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Fault diagnosis method for rotation machine by using nonlinear correlation between sound and vibration

Research Project

Project/Area Number 24760322
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Measurement engineering
Research InstitutionPrefectural University of Hiroshima

Principal Investigator

Hisako Orimoto  県立広島大学, 経営情報学部, 准教授 (80533207)

Project Period (FY) 2013-02-01 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥4,290,000 (Direct Cost: ¥3,300,000、Indirect Cost: ¥990,000)
Fiscal Year 2014: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2013: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Fiscal Year 2012: ¥2,470,000 (Direct Cost: ¥1,900,000、Indirect Cost: ¥570,000)
Keywords異常診断 / 音と振動 / 相関情報 / 確率論 / 信号処理 / ベイズ推定 / 機械の異常診断 / 同時異常 / ベイズ定理 / 外来雑音 / 複数異常 / なし / 外部雑音 / 内部雑音 / エネルギーの加法性
Outline of Final Research Achievements

The purpose is to derive a method which can easily, quickly and accurately diagnosis machine faults. In this study, the method that can numerically determine faults situation of machine was developed by using correlation information of sound and vibration. More especially, a diagnosis method based on the estimation of the changing information of correlation between sound and vibration is considered by using prior information in only normal situation. Next, a diagnostic method which can detect the part of machine with fault for the specific multiple faults is proposed by measuring simultaneously the time series data on sound and vibration.
The effectiveness of the proposed theory is experimentally confirmed by applying it to the observed data emitted from a rotational machine driven by an electric motor.

Report

(6 results)
  • 2017 Annual Research Report   Final Research Report ( PDF )
  • 2016 Research-status Report
  • 2015 Research-status Report
  • 2014 Research-status Report
  • 2013 Research-status Report
  • Research Products

    (32 results)

All 2017 2016 2014 2013

All Journal Article (9 results) (of which Int'l Joint Research: 2 results,  Peer Reviewed: 9 results,  Open Access: 6 results,  Acknowledgement Compliant: 1 results) Presentation (23 results) (of which Int'l Joint Research: 3 results,  Invited: 2 results)

  • [Journal Article] State Estimation for Fuzzy Sound Environment System with Finite Amplitude Fluctuation2017

    • Author(s)
      Akira Ikuta, Hisako Orimoto, Gerard Gallagher
    • Journal Title

      Journal of Software Engineering and Applications

      Volume: 10 Issue: 07 Pages: 625-638

    • DOI

      10.4236/jsea.2017.107034

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Statistical Fault Diagnosis Methods by Using Higher-Order Correlation Information between Sound and Vibration2016

    • Author(s)
      Hisako Orimoto
    • Journal Title

      Intelligent Information Management

      Volume: 8 Issue: 04 Pages: 87-97

    • DOI

      10.4236/iim.2016.84007

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Stochastic Approach for Noise Suppression of Speech Signal by Considering Finite Range of Amplitude Fluctuation in Real Environment2014

    • Author(s)
      A. Ikuta and H. Orimoto
    • Journal Title

      International Journal of Applied Pattern Recognition

      Volume: 4 Issue: 4 Pages: 361-376

    • DOI

      10.1504/ijapr.2014.068338

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Statistical Evaluation of Complex Sound Environment with Background Noise2014

    • Author(s)
      A. Ikuta, H. Orimoto, N. H. Siddique and L. P. Maguire
    • Journal Title

      International Journal of Acoustics and Vibration

      Volume: 1 Pages: 3-3

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] State Estimation Method of Sound Environment System with Multiplicative and Additive Noises, International Journal of Circuits2014

    • Author(s)
      Hisako Orimoto, Akira Ikuta
    • Journal Title

      Systems and Signal Processing

      Volume: 8 Pages: 307-312

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Stochastic Signal Processing for Sound Environment System with Decibel Evaluation and Energy Observation2014

    • Author(s)
      A. Ikuta and H. Orimoto
    • Journal Title

      Mathematical Problems in Engineering Volume 2014

      Volume: 11 Pages: 11-11

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Prediction of Output Response Probability of Sound Environment System Using Simplified Model with Stochastic Regression and Fuzzy Inference2013

    • Author(s)
      A. Ikuta, N. H. Siddique and H. Orimoto
    • Journal Title

      Fuzzy Information and Engineering

      Volume: 11 Issue: 2 Pages: 173-190

    • DOI

      10.1007/s12543-013-0142-4

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Signal Processing in Power State Variables for Noise Cancellation of Electromagnetic Environment2013

    • Author(s)
      生田 顕
    • Journal Title

      IEEJ Transactions on Electronics, Information and Systems

      Volume: 133 Issue: 3 Pages: 441-449

    • DOI

      10.1541/ieejeiss.133.441

    • NAID

      130003363231

    • ISSN
      0385-4221, 1348-8155
    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Detection of Machine Failure by Using Information on Higher-Order Correlations Between Sound and Vibration2013

    • Author(s)
      A. Ikuta, H. Orimoto and H. Ogawa
    • Journal Title

      Electronics and Communications in Japan

      Volume: 96 Issue: 10 Pages: 50-59

    • DOI

      10.1002/ecj.11386

    • NAID

      210000175152

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Presentation] 音環境における非ガウス雑音を考慮した 拡張型UKF による状態推定2017

    • Author(s)
      折本寿子, 生田顕, Gerard Gallagher
    • Organizer
      日本音響学会 春季研究発表会
    • Place of Presentation
      東京(明治大学)
    • Year and Date
      2017-03-15
    • Related Report
      2016 Research-status Report
  • [Presentation] Faults diagnosis method by using multinomial distribution based on correlation information between sound and vibration2017

    • Author(s)
      H. Orimoto and A. Ikuta
    • Organizer
      日本音響学会 秋季研究発表会2017,愛媛大学(愛媛県松山市)
    • Related Report
      2017 Annual Research Report
  • [Presentation] State estimation method for sound environment based on an extension type UKF by considering non-Gaussian noise2017

    • Author(s)
      H. Orimoto and A. Ikuta
    • Organizer
      24th International Congress on Sound and Vibration,ロンドン(イギリス)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Noise Suppression Method by Jointly Using Bone- and Air- Conducted Speech Signals2017

    • Author(s)
      Ikuta, Akira; Orimoto, Hisako
    • Organizer
      46th international congress and exposition on noise control engineering,香港
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Fussy Bayesian Filter for Sound Environment by Considering Additive Property of Energy Variable and Fuzzy Observation in Decibel Scale2017

    • Author(s)
      Akira Ikuta and Hisako Orimoto
    • Organizer
      IEICE, Engineering Acoustics,オークランド(ニュージーランド)
    • Related Report
      2017 Annual Research Report
  • [Presentation] Noise cancellation method for speech signal by using an extension type UKF2017

    • Author(s)
      Hisako ORIMOTO, Akira IKUTA
    • Organizer
      IEICE, Engineering Acoustics,オークランド(ニュージーランド)
    • Related Report
      2017 Annual Research Report
  • [Presentation] A Noise Suppression Method by Using Bayes' Theorem Based on the Observation of Bone- and Air- Conducted Speech Signals2017

    • Author(s)
      Gallagher Gerard,生田 顕,折本 寿子
    • Organizer
      日本音響学会 秋季研究発表会2017,愛媛大学(愛媛県松山市)
    • Related Report
      2017 Annual Research Report
  • [Presentation] 音環境における非ガウス雑音を考慮した拡張型UKFによる状態推定2017

    • Author(s)
      折本寿子,生田顕,Gerard Gallagher
    • Organizer
      日本音響学会 春季研究発表会2017,明治大学生田キャンパス(神奈川県)
    • Related Report
      2017 Annual Research Report
  • [Presentation] 非ガウス性雑音を考慮した拡張型UKFによる状態推定法と音環境への適用2016

    • Author(s)
      折本寿子,生田顕
    • Organizer
      電子情報通信学会
    • Place of Presentation
      大分
    • Year and Date
      2016-11-17
    • Related Report
      2016 Research-status Report
  • [Presentation] Statistical Faults Diagnosis Method by Using Higher-Order Correlation Information between Sound and Vibration of Rotational Machine2016

    • Author(s)
      Hisako Orimoto and Akira Ikuta
    • Organizer
      ICSV23
    • Place of Presentation
      アテネ,ギリシャ
    • Year and Date
      2016-07-10
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] 多項分布を用いた機械の複数異常に対する音・振動間の相関情報による異常時診断法2014

    • Author(s)
      折本寿子,生田顕
    • Organizer
      計測自動制御学会
    • Place of Presentation
      福山大学
    • Year and Date
      2014-11-29
    • Related Report
      2014 Research-status Report
  • [Presentation] 機械の異常に対する音・振動間の相関情報活用による診断法2014

    • Author(s)
      折本寿子,生田顕
    • Organizer
      電子情報通信学会 応用音響研究会
    • Place of Presentation
      福岡
    • Year and Date
      2014-11-20 – 2014-11-21
    • Related Report
      2014 Research-status Report
  • [Presentation] 加算及び積算雑音が存在する音環境システムにおける雑音除去法2014

    • Author(s)
      折本寿子,生田顕
    • Organizer
      信号処理シンポジウム
    • Place of Presentation
      京都 嵐山
    • Year and Date
      2014-11-11 – 2014-11-14
    • Related Report
      2014 Research-status Report
  • [Presentation] 有限レベル変動域を考慮したファジィ・ベイズフィルタに基づく音環境の一状態推定法2014

    • Author(s)
      生田顕,折本寿子
    • Organizer
      信号処理シンポジウム
    • Place of Presentation
      京都 嵐山
    • Year and Date
      2014-11-11 – 2014-11-14
    • Related Report
      2014 Research-status Report
  • [Presentation] Fuzzy Signal Processing of Sound and Electromagnetic Environment by Introducing Probability Measure of Fuzzy Events2014

    • Author(s)
      A. Ikuta and H. Orimoto
    • Organizer
      FCTA 2014, International Conference on Fuzzy Computation Theory and Applications
    • Place of Presentation
      イタリア(ローマ)
    • Year and Date
      2014-10-22 – 2014-10-24
    • Related Report
      2014 Research-status Report
    • Invited
  • [Presentation] Stochastic Modeling of Sound Environment System with Multiplicative Noise and Noise Cancellation Method2014

    • Author(s)
      H. Orimoto and A. Ikuta
    • Organizer
      Proceedings of the 2014 International Conference on Mathematical Methods, Mathematical Models and Simulation in Science and Engineering
    • Place of Presentation
      スイス(インターラーケン)
    • Related Report
      2013 Research-status Report
  • [Presentation] Signal Processing in Power State Variables for Sound and Electromagnetic Environment by Introducing Fuzzy Probability2014

    • Author(s)
      A. Ikuta and H. Orimoto
    • Organizer
      Proceedings of the 2014 International Conference on Mathematical Methods, Mathematical Models and Simulation in Science and Engineering
    • Place of Presentation
      スイス(インターラーケン)
    • Related Report
      2013 Research-status Report
  • [Presentation] 音と振動の相関情報活用による機械の異常検出2014

    • Author(s)
      折本寿子,生田顕
    • Organizer
      日本音響学会
    • Place of Presentation
      東京(日本大学理工学部1号館)
    • Related Report
      2013 Research-status Report
  • [Presentation] Stochastic Evaluation Method based on Nonlinear Time Series Regression Model between Sound Pressure Level and Loudness with an Experiment2013

    • Author(s)
      H. Orimoto, A. Ikuta and Y. Xiao
    • Organizer
      ICSV20
    • Place of Presentation
      タイ(バンコク)
    • Related Report
      2013 Research-status Report
  • [Presentation] Stochastic Signal Processing for Cancellation of Additive and Multiplicative Noises in Sound Environment Systems2013

    • Author(s)
      A. Ikuta and H. Orimoto
    • Organizer
      Proceedings of Inter Noise 2013
    • Place of Presentation
      オーストリア(インスブルック)
    • Related Report
      2013 Research-status Report
    • Invited
  • [Presentation] Noise Suppression of Speech Signal by Considering Finite Range of Amplitude Fluctuation in Real Environment2013

    • Author(s)
      A. Ikuta and H. Orimoto
    • Organizer
      Proceedings of Inter Noise 2013
    • Place of Presentation
      オーストリア(インスブルック)
    • Related Report
      2013 Research-status Report
  • [Presentation] 音・振動間における高次相関情報の活用による機械の異常診断法 -事前情報の少ない実用的手法2013

    • Author(s)
      折本寿子,生田顕
    • Organizer
      第22回計測自動制御学会中国支部学術講演会
    • Place of Presentation
      山口大学 (常盤キャンパス)
    • Related Report
      2013 Research-status Report
  • [Presentation] デシベル評価とエネルギー観測に整合した相関情報推定と応答分布予測2013

    • Author(s)
      生田顕,折本寿子,小川仁士,肖業貴
    • Organizer
      電子情報通信学会 応用音響研究会
    • Place of Presentation
      広島(広島サテライトキャンパス)
    • Related Report
      2013 Research-status Report

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Published: 2013-05-31   Modified: 2019-07-29  

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