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Knowledge Systematization for Design and Experiments Utilizing Evolutionary Computation

Research Project

Project/Area Number 15K17502
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Computational science
Research InstitutionKobe University (2016)
Institute of Physical and Chemical Research (2015)

Principal Investigator

Uchitane Takeshi  神戸大学, 経済経営研究所, 特命講師 (70710143)

Research Collaborator HATANAKA Toshiharu  
Zhou Chenting  
Project Period (FY) 2015-04-01 – 2017-03-31
Project Status Completed (Fiscal Year 2016)
Budget Amount *help
¥4,290,000 (Direct Cost: ¥3,300,000、Indirect Cost: ¥990,000)
Fiscal Year 2016: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2015: ¥2,990,000 (Direct Cost: ¥2,300,000、Indirect Cost: ¥690,000)
Keywords実験計画 / 進化計算 / 大規模シミュレーション / 分散分析 / 重回帰分析 / 避難 / マルチエージェントシミュレーション / 防災・減災 / 社会科学 / 計算機シミュレーション / 実験計画法 / 感度分析 / 社会シミュレーション / エージェントシミュレーション
Outline of Final Research Achievements

Since more number of factors like evacuation routes in a city should be treated to find significant factors, the number of simulation-executions exponentially increases. “Evolutionary Design of Experiments” is a proposed framework to reduce the number of simulation-executions.
It was reported that a benchmark problem was established. The benchmark problem has features which is based on a relationship between Tsunami evacuation-routes as simulation-inputs and Tsunami evacuation-time as simulation-output in Kanazawa region, Japan. It was also reported that significant factors could be found with less number of simulation-executions by applying a novel algorithm of Evolutionary Design of Experiments with evaluation function which evaluate sample variance of simulation-outputs to the benchmark problem.

Report

(3 results)
  • 2016 Annual Research Report   Final Research Report ( PDF )
  • 2015 Research-status Report
  • Research Products

    (11 results)

All 2017 2016 2015 Other

All Journal Article (1 results) (of which Peer Reviewed: 1 results,  Open Access: 1 results) Presentation (9 results) (of which Int'l Joint Research: 2 results,  Invited: 2 results) Remarks (1 results)

  • [Journal Article] Applying Design of Experiment based Significant Parameter Search and Reducing Number of Experiment to Analysis of Evacuation Simulation2016

    • Author(s)
      松島裕康,内種岳詞,辻順平,山下倫央,伊藤伸泰,野田五十樹
    • Journal Title

      Transactions of the Japanese Society for Artificial Intelligence

      Volume: 31 Issue: 6 Pages: AG-E_1-9

    • DOI

      10.1527/tjsai.AG-E

    • NAID

      130005277056

    • ISSN
      1346-0714, 1346-8030
    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access
  • [Presentation] 進化的実験計画法によって獲得されたデータの妥当性検証2017

    • Author(s)
      内種岳詞,周晨テイ,畠中利治
    • Organizer
      第12回進化計算学会研究会
    • Place of Presentation
      九州大学大橋キャンパス
    • Year and Date
      2017-03-13
    • Related Report
      2016 Annual Research Report
  • [Presentation] Applying Evolutionary Design of Experiments to Sensitivity Analysis of Tsunami Evacuation Simulation2016

    • Author(s)
      Takeshi Uchitane, Chenting Zhou and Toshiharu Hatanaka
    • Organizer
      2016 International Symposium on Nonlinear Theory and its applications
    • Place of Presentation
      New Welcity Yugawara
    • Year and Date
      2016-11-27
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 計算機シミュレーション実験を対象とした進化的実験計画の提案2016

    • Author(s)
      内種岳詞
    • Organizer
      第54回 システム工学部会研究会
    • Place of Presentation
      大阪大学東京オフィス (東京都・千代田区)
    • Year and Date
      2016-03-07
    • Related Report
      2015 Research-status Report
  • [Presentation] 津波避難シミュレーションの感度解析に向けた進化的実験計画法の開発2016

    • Author(s)
      周晨テイ,内種岳詞,畠中利治
    • Organizer
      第26回インテリジェント・システム・シンポジウム
    • Place of Presentation
      大阪大学吹田キャンパス
    • Related Report
      2016 Annual Research Report
  • [Presentation] 大規模社会シミュレーションの実践―シミュレーション実行管理フレームワークと実験計画―2016

    • Author(s)
      内種岳詞
    • Organizer
      日本OR学会「数理的発想とその実践」 第7回研究集会
    • Place of Presentation
      福井工業大学福井キャンパス
    • Related Report
      2016 Annual Research Report
    • Invited
  • [Presentation] Evolutionary Design of Experiments to Analyze Ultra Large Scale Systems2015

    • Author(s)
      Takeshi Uchitane
    • Organizer
      2015 International Symposium on Nonlinear Theory and its applications
    • Place of Presentation
      Kowloon (Hong Kong)
    • Year and Date
      2015-12-02
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] 避難シミュレーションへの進化計算適用結果の分析2015

    • Author(s)
      内種岳詞, 山下倫央, 辻順平, 松島裕康, 野田五十樹, 伊藤伸泰
    • Organizer
      計測自動制御学会 システム・情報部門学術講演会2015
    • Place of Presentation
      函館アリーナ (北海道・函館市)
    • Year and Date
      2015-11-18
    • Related Report
      2015 Research-status Report
  • [Presentation] 創発システムの理解へ向けたシミュレーション技術の高度化2015

    • Author(s)
      内種岳詞
    • Organizer
      第21回創発システム・シンポジウム
    • Place of Presentation
      諏訪東京理科大学 (長野県・茅野市)
    • Year and Date
      2015-08-30
    • Related Report
      2015 Research-status Report
    • Invited
  • [Presentation] 進化的実験計画におけるベンチマーク問題2015

    • Author(s)
      内種岳詞
    • Organizer
      第7回 コンピュテーショナル・インテリジェンス研究会
    • Place of Presentation
      東北大学サイバーサイエンスセンター (宮城県・仙台市)
    • Year and Date
      2015-05-29
    • Related Report
      2015 Research-status Report
  • [Remarks] 神戸大学経済経営研究所 - 内種 岳詞

    • URL

      http://www.rieb.kobe-u.ac.jp/academic/ResearchStaff/uchitane-j.html

    • Related Report
      2016 Annual Research Report

URL: 

Published: 2015-04-16   Modified: 2018-03-22  

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