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2013 Fiscal Year Final Research Report

agricultrual machinary

Research Project

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Project/Area Number 24780243
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Agricultural environmental engineering
Research InstitutionKyushu University

Principal Investigator

MITSUOKA Muneshi  九州大学, (連合)農学研究科(研究院), 助教 (60437770)

Project Period (FY) 2012-04-01 – 2014-03-31
Keywords異常検知 / 農業機械の安全性 / 時系列データ / 変化点解析
Research Abstract

In this study, a fault diagnosis and anomaly detecting system for agricultural machinery was developed. The system consists of a MEMS 3 axis accelerometer and a 3 axis gyrometer. I recorded time series data of vibration of agricultural machinery under normal operation and abnormal state to extract the diffidence between normal and abnormal state based on time series analysis, machine learning and statistical technique.

  • Research Products

    (9 results)

All 2013 2012

All Journal Article (2 results) (of which Peer Reviewed: 1 results) Presentation (7 results)

  • [Journal Article] Measuring Inclination Angle of Semi-crawler Tractors Using MEMS Sensor2013

    • Author(s)
      Mitsuoka Muneshi, Jung Seob CHOE, Eiji Inoue, Takashi OKAYASU, Hirai Yasumaru, Tae Wook K, Soon Goo KWON, Jong Min PARK
    • Journal Title

      JOURNAL OF THE FACULTY OF AGRICULTURE KYUSHU UNIVERSITY

      Volume: Vol.58(No.1) Pages: 79-85

  • [Journal Article] 変化点分析法を用いた圃場環境情報の特徴量抽出とその妥当性の検証2013

    • Author(s)
      岡安崇史, Andri Prima Nugroho,尾﨑彰則,光岡宗司,南石晃明,井上英二,平井康丸
    • Journal Title

      農業情報学会

      Volume: 22 Pages: 3

    • Peer Reviewed
  • [Presentation] Three-dimensional analysis of dynamics of agricultural wheel tractor travellingover bump on sideways slope2013

    • Author(s)
      Zhen Li,光岡宗司,井上英二,岡安崇史,平井康丸
    • Organizer
      INTERNATIONAL WORKSHOP ON AGRICULTURAL ENGINEERING AND POST HARVEST TECHNOLOGY FOR ASIA SUSTAINABILITY
    • Year and Date
      20131200
  • [Presentation] 農業機械の振動加速度の変化点解析の高速化2013

    • Author(s)
      光岡宗司,森田岳,井上英二,岡安崇史,平井康丸
    • Organizer
      農業食料工学会第72回年次大会
    • Year and Date
      20130900
  • [Presentation] MEMSセンサを用いた農業機械の傾斜角の計測と転倒検出に関する研究2013

    • Author(s)
      木許雄基,光岡宗司,井上英二,岡安崇史,平井康丸
    • Organizer
      農業食料工学会第72回年次大会
    • Year and Date
      20130900
  • [Presentation] 加速度及び角速度情報を用いた農業機械の稼働状況の把握に関する研究2012

    • Author(s)
      森田岳,永扇和明,井上英二,光岡宗司,岡安崇史
    • Organizer
      農業環境工学関連学会2012年合同大会
    • Year and Date
      20120900
  • [Presentation] MEMSセンサを用いた農業機械の傾斜角の計測2012

    • Author(s)
      光岡宗司,木許雄基,森田岳,井上英二,岡安崇史
    • Organizer
      第66回農業機械学会九州支部例会
    • Year and Date
      20120800
  • [Presentation] CHANG-POINT DETECTION IN TIME-SERIES DATA OF VIBRATION OF AGRICULTURAL MACHINERY BASED ON SST2012

    • Author(s)
      Mitsuoka Muneshi, Kazuaki NAGAOSA, Eiji Inoue, Takashi OKAYASU
    • Organizer
      CIGR-Ageng2012 International Conference of Agricultural Engineering
    • Year and Date
      20120700
  • [Presentation] MEASUREMENT ANGLE FOR AGRICULTURAL MACHINERY BY USING MEMS SENSORS2012

    • Author(s)
      Mitsuoka Muneshi, Yuki Kimoto, Eiji Inoue, Takashi OKAYASU, Jung-Seob Choe
    • Organizer
      the 6th International Symposium on Machinery and Mechatronics for Agriculture and Biosystems Engineering
    • Year and Date
      20120600

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Published: 2015-06-25  

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