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2012 Fiscal Year Final Research Report

Study about Improvement of Reliability on Maintenance TechnologyBased on NPP Condition and Medical Application Using Time Series Analysis

Research Project

  • PDF
Project/Area Number 22560826
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Nuclear engineering
Research InstitutionThe University of Tokyo

Principal Investigator

DEMACHI Kazuyuki  東京大学, 大学院・工学系研究科, 准教授 (00292764)

Co-Investigator(Kenkyū-buntansha) HAGA Akihiro  東京大学, 大学院・医学系研究科, 特任助教 (30448021)
Project Period (FY) 2010 – 2012
Keywords主成分分析 / 信号解析 / 予測 / 放射線治療 / 状態監視保全
Research Abstract

The simpler and earlier abnormality detection system was developed by applying the SST(Singular Spectrum Transform) for the Real-time diagnosis and prediction of active equipment. The movie-prediction method was developed to predict the near future of the medical X-ray movie by applying the PCA(Principle Component Analysis) and SSA(Singular Spectrum Analysis). The imitation tumor was moved with the XYZ-stage and its motion captured with the CCD cameras was successfully predicted by SSA method with the 1mm accuracy of 95% reliability.

  • Research Products

    (12 results)

All 2013 2012 2011 Other

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

  • [Journal Article] An approach for Motion Image Prediction and Reconstruction using Principal Component Analysis2012

    • Author(s)
      Ritu Bhusal Chhatkuli, Kazuyuki Demachi,Masaki Kawai, Hirroshi Sakakibara, KazumaKamiaka and Mitsuru Uesaka
    • Journal Title

      Proceedings of 1st International Conference on Maintenance Science and Technology for Nuclear Power Plants Proc.of 1st International Conference on Maintenance Science and Technology for Nuclear Power Plants

      Volume: 1巻 Pages: 103-104

    • Peer Reviewed
  • [Journal Article] Movie Prediction Techinique based on the PCA and SSA Methods2012

    • Author(s)
      Kazuyuki Demachi, Hirroshi Sakakibara, Kazuma Kamiaka, Ritu Bhusal Chhatkuli and Masaki Kawai
    • Journal Title

      Proc.of 1st International Conference on Maintenance Science and Technology for Nuclear Power Plants

      Volume: 1巻 Pages: 169-170

    • Peer Reviewed
  • [Journal Article] Development of Anomalous Detection using Movie PredictionProc.2012

    • Author(s)
      Hirroshi Sakakibara, Ka z u yu k i De m ac h i, Masaki Kawai, Ritu Bhusal Chhatkuli, Kazuma Kamiaka and Naoto Kasahara
    • Journal Title

      1st International Conference on Maintenance Science and Technology for Nuclear Power Plants

      Volume: 1巻 Pages: 173-174

    • Peer Reviewed
  • [Presentation] 上坂充追尾型放射線治療のための腫瘍挙動予測システムの開発2013

    • Author(s)
      河合 理城,出町 和之,石川 正純,白 土 博樹
    • Organizer
      2013 年電子情報通信学会 総合大会
    • Place of Presentation
      岐阜大学
    • Year and Date
      20130319-0322
  • [Presentation] An approach for Motion Image Prediction and Reconstruction using Principal Component Analysis2012

    • Author(s)
      Ritu Bhusal Chhatkuli, K a z uy u ki D e ma c hi , Masaki Kawai, Hirroshi Sakakibara, Kazuma Kamiaka and Mitsuru Uesaka
    • Organizer
      In Proceedings of1st International Conference on Maintenance Science and Technology for Nuclear Power Plants1st International Conference on Maintenance Science and Technology for Nuclear Power Plants
    • Place of Presentation
      University of Tokyo
    • Year and Date
      20121111-1114
  • [Presentation] Movie Prediction Techinique based on the PCA and SSA Methods2012

    • Author(s)
      Kazuyuki Demachi, Hirroshi Sakakibara, Kazuma Kamiaka, Ritu Bhusal Chhatkuli and Masaki Kawai
    • Organizer
      1st International Conference on Maintenance Science and Technology forNuclear Power Plants
    • Place of Presentation
      University of Tokyo
    • Year and Date
      20121111-1114
  • [Presentation] Development of Anomalous Detection using Movie Prediction2012

    • Author(s)
      Hirroshi Sakakibara, Ka z u yu k i De m ac h i, Masaki Kawai, Ritu Bhusal Chhatkuli, Kazuma Kamiaka and Naoto Kasahara
    • Organizer
      1st International Conference on Maintenance Science and Technology for Nuclear Power Plants
    • Place of Presentation
      University of Tokyo
    • Year and Date
      20121111-1114
  • [Presentation] Movie prediction of lungtumor for precise chasing radiation therapy2012

    • Author(s)
      Bhusal Chhatkuli, Kazuyuki Demachi,Masaki Kawai, Hiroshi Sakakibara and Mitsuru Uesaka
    • Organizer
      第104回日本医学物理学会学術大会
    • Place of Presentation
      つくば国際会議場
    • Year and Date
      20120913-0915
  • [Presentation] 上坂 充MSSA法を用いた腫瘍動体予測システムの開 発2012

    • Author(s)
      河合 理城,出町 和之,石川 正純,白 土 博樹
    • Organizer
      日本機械学会 2012 年度年次大会
    • Place of Presentation
      金沢大学
    • Year and Date
      20120909-0912
  • [Presentation] Development of Prediction System for Moving Tumor by MSSA for Chasing Radiotherapy6th Japan-Korea Joint Meeting on Medical Physics2011

    • Author(s)
      Masaki Kawai, Ka z uy u ki D e ma c hi , Hiroki Shirato, Masayori Ishikawa and Mitsuru Uesaka
    • Organizer
      11th Asia-Oceania Congress of Medical Physics
    • Place of Presentation
      九州大学
    • Year and Date
      20110929-1001
  • [Presentation] 上坂充M-SSA法を用いた腫瘍の挙動予測2011

    • Author(s)
      河合理城,出町和之,水口明,石川正純,白土博樹
    • Organizer
      第101回日本医学物理学会学術大会
    • Place of Presentation
      パシフィコ横浜
    • Year and Date
      20110407-0410
  • [Presentation] Development of motion image prediction method using principal component analysis

    • Author(s)
      Ritu Bhusal Chhatkuli, K a z uy u ki D e ma c hi , Masaki Kawai, Hiroshi Sakakibara and Mitsuru Uesaka
    • Organizer
      日本保全学会第9回学術講演会

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Published: 2014-08-29   Modified: 2015-10-06  

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