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Quasi-Monte Carlo simulation for the design of high-dimensional systems

Research Project

Project/Area Number 25350439
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Social systems engineering/Safety system
Research InstitutionNational Graduate Institute for Policy Studies

Principal Investigator

Morohosi Hozumi  政策研究大学院大学, 政策研究科, 教授 (10272387)

Co-Investigator(Kenkyū-buntansha) 大山 達雄  政策研究大学院大学, 政策研究科, 名誉教授 (30134323)
Co-Investigator(Renkei-kenkyūsha) KOMAKI Fumiyasu  東京大学, 情報理工学系研究科, 教授 (70242039)
Research Collaborator FURUTA Takehiro  
Project Period (FY) 2013-04-01 – 2017-03-31
Project Status Completed (Fiscal Year 2016)
Budget Amount *help
¥3,900,000 (Direct Cost: ¥3,000,000、Indirect Cost: ¥900,000)
Fiscal Year 2016: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2015: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2014: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2013: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Keywordsシミュレーション / OR / システム分析 / OR
Outline of Final Research Achievements

This research aims at advancing the use of quasi-random numbers for systems analysis and design, providing new algorithms and testing them by several numerical experiments. Problems studied in the research are, a particle filter using quasi-random numbers, an optimization algorithm for parameter identification, and random sample generation which follows very complicated high-dimensional probability distribution. In all the cases, we design algorithms using quasi-random numbers carefully so as to keep the good property of them, i.e. very precise uniformity in the region. We check the availability and superiority of quasi-random numbers for several numerical experiments, and find replacing random numbers by quasi-random ones often improves the computational performance of algorithms.

Report

(5 results)
  • 2016 Annual Research Report   Final Research Report ( PDF )
  • 2015 Research-status Report
  • 2014 Research-status Report
  • 2013 Research-status Report
  • Research Products

    (8 results)

All 2017 2016 2015 2014 2013

All Journal Article (1 results) (of which Peer Reviewed: 1 results) Presentation (7 results) (of which Int'l Joint Research: 3 results)

  • [Journal Article] Optimization model and simulation for improving ambulance service system2013

    • Author(s)
      Hozumi Morohosi and Takehiro Furuta
    • Journal Title

      Proceedings of International Symposium on Operations Research and its Applications

      Volume: 11 Pages: 1-3

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Presentation] コピュラを用いた非一様な準乱数の数値的評価2017

    • Author(s)
      諸星穂積
    • Organizer
      日本オペレーションズ・リサーチ学会2017年春季研究発表会
    • Place of Presentation
      沖縄県市町村自治会会館, 那覇市, 沖縄県.
    • Year and Date
      2017-03-15
    • Related Report
      2016 Annual Research Report
  • [Presentation] Empirical study on generating mixture quasirandom points with geometric consideration2016

    • Author(s)
      Hozumi Morohosi
    • Organizer
      12th International Conference on Monte Carlo and Quasi-Monte Carlo Methods in Scientific Computing
    • Place of Presentation
      Stanford Univesity, CA, USA.
    • Year and Date
      2016-08-14
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Two Approaches to Cooperative Covering Location Problem and its Application to Ambulance Deployment2015

    • Author(s)
      Hozumi Morohosi
    • Organizer
      International Conference on Operations Research
    • Place of Presentation
      Vienna, Austria
    • Year and Date
      2015-09-01
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] A Statistical Model Analysis of Urban Ambulance System and its Application to Location Problems2015

    • Author(s)
      Hozumi Morohosi
    • Organizer
      XXII EURO Working Group on Locational Analysis Meeting
    • Place of Presentation
      Budapest, Hugary
    • Year and Date
      2015-05-20
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] A computational study of filter-based optimization algorithm by randomized quasi-Monte Carlo method2014

    • Author(s)
      Hozumi Morhosi
    • Organizer
      Eleventh International Conference on Monte Carlo and Quasi-Monte Carlo Methods in Scientific Computing
    • Place of Presentation
      Leuven, Belgium
    • Year and Date
      2014-04-06 – 2014-04-11
    • Related Report
      2014 Research-status Report
  • [Presentation] A computational study of likelihood estimation by randomized quasi-Monte Carlo method for filtering problems2013

    • Author(s)
      Hozumi Morohosi
    • Organizer
      IMAC seminar on Monte Carlo Methods
    • Place of Presentation
      Annecy-le-Vieux, France
    • Related Report
      2013 Research-status Report
  • [Presentation] 格子道路網での到達可能性の分析2013

    • Author(s)
      諸星穂積
    • Organizer
      日本OR学会2102年秋季研究発表会
    • Place of Presentation
      徳島大学
    • Related Report
      2013 Research-status Report

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Published: 2014-07-25   Modified: 2019-07-29  

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