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2001 Fiscal Year Final Research Report Summary

Research on a systematic analysis of information on GPS array data

Research Project

Project/Area Number 12680322
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Statistical science
Research InstitutionThe Institute of Statistical Mathematics

Principal Investigator

HIGUCHI Tomoyuki  The Institute of Statistical Mathematics, Associate Professor, 予測制御研究系, 助教授 (70202273)

Co-Investigator(Kenkyū-buntansha) SATO Seisho  The Institute of Statistical Mathematics, Assistant Professor, 予測制御研究系, 助手 (60280525)
Project Period (FY) 2000 – 2001
Keywordsautomatic smoothing / Bayesian modeling / time-spatial model / GPS data / PWV / micro wave propagation delay / AMeDas / seasonal variation
Research Abstract

We analyzed GPS data at 1,000 stations covering all over Japan for two years frorn 1996 through 1997. Specifically, an detailed investigation on data sets in terrns of data quality limited us to use 614 data points among them. We performed a Bayesian smoothing procedure in time-spatial domain which allows us to extract the mean structure automatically, and tried to model the mean structure based on the result obtained. Actually, we applied the non-parametric smoothing based on the Bayesian approach and conducted the residual analysis alternatively in each of time- and spatial domains. Finally we decomposed the variations of GPS data for each station into three components : time-dependent, spatial-dependent, and other components. We presented the result at the international meeting, and obtain the positive response from the attendants.

  • Research Products

    (6 results)

All Other

All Publications (6 results)

  • [Publications] T.Higuchi, S.-I.Ohtani, T.Uozumi, K.Yumoto: "Pi2 onset time determination with information criterion"Pi2 onset time determination with information criterion. (印刷中). (2002)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] H.Nagao, T.Iyemori, T.Higuchi, S.Nagano, T.Araki: "Local Time Features of Geomagnetic Jerks"Earth Planets and Space. 54. 119-131 (2002)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] Hiromichi Nagao, Tomoyuki Higuchi, Toshihiko Iyemori, Tohru Araki: "Automatic Detection of Geomagnetic Jerks by Applying a Statistical Time Series Model to Geomagnetic Monthly Means"Progresses in Discovery Science, Lecture Notes in Computer Science. 2281. 364-375 (2002)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] T.Higuchi, S.-I.Ohtani, _T. Uozumi, and K.Yumoto: "Pi2 onset time determination with information criterion"Journal of Geophysical Research. (to appear). (2002)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] h.Nagoao, T.Iyemori, T.Higuchi, S.Nagano, and T.Araki: "Local Time Features of Geomagnetic Jerks"Earth Planets and Space. 54. 119-131 (2002)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] H.Ngao, T.Higuchi, T.Iyemori, and T.Araki: "Automatic Detection of Geomagnetic Jerks by Applying a Statistical Time Series Model to Geomagnetic Monthly Means"Progresses I Discovery Science, Lecture Notes in Computer Science. 2281. 364-375 (2002)

    • Description
      「研究成果報告書概要(欧文)」より

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Published: 2003-09-17  

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