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Construction of Fuzzy Inference System with AI-Neuro Based Autonomous Learning Abilities and Verification of Its Effectiveness

Research Project

Project/Area Number 03650349
Research Category

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

Allocation TypeSingle-year Grants
Research Field 計測・制御工学
Research InstitutionKYOTO UNIVERSITY

Principal Investigator

KATAI Osamu  Kyoto University Faculty of Engineering Associate Professor, 工学部, 助教授 (50089124)

Project Period (FY) 1991 – 1993
Project Status Completed (Fiscal Year 1993)
Budget Amount *help
¥2,100,000 (Direct Cost: ¥2,100,000)
Fiscal Year 1993: ¥300,000 (Direct Cost: ¥300,000)
Fiscal Year 1992: ¥400,000 (Direct Cost: ¥400,000)
Fiscal Year 1991: ¥1,400,000 (Direct Cost: ¥1,400,000)
KeywordsFuzzy Inference / Constraint-Oriented Problem Solving / Fuzzy Control / Symbolic Processing / Neural Network / Genetic Alogorithm / Machine Learning / Autonomous Decentralized System / 制約充足問題 / 自己組織化 / 自律移動ロボット / ファジイ集合 / ファジイ推論 / 制約指向 / 信号処理 / ファジィ集合 / オブジェクト指向 / 制約論理プログラミング
Research Abstract

From constraint-oriented perspectives, a new concept of fuzziness is introduced, and based on this concept, new method of fuzzy inference is formalized, which is then shown to be able to be coupled tightly with symbolic procesing in AI that is based two-valued logic. This new method of combined inference is then applied to sensing information processing and image understanding under incomplete information, and also to planning and its execution of autonomous mobile robot. Moreover, the combined inference is applied to control of inverted pendulum, which elucidates its effectiveness. Also, new programming environment for this inference system is introduced by using CLP(R), a kind of constraint logic programming language. By using machine learning techniques, a learning method for acquiring fuzzy inference rules is introduced, whose results are then refined and organized by neural networks and genetic algorithms. Finally, the total system for fuzzy inference with automomous learning abilities is applied to control and planning of autonomous mobile robots, which elucidates the effectiveness of our approach.

Report

(4 results)
  • 1993 Annual Research Report   Final Research Report Summary
  • 1992 Annual Research Report
  • 1991 Annual Research Report
  • Research Products

    (34 results)

All Other

All Publications (34 results)

  • [Publications] 片井 修: "順序制約構造に基づくファジィ集合概念と推論の定式化" 計測自動制御学会論文集. 第28巻. 30-39 (1992)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] 片井 修: "区間制約ファジィ推論法による倒立振子の制御と車両移動計画の生成" 計測自動制御学会論文集. 第29巻. 470-479 (1993)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] O.Katai: "Fuzzy Control as Self-Organizing Constraint-Oriented Problem Solving" Proceedings of 5th IFSA World Congress. Vol.2. 887-890 (1993)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] O.Katai: "An Autonomous Decentralized System for Constraint-Oriented Problem Solving Involving Continuous and Fuzzy Variables" Proceedings of the 1st Int.Symp.on Autonomous Decentralized Systems. 63-69 (1993)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] T.Sawaragi: "Signal Understanding of Spectrum Data Using Bayesian Network and Neural Network" Proc.of 1993 Int.Joint Conference on Neural Networks. Vol.2. 1909-1910 (1993)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] 増市 博: "問題解決のための階層型自律分散システムの構成" 計測自動制御学会論文集. 第28巻. 1364-1373 (1993)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] 北村・片井(編): "画像と制御-ニューロ・ファジィ・AIによるアプローチ-" 朝倉書店, 251 (1991)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] 日本ファジィ学会(編): "知識情報処理とファジィ" 日刊工業新聞社, 283 (1993)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] O.Katai: "Formalization of Fuzzy Set Concept and Fuzzy Inference Based on Order-Constraint Structures" Transactions of the Society of Instrument and Conrol Engineers. Vol.28. 30-39 (1992)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] H.Masuichi: "A Multi-Layred Autonomous Decentralized System Architecture for Problem Solving" Transactions of the Society of Instrument and Conrol Engineers. Vol.28. 1364-1373 (1992)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] O.Katai: "Control of Inverted Pendulum and Vehicle Path Planning by Constraint-Interval Fuzzy Inference" Transactions of the Society of Instrument and Conrol Engineers. Vol.29. 470-479 (1993)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] O.Katai: "Fuzzy Control as Self-Organizing Constraint-Oriented Problem Solving" Proceedings of 5th IFSA World Congress. Vol.2. 887-890 (1993)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] O.Katai: "An Autonomous Decentralized System for Constraint-Oriented Problem Solving Involving Continuous and Fuzzy Variables" Proc.of the 1st.Int.Symp.on Autonomous Decentralized Systems. 63-69 (1993)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] T.Sawaragi: "Signal Understanding of Spectrum Data Using Baysian Network and Neural Network" Proc.of 1993 Int.Joint Conference on Neural Networks. Vol.2. 1909-1910 (1993)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] 片井修: "区間制約ファジィ推論法による倒立振子の制御と車両移動計画の生成" 計測自動制御学会論文集. 第29巻. 470-479 (1993)

    • Related Report
      1993 Annual Research Report
  • [Publications] O.Katai: "Fuzzy Control as Self-Organizing Constraint-Oriented Problem Solving" Proceedings of 5th IFSA World Congress. Vol.2. 887-890 (1993)

    • Related Report
      1993 Annual Research Report
  • [Publications] O.Katai: "An Autonomous Decentralized System for Constraint-Oriented Problem Solving Involving Continuous and Fuzzy Variables" Proceedings of the 1st Int.Symp.on Autonomous Decentralized Systems. 63-69 (1993)

    • Related Report
      1993 Annual Research Report
  • [Publications] T.Sawaragi: "Signal Understanding of Spectrum Data Using Bayesian Network and Neural Network" Proc.of 1993 Int.Joint Conference on Neural Networks. Vol.2. 1909-1910 (1993)

    • Related Report
      1993 Annual Research Report
  • [Publications] T.Nishiyama: "A Parallel Processing Architecture for a Telepresence Mobile Robot" Proceedings of ICAM'93. 104-109 (1993)

    • Related Report
      1993 Annual Research Report
  • [Publications] 井田正明: "目的関数に区間係数を有する多目的線形計画問題に対する有効解判別法" 計測自動制御学会論文集. 第29巻. 1247-1249 (1993)

    • Related Report
      1993 Annual Research Report
  • [Publications] A.Kandel(ed.): "Fuzzy Conrol Systems" CRC Press, 624 (1993)

    • Related Report
      1993 Annual Research Report
  • [Publications] 岩井壮介: "知識情報処理とファジィ" 日刊工業新聞社, 283 (1993)

    • Related Report
      1993 Annual Research Report
  • [Publications] 増市 博: "問題解決のための階層型自律分散" システムの構成計測自動制御学会論文集. 第28巻. 1364-1373 (1992)

    • Related Report
      1992 Annual Research Report
  • [Publications] O.Katai: "Synergetic Computation for Constraint Satisfaction Problems Involving Continuous and Fuzzy Varaibles by Using Occam" Transputer/Occam 4. 146-160 (1992)

    • Related Report
      1992 Annual Research Report
  • [Publications] O.Katai: "A Self-Organizing Adaptable Control Scheme Based on Constraint-Oriented Fuzzy Inference" Proceedings of IMACS/SICE International Symposium on Robotics,Mechatoronics and Manufacturing Systems. Vol.1. 161-166 (1992)

    • Related Report
      1992 Annual Research Report
  • [Publications] O.Katai: "Extracting Fuzzy Knowledge from Rank Ordered Sample Data via Instance Generalization and Connectionistic Computation" Proceedings of the 2nd International Conf.on Fuzzy Logic and Neural Networks. Vol.2. 751-754 (1992)

    • Related Report
      1992 Annual Research Report
  • [Publications] M.Ida: "Decision Making under Fuzziness with Multiple Objectives and Its Application to Design Problem Solving" Proceedings of the 2nd International Conf.on Fuzzy Logic and Neural Networks. Vol.1. 325-328 (1992)

    • Related Report
      1992 Annual Research Report
  • [Publications] 片井 修: "区間制約ファジイ推論法による倒立振子の制御と車両移動計画の生成" 計測自動制御学会論文集. 第29巻. 470-479 (1993)

    • Related Report
      1992 Annual Research Report
  • [Publications] 片井 修: "順序制約構造に基づくファジィ集合概念と推論の定式化" 計測自動制御学会論文集. 1. 30-39 (1992)

    • Related Report
      1991 Annual Research Report
  • [Publications] O.Katai: "Dynamic and ContextーDependent Treatment of Fuzziness from ConstraintーOriented Perspectives" Proc.of IFSA'91,Vol.on Artificial Intellignece. 101-104 (1991)

    • Related Report
      1991 Annual Research Report
  • [Publications] O.Katai: "Representation of Fuzzy Concepts by 2nd Order Constraints and Their Identification by Instance Generalization" Proc.of Joint HungarianーJapanese Symposium on Fuzzy Systems and Applications. 87-90 (1991)

    • Related Report
      1991 Annual Research Report
  • [Publications] T.Nishiyama: "Generating Integrated Interpretation of Partial Information Based on Distributed Qualitative Reasoning" Proc.of the 12th IJCAI. 1. 89-95 (1991)

    • Related Report
      1991 Annual Research Report
  • [Publications] T.Nishiyama: "Multiagent Planning by Distributed Constraint Satisfaction" Proc.of PPAIー91. 135-138 (1991)

    • Related Report
      1991 Annual Research Report
  • [Publications] T.Nishiyama: "Multiagent Evacuation Planning by Distributed Constraint Satisfaction" Proc.of IECON'91. 3. 2065-2070 (1991)

    • Related Report
      1991 Annual Research Report

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Published: 1991-04-01   Modified: 2016-04-21  

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