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Development of diagnosis technique using trained model

Research Project

Project/Area Number 20560224
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Dynamics/Control
Research InstitutionOsaka City University

Principal Investigator

KAWAI Tadao  Osaka City University, 大学院・工学研究科, 教授 (20177637)

Project Period (FY) 2008 – 2010
Project Status Completed (Fiscal Year 2010)
Budget Amount *help
¥4,680,000 (Direct Cost: ¥3,600,000、Indirect Cost: ¥1,080,000)
Fiscal Year 2010: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2009: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2008: ¥2,600,000 (Direct Cost: ¥2,000,000、Indirect Cost: ¥600,000)
Keywords機械力学・制御 / 知能機械 / 計測工学 / 診断 / 評価 / モデル化 / Modelica言語 / 意味ネットワーク / 学習 / データベース / 回転軸系 / 振動
Research Abstract

In this study, we developed the model based diagnosis technique for a rotational shaft, an engine mount and an air-conditioner. First, we build models by using Modelica language. And then, we build various abnormalities in a model. Modeling was carried out by Physical relations both for normal and abnormal phenomenon. Second, simulations were done with and without failures to develop diagnosis technique. We used semantic network, inverse technique and support vector machine for diagnosis. Finally, we confirmed our developed technique well distinguished an abnormal case from normal one.

Report

(4 results)
  • 2010 Annual Research Report   Final Research Report ( PDF )
  • 2009 Annual Research Report
  • 2008 Annual Research Report
  • Research Products

    (20 results)

All 2010 2009 2008

All Journal Article (1 results) (of which Peer Reviewed: 1 results) Presentation (19 results)

  • [Journal Article] ウェーブレット解析を用いた多軸ボール盤の加工状態監視2009

    • Author(s)
      川合忠雄
    • Journal Title

      日本設備管理学会誌 Vol.21、No.3

      Pages: 54-58

    • NAID

      40016968569

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Presentation] サポートベクトルマシンを用いたエアコンの診断手法について2010

    • Author(s)
      川合忠雄、谷池秀斗、串崎聖也
    • Organizer
      第9回評価・診断に関するシンポジウム
    • Place of Presentation
      サンポートホール高松
    • Year and Date
      2010-12-17
    • Related Report
      2010 Final Research Report
  • [Presentation] サポートベクトルマシンを用いたエアコンの診断手法について2010

    • Author(s)
      川合忠雄、串崎聖也
    • Organizer
      第9回評価診断に関するシンポジウム
    • Place of Presentation
      サンポートホール高松
    • Year and Date
      2010-12-16
    • Related Report
      2010 Annual Research Report
  • [Presentation] エンジンマウントの異常診断に関する研究2010

    • Author(s)
      川合忠雄、今村樹人
    • Organizer
      D&D2010
    • Place of Presentation
      同志社大学
    • Year and Date
      2010-09-17
    • Related Report
      2010 Final Research Report
  • [Presentation] エンジンマウントの異常診断に関する研究2010

    • Author(s)
      川合忠雄、今村樹人
    • Organizer
      D&D 2010
    • Place of Presentation
      同志社大学
    • Year and Date
      2010-09-17
    • Related Report
      2010 Annual Research Report
  • [Presentation] Diagnosis of Air-conditioner by SVM2010

    • Author(s)
      Tadao Kawai, Seiya Kushizaki
    • Organizer
      COMADEM2010
    • Place of Presentation
      奈良県新公会堂
    • Year and Date
      2010-07-01
    • Related Report
      2010 Annual Research Report
  • [Presentation] Diagnosis of Air-conditioner by SVM2010

    • Author(s)
      T.KAWAI、S. KUSHIZAKI
    • Organizer
      COMADEM2010
    • Place of Presentation
      Nara(Japan)
    • Related Report
      2010 Final Research Report
  • [Presentation] モデルと意味ネットワークの融合による診断支援技術2009

    • Author(s)
      井上良太、川合忠雄、八竹英紀
    • Organizer
      第8回評価診断に関するシンポジウム
    • Place of Presentation
      金沢工業大学
    • Year and Date
      2009-12-09
    • Related Report
      2010 Final Research Report 2009 Annual Research Report
  • [Presentation] Development of Cutting Force Measurement Technique for Milling Process with Small Diameter End Mill2009

    • Author(s)
      K. Narukawa、T.Kawai
    • Organizer
      LEM21
    • Place of Presentation
      Osaka(Japan)
    • Year and Date
      2009-12-03
    • Related Report
      2010 Final Research Report
  • [Presentation] Diagnostic Support Technology by Fusion of Model and Semantic Network2009

    • Author(s)
      H.Yachiku, R.Inoue, T.Kawai
    • Organizer
      4th World Congress on Engineering Asset Management & Intelligent Maintenance Systems
    • Place of Presentation
      Greece , Athens
    • Year and Date
      2009-09-30
    • Related Report
      2009 Annual Research Report
  • [Presentation] Diagnostic Support Technology by Fusion of Model and Semantic Network2009

    • Author(s)
      H. Yachiku、R.Inoue、T.Kawai
    • Organizer
      4th WCEAM
    • Place of Presentation
      Greece
    • Year and Date
      2009-09-17
    • Related Report
      2010 Final Research Report
  • [Presentation] Diagnostic Support Technology by Fusion of Model and Semantic Network2009

    • Author(s)
      H. Yachiku、R.Inoue、T.Kawai
    • Organizer
      4^<th> WCEAM
    • Place of Presentation
      Greece
    • Year and Date
      2009-09-17
    • Related Report
      2010 Final Research Report
  • [Presentation] 微小径工具加工における切削トルク測定装置の開発2009

    • Author(s)
      竹中大典、川合忠雄
    • Organizer
      精密工学会秋季大会
    • Place of Presentation
      神戸大学
    • Year and Date
      2009-09-11
    • Related Report
      2010 Final Research Report
  • [Presentation] NNを用いたエアコンの異常診断について2009

    • Author(s)
      串崎聖也、川合忠雄
    • Organizer
      D&D2009
    • Place of Presentation
      北海道大学
    • Year and Date
      2009-08-07
    • Related Report
      2010 Final Research Report
  • [Presentation] Damage Prediction Technique Based on Physical Modeling with Modelica Language2009

    • Author(s)
      T.Kawai、S. Arai
    • Organizer
      COMADEM2009
    • Place of Presentation
      Spain
    • Year and Date
      2009-06-09
    • Related Report
      2010 Final Research Report
  • [Presentation] Damage Prediction Technique Based on Physical Modeling with Modelic a Language2009

    • Author(s)
      T.Kawai, S.Arai
    • Organizer
      COMADEM2009
    • Place of Presentation
      Spain , San Sebastian
    • Year and Date
      2009-06-09
    • Related Report
      2009 Annual Research Report
  • [Presentation] モデルと意味ネットワークの融合による診断支援技術2008

    • Author(s)
      八竹英紀、井上良太、川合忠雄
    • Organizer
      日本設備管理学会創立20周年記念大会
    • Place of Presentation
      横浜パシフィコ
    • Year and Date
      2008-12-02
    • Related Report
      2010 Final Research Report
  • [Presentation] モデルを用いた損傷予測手法について2008

    • Author(s)
      新井智志、川合忠雄
    • Organizer
      日本設備管理学会創立20周年記念大会
    • Place of Presentation
      横浜パシフィコ
    • Year and Date
      2008-12-02
    • Related Report
      2010 Final Research Report
  • [Presentation] モデルと意味ネットワークの融合による診断支援技術2008

    • Author(s)
      八竹英紀, 井上良太, 川合忠雄
    • Organizer
      日本設備管理学会創立20周年記念大会
    • Place of Presentation
      横浜パシフイコ
    • Year and Date
      2008-12-02
    • Related Report
      2008 Annual Research Report
  • [Presentation] モデルを用いた損傷予測手法について2008

    • Author(s)
      新井智志, 川合忠雄
    • Organizer
      日本設備管理学会創立20周年記念大会
    • Place of Presentation
      横浜パシフイコ
    • Year and Date
      2008-12-02
    • Related Report
      2008 Annual Research Report

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Published: 2008-04-01   Modified: 2016-04-21  

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