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

A study on modeling and prediction for nonlinear phenomena from the viewpoint of the theory of stochastic processes

Research Project

Project/Area Number 07459007
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section一般
Research Field 広領域
Research InstitutionUniversity of Tokyo

Principal Investigator

OKABE Yasunori  University of Tokyo, graduate school and faculty of engineering., professor, 大学院・工学系研究科, 教授 (30028211)

Co-Investigator(Kenkyū-buntansha) HORITA Takehiko  University of Tokyo, graduate school and faculty of engineering., lecturer, 大学院・工学系研究科, 講師 (90222281)
AIHARA Kazuyuki  University of Tokyo, graduate school and faculty of engineering., associate prof, 大学院・工学系研究科, 助教授 (40167218)
SUGIHARA Koukichi  University of Tokyo, graduate school and faculty of engineering., professor, 大学院・工学系研究科, 教授 (40144117)
HIROTSU Chihiro  University of Tokyo, graduate school and faculty of engineering., professor, 大学院・工学系研究科, 教授 (60016730)
有本 卓  東京大学, 大学院・工学系研究科, 教授 (00029399)
甘利 俊一  東京大学, 大学院・工学系研究科, 教授 (80010726)
Project Period (FY) 1995 – 1997
Project Status Completed (Fiscal Year 1997)
Budget Amount *help
¥4,200,000 (Direct Cost: ¥4,200,000)
Fiscal Year 1997: ¥700,000 (Direct Cost: ¥700,000)
Fiscal Year 1996: ¥900,000 (Direct Cost: ¥900,000)
Fiscal Year 1995: ¥2,600,000 (Direct Cost: ¥2,600,000)
KeywordsKM _2 O-Langevin Equation / KM _2 O-Langevin Matrix / Stationary Flow / Fluctuation-Dissipation Theorem / Stationarity / Causality / Deterministic Property / Chaotic Property / KM_2O-ランジュヴァン方程式 / KM_2O-ランジュヴァン行列 / 実験数字 / 定常解析 / 因果解析 / 予測解析 / エントロピー解析 / 決定解析 / 非線形情報解析 / 非線形予測解析 / 非線形因果解析
Research Abstract

We have obtained four theoretical results about the theory of KM_2 O - Langevin equations : (1) We have characterized a notion of stationarity for pair of flows by the fluctuation-dissipation theorem which holds among KM_2 O-Langevin matrix associated with the pair of flows ; (2) For any given nonnegative definite matrix function R with Toeplitz condition, we have constructed a KM _2 O-Langevin matrix satisfying the fluctuation-dissipation theorem and then a stationary pair of flows with R its correlation matrix function by solving KM _2 O-Langevin equation ; (3). We have obtained all extensions of any given stationary flow and correlation matrix function ; (4) As an application of (3) we have obtained a new prediction formula
We have obtained six results about an application of the theory concerned to time series analysis : (1) We have made a statistical basis of both the stationary test and the causal test strong ; (2) We have proposed a deterministic test to judge whether the time evolution of time series is deterministic ; (3) We have proposed a chaotic test to judge whether the time evolution of time series is chaotic ; (4) We have studied two time series of measles and chickenbox treated in Sugihara-May 's paper (Nature, 1990). From the viewpoint of the theory concerned, we have supported their results based upon the chaotic time series analysis, by showing that both the time series behave determinately ; the former is chaotic and the latter is not so ; (5) We have obtained a theoretical method to estimate the deterministic dynamics describing the time evolution of time series after passing the deterministic test ; (6)As an application of (5), we have given an answer for the estimation problem of embeding dimension in chaotic time series analysis.

Report

(4 results)
  • 1997 Annual Research Report   Final Research Report Summary
  • 1996 Annual Research Report
  • 1995 Annual Research Report
  • Research Products

    (21 results)

All Other

All Publications (21 results)

  • [Publications] Y.Okabe and T.Ootsuka: ""Application of the theory of KM_2O_-Langevin equations to non-linear prediction problen for the one-dimensional strictly stationary time series"" J.Math.Soc.Japan. Vol.47. 349-367 (1996)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1997 Final Research Report Summary
  • [Publications] Y.Kiho, T.Iwai, Y.Okada, Y.Okabe, M.Ochi and K.Katori:""Functional word in a protein III;syntax and energtics"" Proc.Japan Academy. Vol.72,Ser.B,No.5. 95-100 (1996)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1997 Final Research Report Summary
  • [Publications] Y.Kiho, A.Ubasawa, Y.Okabe and T.Iwai: ""Functional word in a protein IV.alphabet"" Proc.Japan Academy. Vol.72,Ser.B,No.9. 185-190 (1996)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1997 Final Research Report Summary
  • [Publications] Y.Okabe: ""Nonlinear time series analuysis based upon the fluctuation-dissipation theore"" Nonliear Analysis,Theory,Methods&Applications. Vol.30,No.4. 2249-2260 (1997)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1997 Final Research Report Summary
  • [Publications] Y.Kiho, R.Yamada, Y.Okabe, C.Pallmer and Y.Okada: ""Application of the Jellyfish model I:virelency of some mammalian viruses"" Proc.Japan Academy. Vol.72,Ser.B,No.8. 170-175 (1997)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1997 Final Research Report Summary
  • [Publications] Y.0kabe and T.0otsuka: "" Application of the theory of KM _2 O-Langevin equations to the non-linear prediction problem for the one-dimensional strictly stationary time series "." J.Math, Soc.Japan. VOl.47. 349-367 (1995)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1997 Final Research Report Summary
  • [Publications] Y.Kiho, T.Iwai, T.Migita, Y.Okada, Y.Okabe, M.Ochi and K.Katori: "" Functional word in a protein III ; syntax and energetics"" Proc.Japan Academy.VOl.72, Ser.B,No.5. 95-100 (1996)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1997 Final Research Report Summary
  • [Publications] Y.Kiho, A.Ubasawa, Y.Okabe and T.Iwai: "" Functional word in a protein IV.alphabet" Proc.Japan Academy.Vol.72, Ser.B.No.9. 185-190 (1996)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1997 Final Research Report Summary
  • [Publications] Y.Okabe: "Nonlinear time series analysis based upon the fluctuation-dissipation theorem" Nonlinear Analysis.Theory, Methods & Applications.VOl.30, No.4. 2249-2260 (1997)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1997 Final Research Report Summary
  • [Publications] Y.Kiho, R.Yamada, Y.Okabe C.Palmer and Y.Okabe: ""Application of the Jellyfish model I ; virulency of some mammalian viruses"" Proc.Japan Academy.VOl.73, Ser.B,No.8. 170-175 (1997)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1997 Final Research Report Summary
  • [Publications] Y.Okabe: ""Nonlinear time series analysis based upon the fluctuation-dissipation theorem"" Nonlinear Analysis,Theory,Methods & Applications. Vol.30,No.4. 2249-2260 (1997)

    • Related Report
      1997 Annual Research Report
  • [Publications] Y.Kiho, R.Yamada, Y.Okabe, C.Palmer and Y.Okada: ""Application of the Jellyfich model I : virulency of some mammalian viruses"" Proc.Japan Academy. Vol.73 No.8 Ser.B.170-175 (1997)

    • Related Report
      1997 Annual Research Report
  • [Publications] Y.Okabe(with T.Ootuka): "Application of the theory of KM_2O-Langevin equations to the non-linear prediction problem for the one-dimensional strictly stationary time series" Journal of Mathematical Society of Japan. 47. 349-367 (1995)

    • Related Report
      1996 Annual Research Report
  • [Publications] Y.Okabe(with Y.Kiho,Y.Okada and others): "Functional Word in a Protein III.Syntax and Energetics" Proceedings of the Japan Academy. 72巻. 95-100 (1996)

    • Related Report
      1996 Annual Research Report
  • [Publications] Y.Okabe(with Y.Kiho,A.Ubasawa and others): "Functional Word in a Protein IV.Alphabet" Proceedings of the Japan Academy. 72巻. 185-190 (1996)

    • Related Report
      1996 Annual Research Report
  • [Publications] Y.Okabe: "Non-linear time series analysis based upon the fluctuation-dissipation theorem" Proceedings of The Second World Congress of Nonlinear Analysists. (1996)

    • Related Report
      1996 Annual Research Report
  • [Publications] K.Sugihara(with H.Inagaki): "Why is the 3d Delaunary triangulation difficults to con struct?" Information Processing Letters. 54. 275-280 (1995)

    • Related Report
      1996 Annual Research Report
  • [Publications] K.Sugihara(with Y.Oishi): "Topology-oriented divide-and-conquer algorithm for Voronoi diagrams Computer Vision,Graphics,and Image Processing:" Graphical Models and Image Processing. 57. 303-314 (1995)

    • Related Report
      1996 Annual Research Report
  • [Publications] 岡部 靖憲: "Application of the theory of KM_2O-Langevin equations to the non-linear prediction problem for the one-dimensinal strictly stationary time series" J.Math.Scc.Japan. 47. 349-367 (1995)

    • Related Report
      1995 Annual Research Report
  • [Publications] 有本 卓: "Quasi-natural potential,passivity and learrability in robot dynamics with or without geometric constraint of system fluctuations" Proc.of The IIAS Workshop of Mathematical Approach to Fluctuations,Complexity,and Nonlinearity(ed.by T.Hida),. 48-83 (1995)

    • Related Report
      1995 Annual Research Report
  • [Publications] 合原 一幸: "グラムシュミット直交化法を用いた決定論的予測手法に基づく翌日最大電力予測" 電気学会論文誌. 115. 792-797 (1995)

    • Related Report
      1995 Annual Research Report

URL: 

Published: 1995-04-01   Modified: 2016-04-21  

Information User Guide FAQ News Terms of Use Attribution of KAKENHI

Powered by NII kakenhi