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System identification and detection of vibration source using independent component analysis

Research Project

Project/Area Number 21760168
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeSingle-year Grants
Research Field Dynamics/Control
Research InstitutionThe University of Tokyo

Principal Investigator

NAKANO Kimihiko  The University of Tokyo, 大学院・情報学環, 准教授 (90325241)

Project Period (FY) 2009 – 2010
Project Status Completed (Fiscal Year 2010)
Budget Amount *help
¥4,550,000 (Direct Cost: ¥3,500,000、Indirect Cost: ¥1,050,000)
Fiscal Year 2010: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2009: ¥3,250,000 (Direct Cost: ¥2,500,000、Indirect Cost: ¥750,000)
Keywords振動解析・実験 / 振動学 / 振動工学 / 制御工学 / 車両工学 / 信号処理
Research Abstract

This study proposes to use Independent Component Analysis, ICA, toidentify vibration source of vehicles considering dynamical properties and examines the performance through numerical simulations and lab experiments. To find mixing matrix dynamically, integral, double integral, differential and double differential of accelerations measured on the body frame, which are treated as observed signals in ICA, are calculated. To examine the separation performance, two different types of vibrations are excited from the bottom of the experimental setup. Then, two different signals, which have similar frequency feature, are identified. Similar results are also obtained through numerical simulations. These results verified the proposed method.

Report

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

    (13 results)

All 2010 2009 Other

All Journal Article (3 results) (of which Peer Reviewed: 3 results) Presentation (9 results) Remarks (1 results)

  • [Journal Article] 独立成分分析法を用いた車両振動の解析2010

    • Author(s)
      中村弘毅, 中野公彦
    • Journal Title

      日本機械学会論文集(C編) 76巻765号

      Pages: 1163-1170

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] 独立成分分析法を用いた車両振動の解析2010

    • Author(s)
      中村弘毅、中野公彦
    • Journal Title

      日本機械学会論文集(C編)

      Volume: 76巻 Pages: 1163-1170

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 独立成分分析法を用いた車両振動の解析2010

    • Author(s)
      中村弘毅、中野公彦
    • Journal Title

      日本機械学会論文集(C編) 76巻(印刷中, 未定)

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Presentation] Vibration Analysis of Railway Vehicles Using Independent Component Analysis2010

    • Author(s)
      Hiroki Nakamura, Kimihiko Nakano
    • Organizer
      12th MINI Conference on Vehicle System Dynamics, Indentification and Anomalies
    • Place of Presentation
      ブタペスト工大(ハンガリー)
    • Year and Date
      2010-11-09
    • Related Report
      2010 Annual Research Report
  • [Presentation] 動特性を考慮した独立成分分析法を用いた車両振動の解析2010

    • Author(s)
      中野公彦
    • Organizer
      日本機械学会Dynamics and Design Conference 2010
    • Place of Presentation
      同志社大学(京田辺市)
    • Year and Date
      2010-09-17
    • Related Report
      2010 Annual Research Report
  • [Presentation] Estimation Method of Vertical Track Irregularity Using Independent Component Analysis -Experimental review using an actual bogie-2010

    • Author(s)
      Hiroki Nakamura, Kimihiko Nakano
    • Organizer
      10th International conference on Motion and Vibration Control
    • Place of Presentation
      東京大学
    • Year and Date
      2010-08-18
    • Related Report
      2010 Annual Research Report
  • [Presentation] Vibration Analysis of RailwayVehicles Using Independent Component Analysis2010

    • Author(s)
      Hiroki Nakamura, Kimihiko Nakano, Masanori Ohori
    • Organizer
      Abstracts of 12th MINI Conference on Vehicle System Dynamics, Identification and Anomalies, pp.5-6
    • Related Report
      2010 Final Research Report
  • [Presentation] 動特性を考慮した独立成分分析法を用いた車両振動の解析2010

    • Author(s)
      中村弘毅, 中野公彦
    • Organizer
      日本機械学会Dynamic and Design Conference 2010 論文集,No.10-8
    • Related Report
      2010 Final Research Report
  • [Presentation] Estimation Method of Vertical Track Irregularity Using Independent Component Analysis-Experimental review using an actual bogie-2010

    • Author(s)
      Hiroki Nakamura, Kimihiko Nakano, Masanori Ohori
    • Organizer
      Proc.of the 10th International conference on Motion and Vibration Control, 2C33
    • Related Report
      2010 Final Research Report
  • [Presentation] 独立成分分析法を用いた軌道高低狂い推定法2009

    • Author(s)
      中村弘毅, 中野公彦, 大堀真敬
    • Organizer
      日本機械学会第16回鉄道技術連合シンポジウム講演論文集,09-65,603-606
    • Related Report
      2010 Final Research Report
  • [Presentation] 独立成分分析法を用いた鉄道台車加速度からの軌道形状推定2009

    • Author(s)
      中村弘毅, 中野公彦
    • Organizer
      第52回自動制御連合講演会予稿集, D4-3
    • Related Report
      2010 Final Research Report
  • [Presentation] 独立成分分析法を用いた車両振動の解析2009

    • Author(s)
      中村弘毅, 中野公彦
    • Organizer
      日本機械学会Dynamics and Design Conference 2009 論文集,No.09-23
    • Related Report
      2010 Final Research Report
  • [Remarks] ホームページ

    • URL

      http://www.knakanolab.iis.u-tokyo.ac.jp/

    • Related Report
      2010 Final Research Report

URL: 

Published: 2009-04-01   Modified: 2016-04-21  

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