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Construction of decision-making scheme among drivers using dynamics model

Research Project

Project/Area Number 18K18103
Research Category

Grant-in-Aid for Early-Career Scientists

Allocation TypeMulti-year Fund
Review Section Basic Section 61030:Intelligent informatics-related
Research InstitutionNagoya University

Principal Investigator

Yamaguchi Takuma  名古屋大学, 工学研究科, 特任助教 (30745964)

Project Period (FY) 2018-04-01 – 2021-03-31
Project Status Completed (Fiscal Year 2020)
Budget Amount *help
¥3,770,000 (Direct Cost: ¥2,900,000、Indirect Cost: ¥870,000)
Fiscal Year 2020: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2019: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2018: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Keywords意思決定 / インタラクション / ハイブリッドダイナミカルシステム / 運転知能 / 運転行動解析 / すれ違い運転 / PWARXモデル / 運転行動 / ドライバ間インタラクション / ゲーム理論 / ドライバモデル
Outline of Final Research Achievements

This work targeted passing driving behavior around a parked car, and it was modeled and analyzed with the PWARX (PieceWise Autoregressive eXogenous) model, which is one of the hybrid dynamical systems.This target task involves a making decision, whether a driver gives way to an oncoming car or not.Besides, the decision needs to make taking into account other traffic participants, and this task is an interactive one.To achieve the goal, the driving behavior was modeled and analyzed with the PWARX model, and the model expressed the continuous driving behaviors and discrete decisions.This model can predicted the driving velocity with only 15% error.

Academic Significance and Societal Importance of the Research Achievements

車の運転は他の交通参加者を考慮してスムーズかつ安全に走行しなければならない.そのため,他の交通参加者がどう動くか,どのように判断するか考慮しながら行動する必要がある.運転支援や自動運転を実現するためには,このようなインタラクティブな運転行動をモデル化する必要があるため,判断と操作を同時に表現可能なPWARXモデルという手法を用いてモデル化を行った.

Report

(4 results)
  • 2020 Annual Research Report   Final Research Report ( PDF )
  • 2019 Research-status Report
  • 2018 Research-status Report
  • Research Products

    (3 results)

All 2020

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

  • [Journal Article] Modeling and Analysis of Interactive Driving Behavior Based on Piecewise ARX Model2020

    • Author(s)
      YAMAGUCHI Takuma、OKUDA Hiroyuki、SUZUKI Tatsuya
    • Journal Title

      Journal of Japan Society for Fuzzy Theory and Intelligent Informatics

      Volume: 32 Issue: 3 Pages: 713-721

    • DOI

      10.3156/jsoft.32.3_713

    • NAID

      130007855088

    • ISSN
      1347-7986, 1881-7203
    • Year and Date
      2020-06-15
    • Related Report
      2020 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Realization and Evaluation of an Instructor-Like Assistance System for Collision Avoidance2020

    • Author(s)
      Keji Chen, Takuma Yamaguchi, Hiroyuki Okuda,Tatsuya Suzuki, Xuexun Guo
    • Journal Title

      IEEE Transactions on Intelligent Transportation Systems

      Volume: 0 Issue: 5 Pages: 1-10

    • DOI

      10.1109/tits.2020.2974495

    • Related Report
      2019 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Presentation] モデル予測制御を用いた制約充足的アプローチに基づく車両制御手法の提案及び検証2020

    • Author(s)
      金田 直輝 , 山口 拓真 , 奥田 裕之, 鈴木 達也
    • Organizer
      計測自動制御学会 システム情報部門 学術講演会
    • Related Report
      2020 Annual Research Report

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Published: 2018-04-23   Modified: 2022-01-27  

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