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Detection of probability distribution and regimes in nonlinear systems with nonlinear dimension reduction methods

Research Project

Project/Area Number 21740344
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeSingle-year Grants
Research Field Meteorology/Physical oceanography/Hydrology
Research InstitutionKobe University

Principal Investigator

NISHIZAWA Seiya  Kobe University, 大学院・理学研究科, 助教 (40447892)

Project Period (FY) 2009 – 2010
Project Status Completed (Fiscal Year 2010)
Budget Amount *help
¥4,160,000 (Direct Cost: ¥3,200,000、Indirect Cost: ¥960,000)
Fiscal Year 2010: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Fiscal Year 2009: ¥2,600,000 (Direct Cost: ¥2,000,000、Indirect Cost: ¥600,000)
Keywords非線形次元削減 / 確率分布 / レジーム / 非線形システム
Research Abstract

The atmospheric system is a high dimensional nonlinear system and naive analyses of variability in the system is not easy due to the high dimensionality. In this study, I extract low dimensional manifolds from strongly nonlinear atmospheric variability, such as temperature in winter polar stratosphere and precipitation, with nonlinear dimension reduction methods. Those manifolds show asymmetry in physical quantities between positive and negative values, although the asymmetry cannot be represented with linear methods. Additionally I estimate existence probability distribution of state variables and clusters on the manifolds, and obtain possible regimes, though it is not statistically significant.

Report

(3 results)
  • 2010 Annual Research Report   Final Research Report ( PDF )
  • 2009 Annual Research Report
  • Research Products

    (8 results)

All 2010

All Journal Article (6 results) (of which Peer Reviewed: 6 results) Presentation (2 results)

  • [Journal Article] Gfdnavi, web-based data and knowledge server software for geophysical fluid sciences2010

    • Author(s)
      Nishizawa, S., T.Horinouchi, 他5(1番目)
    • Journal Title

      Part II: RESTful web services and object-oriented programming interface, LNCS Vol.6193

      Pages: 105-116

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] Gfdnavi, web-based data and knowledge server software for geophysical fluid sciences2010

    • Author(s)
      Horinouchi, T., S.Nishizazawa, 他6(2番目)
    • Journal Title

      Part I: Retionales, stand-alone features, and supporting knowledge documentation linked to data, LNCS Vol.6193

      Pages: 93-104

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] Classification of polar-night jet oscillations and their relationship to fast and slow variations in a global mechanistic circulation model of the stratosphere and troposphere.2010

    • Author(s)
      Kohma, M., S.Nishizawa, S.Yoden.
    • Journal Title

      Journal of Climate Vol.23

    • NAID

      120005593592

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] Gfdnavi, web-based data and knowledge server software for geophysical fluid sciences, Part II : RESTful web services and object-oriented programming interface.2010

    • Author(s)
      Nishizawa, et al.
    • Journal Title

      LNCS

      Volume: 6193 Pages: 105-116

    • NAID

      120003089246

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Gfdnavi, web-based data and knowledge server software for geophysical fluid sciences, Part I : Retionales, stand-alone features, and supporting knowledge documentation linked to data.2010

    • Author(s)
      Horinouchi, et al.
    • Journal Title

      LNCS

      Volume: 6193 Pages: 93-104

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Classification of polar-night jet oscillations and their relationship to fast and slow variations in a global mechanistic circulation model of the stratosphere and troposphere.2010

    • Author(s)
      Kohma, et al.
    • Journal Title

      Journal of Climate

      Volume: Doi:10.1175/2010JCL12458.1

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Presentation] Gfdnavi, web-based data and knowledge server software for geophysical fluid sciences2010

    • Author(s)
      Nishizawa. S, et. al.
    • Organizer
      Part II : RESTful web services and object-oriented programming interface, DIEW 2001
    • Place of Presentation
      筑波大学(茨城県)
    • Year and Date
      2010-04-04
    • Related Report
      2010 Final Research Report
  • [Presentation] Gfdnavi, web-based data and knowledge server software for geophysical fluid sciences, Part II : RESTful web services and object-oriented programming interface.2010

    • Author(s)
      Nishizawa.S., et al.
    • Organizer
      DIEW 2001
    • Place of Presentation
      筑波大学(茨城県)
    • Year and Date
      2010-04-04
    • Related Report
      2010 Annual Research Report

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Published: 2009-04-01   Modified: 2016-04-21  

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