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Numerical Analysis of Statistical Manifolds Associated with Nonequilibrium Processes

Research Project

Project/Area Number 07680320
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Statistical science
Research InstitutionGunma National College of Technology

Principal Investigator

OBATA Tsunehiro  Gunma National College of Technology/Department of Electrical Engineering/assistant professor/, 電気工学科, 助教授 (50005534)

Co-Investigator(Kenkyū-buntansha) HARA Hiroaki  Tohoku University/Graduate School of Information Science/assistant professor/, 大学院・情報科学研究科, 助教授 (60005296)
Project Period (FY) 1995 – 1996
Project Status Completed (Fiscal Year 1996)
Budget Amount *help
¥2,100,000 (Direct Cost: ¥2,100,000)
Fiscal Year 1996: ¥400,000 (Direct Cost: ¥400,000)
Fiscal Year 1995: ¥1,700,000 (Direct Cost: ¥1,700,000)
Keywordsinformation geometry / correlated walk / random walk / stability / nonequilibrium / visco-elastic / complex system / quantum gase / 粘弾性物質
Research Abstract

Metrics and connections are introduced on parameter spaces constituted from the jump probabilities specifying correlated walks, by the method of information geometry. These geometrical objects depend on a step time in general. Relations between the time evolution of curvature tensors and physical properties such as the stability of processes are investigated. Two correlated-walk models on a linear lattice are treated. In a model, the walkers do not stay, and the parameter space is then two-dimensional. In another model, the walkers sometimes stay, and the parameter space is three-dimensional in case of symmetric walking. The three-space is foliated into two-dimensional spaces by a stay parameter, and the time evolution of the Riemann scalar curvature R of each leaf is investigated. It is shown that the dynamic properties of the R's for both models can be well understood in terms of the stability of processes, the correlation between successive two steps, and also the activity of steppi … More ng. As time goes by, the parameter spaces approach uniform spaces. The R's in the infinite time are shown to reflect the stability of systems and also the regularity of paths. The alpha-curvature is also investigated. The alpha=1 curvature converges to zero for any case. This property is suggested to be an universal property in a broad class of systems including thermodynamic equilibrium systems. The mathematical structure of time evolbing parameter spaces is pointed out to be very analogous to that of the Newton-Cartan theory of gravity. Moreover, new models of stochastic processes are proposed. Stochastic equations prescribing the motion of objects whose inner states change in time are obtained through considering the behavior of animals. Another model is introduced, using reponse functions of hypothetical complex visco-elastic materials made from an infinitude of so-called visco-elastic materials. Using an infinitude of complex visco-elastic materials, one can construct more complicated visco-elastic materials. The highly complicated materials are found to be subject to super-slow dynamics. The geometrical properties of the parameter spaces for the new models are still unknown. Less

Report

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

    (18 results)

All Other

All Publications (18 results)

  • [Publications] T.Obata: "The Method of Information Geometry in Correlated‐Walk Models" 東北大学電気通信研究所シンポジウム「統計物理学と情報科学」. 32. 143-154 (1995)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1996 Final Research Report Summary
  • [Publications] H.Hara: "Generalization of Brownian Motion of Agent Described by Generalized Random Walks" Journal of the Korean Physical Society. 28. S348-S353 (1995)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1996 Final Research Report Summary
  • [Publications] N.Ikeda: "Responce properties of complex system interpreted by information geometry" 1st Tohwa University International Meeting on Statistical Physics.1. 33-34 (1995)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1996 Final Research Report Summary
  • [Publications] H.Hara: "逆問題としてのRiemann-Liouville積分" 統計数理研究所共同研究レポート. 81. 61-83 (1996)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1996 Final Research Report Summary
  • [Publications] T.Obata: "Correlated‐Walks Seen from the Viewpoint of Information Geometry" Interdisciplinary Information Sciences. 2. 111-123 (1996)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1996 Final Research Report Summary
  • [Publications] H.Hara: "複雑な粘弾性物質のスーパースローダイナミックス" 統計数理研究所共同研究レポート. 94. 227-241 (1997)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1996 Final Research Report Summary
  • [Publications] T.Obata: "The Method of Information Geometry in Correlated-Walk Models" Proceedings of the 32nd Symposium on Statistical Physics and Information Sciences in The Institute of Electric Communiation Tohoku University. 32. 143-154 (1995)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1996 Final Research Report Summary
  • [Publications] H.Hara: "Generalization of Brownian Motion of Agent Described by Generalized Random Walks" Journal of the Korean Physical Society (Proc. Suppl.). 28. S348-S353 (1995)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1996 Final Research Report Summary
  • [Publications] N.Ikeda: "Responce properties of complex system interpreted by information geometry" 1st Tohwa University International Meeting on Statistical Physics. 1. 33-34 (1995)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1996 Final Research Report Summary
  • [Publications] H.Hara: "Riemann-Liouville integral representation as inverse problem" Joint Research Report of The Institure of Statistical Mathematics. 81. 61-83 (1996)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1996 Final Research Report Summary
  • [Publications] T.Obata: "Correlated-Walks Seen from the Viewpoint of Inforrmation Geometry" Interdisciplinary Information Sciences. 2. 111-123 (1996)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1996 Final Research Report Summary
  • [Publications] H.Hara: "Super-Slow Dynamics of Complex Visco-elastic Materials" Joint Research Report of The Institure of Statistical Mathematics. 94. 227-241 (1997)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1996 Final Research Report Summary
  • [Publications] H.Hara: "逆問題としてのRiemann-Liouville積分" 統計数理研究所共同研究リポート. 81. 61-83 (1996)

    • Related Report
      1996 Annual Research Report
  • [Publications] T.Obata: "Corrlated-Walks Seen from the Yiewpoint of Information Geometry" Interdisciplinary Information Sciences. 2,2. 111-123 (1996)

    • Related Report
      1996 Annual Research Report
  • [Publications] H.Hara: "複雑な粘弾性物質のスーパースローダイナミックス" 統計数理研究所共同研究リポート. 94. 227-241 (1997)

    • Related Report
      1996 Annual Research Report
  • [Publications] T. Obata: "The Method of Information Geometry in Correlated-Walk Models" 通研シンポジウム「統計物理学と情報幾何学」. 32. 143-154 (1995)

    • Related Report
      1995 Annual Research Report
  • [Publications] H. Hara: "Generalization of Brownian Motion of Agent Described by Genelarized Random Walks" Journal of the Korean Physical Society (Proc. Suppl.). 28. S348-S353 (1995)

    • Related Report
      1995 Annual Research Report
  • [Publications] N. Ikeda: "Response properties of complex system interpreted by information geometry" 1st Tohwa University International Meeting on Statistical Physics. 1. 33-34 (1995)

    • Related Report
      1995 Annual Research Report

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

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