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Recovery of satellite data and knowledge discovery by discrete optimization and time series analysis

Research Project

Project/Area Number 22650029
Research Category

Grant-in-Aid for Challenging Exploratory Research

Allocation TypeSingle-year Grants
Research Field Intelligent informatics
Research InstitutionNational Graduate Institute for Policy Studies

Principal Investigator

TSUCHIYA Takashi  政策研究大学院大学, 政策研究科, 教授 (00188575)

Co-Investigator(Kenkyū-buntansha) 池上 敦子  成蹊大学, 理工学部, 教授 (90146936)
上野 玄太  統計数理研究所, 准教授 (40370093)
Project Period (FY) 2010-04-01 – 2013-03-31
Project Status Completed (Fiscal Year 2013)
Budget Amount *help
¥2,660,000 (Direct Cost: ¥2,300,000、Indirect Cost: ¥360,000)
Fiscal Year 2012: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Fiscal Year 2011: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Fiscal Year 2010: ¥1,100,000 (Direct Cost: ¥1,100,000)
Keywords人工衛星 / データ解析 / 最適化 / 統計 / データ復元 / 事前情報 / 惑星科学 / 線形計画 / Geitail / プラズマ粒子 / 時系列解析 / 整数計画
Research Abstract

Geotail is a satellite to observe plasma of the magnetsphere of the earth. The distribution of observed low energy plasma particles are summarized as a three dimensional histogram before sent to the ground. Researchers conduct analysis based on a color chart called ET-spectrogram drawn from the three-dimensional histogram. However, a complete three dimensional histogram data are sent only eight hours per day, and for remaining period a marginalized two-dimensional histogram and ten statistics of the original data are sent to the ground. In this research, we made an attempt to recover the original three dimensional histogram from the compressed two dimensional histogram and 10 statistics to draw an ET-spectrogram. We developed a LP model which incorporates with appropriate prior information to recover the original three dimensional histogram and ET-spectrogram successfully.

Report

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

    (5 results)

All 2014 2012 2010 Other

All Presentation (5 results)

  • [Presentation] 事前知識と線形計画法を用いた人工衛星観測データの復元2014

    • Author(s)
      馴松晃司, 土谷隆, 上野玄太, 池上敦子
    • Organizer
      統計数理研究所共同研究集会"最適化:モデリングとアルゴリズム"
    • Place of Presentation
      政策研究大学院大学
    • Year and Date
      2014-03-25
    • Related Report
      2013 Final Research Report
  • [Presentation] 最適化による人工衛星データの情報復元と知識発見2012

    • Author(s)
      池上敦子, 村田裕介, 土谷隆, 上野玄太
    • Organizer
      統計数理研究所共同研究集会"最適化:モデリングとアルゴリズム"
    • Place of Presentation
      政策研究大学院大学
    • Year and Date
      2012-03-15
    • Related Report
      2013 Final Research Report
  • [Presentation] 最適化による人工衛星データの情報復元と知識発見2012

    • Author(s)
      池上敦子, 村田裕介, 土谷隆, 上野玄太
    • Organizer
      最適化:モデリングとアルゴリズム
    • Place of Presentation
      政策研究大学院大学
    • Year and Date
      2012-03-15
    • Related Report
      2011 Annual Research Report
  • [Presentation] 衛星観測プラズマデータの復元2010

    • Author(s)
      田辺亮平, 木下順三郎, 河野佑亮, 池上敦子, 上野玄太, 土谷隆
    • Organizer
      日本オペレーションズ・リサーチ学会秋季研究発表会
    • Place of Presentation
      コラッセ福島(福島市)
    • Related Report
      2010 Annual Research Report
  • [Presentation] 事前知識と線形計画法を用いた人工衛星観測データの復元

    • Author(s)
      馴松晃治, 土谷 隆, 上野玄太, 池上敦子
    • Organizer
      統計数理研究所共同研究集会「最適化:モデリングとアルゴリズム」
    • Place of Presentation
      政策研究大学院大学
    • Related Report
      2012 Annual Research Report

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

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