• Search Research Projects
  • Search Researchers
  • How to Use
  1. Back to previous page

Study on Systematization of Telemetry Infomatics for Spacecraft Systems

Research Project

Project/Area Number 22560779
Research Category

Grant-in-Aid for Scientific Research (C)

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

Principal Investigator

YAIRI TAKEHISA  東京大学, 先端科学技術研究センター, 准教授 (90313189)

Research Collaborator JOKO Masao  
KUWABARA Junichi  
TAGAWA Takaaki  
ODA Tetsuo  
Project Period (FY) 2010-04-01 – 2015-03-31
Project Status Completed (Fiscal Year 2014)
Budget Amount *help
¥4,290,000 (Direct Cost: ¥3,300,000、Indirect Cost: ¥990,000)
Fiscal Year 2013: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2012: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2011: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2010: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Keywords異常検知 / 航空宇宙システム / データマイニング / 人工知能 / 機械学習 / 宇宙機システム / テレメトリデータ
Outline of Final Research Achievements

The aim of this study is to systematize a variety of analyzing and processing methods for acquiring valuable information and knowledge for operators from a vast amount of telemetry data trasmitted from artificial satellites. For this purpose, we divided the whole study into four subtopics and conducted them - (1) data accessing methods, (2) online monitoring methods, (3) offline analyzing methods, and (4) methods for integration with other information sources. As a result, we obtained mainly four achievements - (1) clarification of characteristics of satellite telemetry, (2) development of preprocessing methods for telemetry data, (3) development and enhancement of health monitoring method based on dimensionality reduction and clustering, and (4) demonstration of the methods in the actual spacecraft operation.

Report

(5 results)
  • 2014 Final Research Report ( PDF )
  • 2013 Annual Research Report
  • 2012 Annual Research Report
  • 2011 Annual Research Report
  • 2010 Annual Research Report
  • Research Products

    (20 results)

All 2014 2013 2012 2011 2010 Other

All Journal Article (3 results) (of which Peer Reviewed: 2 results) Presentation (16 results) (of which Invited: 1 results) Remarks (1 results)

  • [Journal Article] 次元削減とクラスタリングによる宇宙機テレメトリ監視法2011

    • Author(s)
      矢入健久, 乾稔, 河原吉伸, 高田昇
    • Journal Title

      日本航空宇宙学会論文集

      Volume: Vol.59 Pages: 197-205

    • NAID

      10030274798

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Learning Non-linear Dynamical Systems by Alignment of Local Linear Models2011

    • Author(s)
      上甲昌郎, 河原吉伸, 矢入健久
    • Journal Title

      Transactions of the Japanese Society for Artificial Intelligence

      Volume: 26 Issue: 6 Pages: 638-648

    • DOI

      10.1527/tjsai.26.638

    • NAID

      130001072420

    • ISSN
      1346-0714, 1346-8030
    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 機械学習技術の最近の発展とシステムモデリングへの応用2010

    • Author(s)
      井手剛, 矢人健久
    • Journal Title

      計測と制御

      Volume: 49 Pages: 463-468

    • Related Report
      2010 Annual Research Report
  • [Presentation] 学習による異常検知-人工衛星データへの適用を中心に-2014

    • Author(s)
      矢入健久
    • Organizer
      計測自動制御学会北陸支部講演会
    • Place of Presentation
      福井県福井市福井大学
    • Year and Date
      2014-01-20
    • Related Report
      2013 Annual Research Report
    • Invited
  • [Presentation] SDS-4運用におけるデータ駆動型テレメトリ監視システムの検証実験について2013

    • Author(s)
      矢入健久, 小田哲生, 塩井宏亮, 中島佑太, 三浦尚幸, 高田昇
    • Organizer
      第57回宇宙科学技術連合講演会
    • Place of Presentation
      鳥取県米子市
    • Year and Date
      2013-10-09 – 2013-10-11
    • Related Report
      2013 Annual Research Report
  • [Presentation] 小型衛星向け知的テレメトリデータ監視システムの開発2013

    • Author(s)
      小田哲生, 塩井宏亮, 谷本啓, 武石直也, 桑原絢一, 矢入健久, 酒匂信匡
    • Organizer
      第27回人工知能学会全国大会
    • Place of Presentation
      富山県富山市
    • Year and Date
      2013-06-04 – 2013-06-06
    • Related Report
      2013 Annual Research Report
  • [Presentation] Telemetry Monitoring By Dimensionality Reduction and Learning Hidden Markov Model2012

    • Author(s)
      Takehisa YAIRI, Takaaki TAGAWA, Noboru TAKATA
    • Organizer
      International Symposium on Artificial Intelligence, Robotics and Automation in Space (i-SAIRAS 2012)
    • Place of Presentation
      Turin, Italy
    • Related Report
      2012 Annual Research Report
  • [Presentation] 小型衛星のための知的テレメトリ監視システムの提案2012

    • Author(s)
      小田哲生,塩井宏亮,谷本啓,武石直也,桑原絢一,矢入健久,酒匂信匡
    • Organizer
      第56回宇宙科学技術連合講演会
    • Place of Presentation
      別府
    • Related Report
      2012 Annual Research Report
  • [Presentation] Data Monitoring of Spacecraft Using Mixture Probabilistic Principal Component Analysis and Hidden Semi-Markov Models2011

    • Author(s)
      Takaaki Tagawa, Takehisa Yairi, Noboru Takada, Yukihito Yamaguchi
    • Organizer
      The 3rd International Conference on Data Mining and Intelligent Information Technology Applications (ICMIA2011)
    • Place of Presentation
      マカオ(中国)
    • Year and Date
      2011-10-24
    • Related Report
      2011 Annual Research Report
  • [Presentation] 次元削減技術を用いた衛星テレメトリ監視法の提案2011

    • Author(s)
      矢入健久, 他8名
    • Organizer
      宇宙・航行エレクトロニクス研究会(SANE)
    • Place of Presentation
      JAXA筑波宇宙センター
    • Year and Date
      2011-06-23
    • Related Report
      2011 Annual Research Report
  • [Presentation] Telemetry Monitoring for Artificial Satellites with Machine Learning Techniques2011

    • Author(s)
      Takehisa YAIRI, 他8名
    • Organizer
      The 28th International Symposium on Space Technology and Science (ISTS)
    • Place of Presentation
      沖縄県宜野湾市
    • Year and Date
      2011-06-07
    • Related Report
      2011 Annual Research Report
  • [Presentation] 混合確率主成分分析と隠れセミマルコフモデルを用いた宇宙機データ監視2011

    • Author(s)
      田川貴章, 矢入健久, 高田昇, 山口由仁
    • Organizer
      人工知能学会全国大会(第25回)JSAI2011
    • Place of Presentation
      盛岡市
    • Year and Date
      2011-06-02
    • Related Report
      2011 Annual Research Report
  • [Presentation] 局所線形モデルのアライメントに基づく動作認識2010

    • Author(s)
      上甲昌郎, 河原吉伸, 矢入健久
    • Organizer
      第11回計測自動制御学会システムインテグレーション部門講演会(SI201
    • Place of Presentation
      仙台
    • Year and Date
      2010-12-24
    • Related Report
      2010 Annual Research Report
  • [Presentation] Spacecraft Telemetry Monitoring by Dimensionality Reduction and Reconstruction2010

    • Author(s)
      Takehisa Yairi, Minoru Inui, Yoshinobu Kawahara, Noboru Takata
    • Organizer
      The NASA Conference on Intelligent Data Understanding (CIDU-20
    • Place of Presentation
      マウンテンビュー(米国)
    • Year and Date
      2010-10-05
    • Related Report
      2010 Annual Research Report
  • [Presentation] Learning Non-linear Dynamical Systems by Alignment of Local Linear Models2010

    • Author(s)
      Masao Joko, Yoshinobu Kawahara, Takehisa Yairi
    • Organizer
      20th International Conference on Pattern Recognition (ICPR)
    • Place of Presentation
      イスタンブール(トルコ)
    • Year and Date
      2010-08-24
    • Related Report
      2010 Annual Research Report
  • [Presentation] Spacecraft Telemetry Data Monitoring by Dimensionality Reduction Techniques2010

    • Author(s)
      Takehisa Yairi, Minoru Inui, Akihiro Yoshiki, Yoshinobu Kawahara, Noboru Takata
    • Organizer
      The SICE Annual Conference 2010 (SICE 2010)
    • Place of Presentation
      台北(台湾)
    • Year and Date
      2010-08-19
    • Related Report
      2010 Annual Research Report
  • [Presentation] 宇宙機システム監視と部分空間法2010

    • Author(s)
      矢ム健久
    • Organizer
      部分空間法研究会2010
    • Place of Presentation
      釧路
    • Year and Date
      2010-07-26
    • Related Report
      2010 Annual Research Report
  • [Presentation] 非線形次元削減と動的システムの学習について2010

    • Author(s)
      矢ム健久
    • Organizer
      第1回Latent Dynamics Workshop
    • Place of Presentation
      東京
    • Year and Date
      2010-06-16
    • Related Report
      2010 Annual Research Report
  • [Presentation] 局所線形モデルの整列による非線形システムの学習法2010

    • Author(s)
      上甲昌郎, 河原吉伸, 矢ム健久
    • Organizer
      第24回人工知能学会全国大会(JSAI2010)
    • Place of Presentation
      長崎
    • Year and Date
      2010-06-10
    • Related Report
      2010 Annual Research Report
  • [Remarks]

    • URL

      http://www.saircastu-tokyo.acjp/top/sal/member/yairi/research.html

    • Related Report
      2010 Annual Research Report

URL: 

Published: 2010-08-23   Modified: 2019-07-29  

Information User Guide FAQ News Terms of Use Attribution of KAKENHI

Powered by NII kakenhi