析 / 診断システム
Research Abstract

In case-based reasoning, the past cases are stored as empirical knowledge to solve the current problems. First, the most similar cases are searched, and then solve the current problems using the anology of the similar cases. We developed an intelligent case retrieval and reasoning system for the fault analysis and diagnosis of processing plants. Since similar accidents happened repeatedly by the similar causes, this retrieval and reasoning system may be important to prevent similar accidents using the knowledge of the past accidents. In this research project, we obtained the following results. (1)First, we developed a memory for case knowledge-base which allows storing cases in orderly fashion. We also developed a fast algorithm to retrieve similar cases in the memory. (2) We developed a model to classify the cases by the pattern of flow structure in the plant. The model also allows to represent the operations by human operator. Thus, the model can include faults by human operation error. (3) The reasoning system above mentioned is tested against a fault simulator. By this test, one can know how much qualitatively diferent cases are needed to for the system to reasonably react the human questions. It also suggests the strategy for collecting the cases for better performances. (4)We also developed a transforming system whitch transforms the similar case so that the case can be used for the current problem. The system include several heuristics for the pattern of transformations.
The aim of this research is to develop an intelligent and flexible retrieval system that allows more than usual search by keywords. We developed the system that can carry out the analogical reasoning rather than search, and we evaluated that such system is useful for the prevention of similar accidents in processing plants.

Report

(3 results)
  • 1993 Annual Research Report   Final Research Report Summary
  • 1992 Annual Research Report
  • Research Products

    (23 results)

All Other

All Publications (23 results)

  • [Publications] Y.Ishida: "A Framework for Dynamic Representation of Knowledge:A Minimum Principle in Organizing Knowledge" Proc.of 1st Conf.on Principles for Knowledge Representation,Tronto. 170-179 (1989)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] 石田好輝.得丸英勝: "故障診断における高次推論:定性推論と事例ベース推論" 日本機械学会. RC-84. 15-27 (1989)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] 石田好輝.得丸英勝: "事例ベース診断の枠組" 計測自動制御学会論文誌. Vol.26 No.7. 706-713 (1990)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] 石田好輝: "定性推論と大規模システムの診断(解説)" 情報処理学会誌. Vol.33 No.2. 137-144 (1991)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] 石田好輝: "モデルベース知識獲得(解説)" コンピュートロール. No.31. (1990)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] 石田好輝: "事例ベース推論の可能性と課題(解説)" 計測自動制御学会30周年記念特別講演. 33-38 (1991)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] Y.Ishida: "A Framework for Dynamic Representation of Knowledge : A Minimum Principle in Organizing Knowledge" Proc.of 1st Int.Conf.on Principles for Knowledge Representation, Tront. 170-179 (1989)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] Y.Ishida and H.Tokumaru: "High-level Inference in Fault Diagnosis-Qualitative Reasoning and Case-based Reasoning" Society of Mechanical Engineering(in Japanese). RC-84. 15-27 (1989)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] Y.Ishida and H.Tokumaru: "Framework of Case-based Diagnosis(in Japanese)" Trans.of SICE. Vol.26 No.7. (1990)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] Y.Ishida: "Qualitative Reasoning and Diagnosis of Large-Scale Systems(in Japanese)" Journal of Information Processing. Vol.33 No2. 137-144 (1991)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] Y.Ishida: "Model-based Knowledge Acquisition(in Japanese)" Computorol. No.31. (1990)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] Y.Ishida: "Problems and Possibilities of Case-based Reasoning(in Japanese)" SICE Special Lecture. 33-38 (1991)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] Y.Ishida: "A Framework for Dynamic Reprentation of Knowledge:A Minimum Principle in Organizing Knowledge" Proc.of Ist Conf.on Principles for Knowledge Representation,Tronto. 170-179 (1989)

    • Related Report
      1993 Annual Research Report
  • [Publications] 石田好輝,得丸英勝: "故障診断における高次推論:定性推論と事例ベース推論" 日本機会学会. RC-84. 15-27 (1989)

    • Related Report
      1993 Annual Research Report
  • [Publications] 石田好輝,得丸英勝: "事例ベース診断の枠組" 計測自動制御学会論文誌. Vol.26 No.7. (1990)

    • Related Report
      1993 Annual Research Report
  • [Publications] 石田好輝: "定性推論と大規模システムの診断(解説)" 情報処理学会誌. Vol.33 No.2. 137-144 (1991)

    • Related Report
      1993 Annual Research Report
  • [Publications] 石田好輝: "モデルベース知識獲得(解説)" コンピュートロール. No.31. (1990)

    • Related Report
      1993 Annual Research Report
  • [Publications] 石田好輝: "事例ベース推論の可能性と課題(解説)" 計測自動制御学会30周年記念特別講演. 33-38 (1991)

    • Related Report
      1993 Annual Research Report
  • [Publications] 堂園 浩: "改良Reteネットワーク構造を用いた事例ベースメモリ" Proc. of Intelligent System Symp.277-282 (1992)

    • Related Report
      1992 Annual Research Report
  • [Publications] 堂園 浩: "改良Reteアルゴリズムを用いたCase Base Memory" システム制御情報学会発表講演会集. 341-342 (1992)

    • Related Report
      1992 Annual Research Report
  • [Publications] 友部 実: "事例ベース推論システム構築用言語の開発" システム制御情報学会発表講演会集. 257-258

    • Related Report
      1992 Annual Research Report
  • [Publications] 石田 好輝: "事例ベース推論の可能性と課題" 第3回知能均部会資料. 33-38 (1991)

    • Related Report
      1992 Annual Research Report
  • [Publications] 石田 好輝: "事例ベース診断の枠組" 計測自動制御学会論文集. 26. 706-713 (1990)

    • Related Report
      1992 Annual Research Report

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Published: 1992-04-01   Modified: 2016-04-21  

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