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Study on a modeling method of driving behavior to estimate driver's skills based on stochastic method

Research Project

Project/Area Number 15H06819
Research Category

Grant-in-Aid for Research Activity Start-up

Allocation TypeSingle-year Grants
Research Field Intelligent mechanics/Mechanical systems
Research InstitutionNational Institute of Technology, Kumamoto College

Principal Investigator

Hashimoto Kohjiro  熊本高等専門学校, 制御情報システム工学科, 助教 (00756588)

Project Period (FY) 2015-08-28 – 2017-03-31
Project Status Completed (Fiscal Year 2016)
Budget Amount *help
¥2,470,000 (Direct Cost: ¥1,900,000、Indirect Cost: ¥570,000)
Fiscal Year 2016: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2015: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Keywords確率モデリング / 機械学習 / 人間機械系 / 確率論 / 運転行動モデリング / 人間-機械協調 / 運転行動モデル / 運転技量評価
Outline of Final Research Achievements

The purpose of this research is proposing index to evaluate driver's driving skill for elderly or dementia driver.
Driving behavior has a cycle, recognition, judgment, operation.Then, driver executes the prediction of situation change around him under above cycle.If this prediction accuracy is low, operation errors is occurred.Therefore, we focus on the prediction accuracy of situation around a driver as driving skill, and proposed a modeling method of driving behavior to evaluate the skill of situation prediction around him.
As the results of this study, we confirmed that it is possible to evaluate the different of driving skill quantitatively.

Report

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

    (4 results)

All 2016 2015

All Presentation (4 results) (of which Int'l Joint Research: 2 results)

  • [Presentation] Modeling method of execution timing of operation to analyze the reaction time from judgment to execution of operation2016

    • Author(s)
      Kohjiro Hashimoto
    • Organizer
      Proceedings of the 42th Annual Conference of the IEEE Industrial Electronics Society, 2016-10.
    • Place of Presentation
      イタリア,フィレンツェ
    • Year and Date
      2016-10-24
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 操作切り替えタイミング解析のための機器操作モデルの生成手法2016

    • Author(s)
      橋本幸二郎
    • Organizer
      電気学会電子情報システム部門大会,pp.311-316, TC10-3(CD-ROM), 2016.
    • Place of Presentation
      日本,兵庫県
    • Year and Date
      2016-08-31
    • Related Report
      2016 Annual Research Report
  • [Presentation] 履歴データに基づく機器操作実行タイミングのモデル化と操作予測手法の提案2016

    • Author(s)
      橋本幸二郎
    • Organizer
      情報処理学会全国大会
    • Place of Presentation
      慶應義塾大学
    • Year and Date
      2016-03-10
    • Related Report
      2015 Annual Research Report
  • [Presentation] Estimation of Human Action and its Timing based on the Human Action Model with Timing Probabilistic Distribution2015

    • Author(s)
      橋本幸二郎
    • Organizer
      Proceedings of the 41th Annual Conference of the IEEE Industrial Electronics Society
    • Place of Presentation
      Pacifico Yokohama, Yokohama, Japan
    • Year and Date
      2015-11-09
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research

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Published: 2015-08-26   Modified: 2018-03-22  

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