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Estimation of Origin-Destination Matrix Using Partial Vehicle Trajectories

Research Project

Project/Area Number 15K12153
Research Category

Grant-in-Aid for Challenging Exploratory Research

Allocation TypeMulti-year Fund
Research Field Web informatics, Service informatics
Research InstitutionOsaka University

Principal Investigator

Hiromori Akihito  大阪大学, 経営企画オフィス, 准教授 (90506544)

Project Period (FY) 2015-04-01 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥3,510,000 (Direct Cost: ¥2,700,000、Indirect Cost: ¥810,000)
Fiscal Year 2017: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2016: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2015: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Keywords高度交通システム / 交通シミュレーション
Outline of Final Research Achievements

We propose a method not only to estimate OD matrix in short intervals but also identify why traffic congestion is caused. This method takes two steps to derive OD matrix; (1) estimates link traffic on each link in short intervals based on trajectory information obtained by floating cars with traffic signal timings, (2) estimates OD matrix based on the estimated link traffic and OD pairs from floating cars in a target area. In addition, we also take three approaches to identify influence of snowfall; (i) estimate of the relationship between weather conditions and vehicle speed using multiple regression analysis, (ii) predicts of the OD travel time distribution using multiple regression model and (iii) apply micro traffic stimulation considering reduction of road width. Based on these models, we also investigate how the traffic flow and driving stress vary with autonomous vehicles by microscopic traffic simulation since all vehicles will never be replaced by autonomous vehicles at once.

Report

(4 results)
  • 2017 Annual Research Report   Final Research Report ( PDF )
  • 2016 Research-status Report
  • 2015 Research-status Report
  • Research Products

    (8 results)

All 2018 2017 2016 2015

All Journal Article (2 results) (of which Peer Reviewed: 2 results) Presentation (6 results)

  • [Journal Article] Vehicle Proximity Awareness by Inter-Vehicle Communication for Surface Mine Operation Safety2017

    • Author(s)
      Yusuke Nishimura, Tatsuaki Osafune, Seiya Kato, Akihito Hiromori, Hirozumi Yamaguchi, Teruo Higashino
    • Journal Title

      2017 IEEE 85th Vehicular Technology Conference (VTC Spring)

      Pages: 1-7

    • DOI

      10.1109/vtcspring.2017.8108449

    • NAID

      170000131155

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Prediction of Deceleration Amount of Vehicle Speed in Snowy Urban Roads using Weather Information and Traffic Data2015

    • Author(s)
      Ryosuke Tanimura, Akihito Hiromori, Takaaki Umedu, Hirozumi Yamaguchi, Teruo Higashino
    • Journal Title

      Proceedings of 2015 IEEE 18th International Conference on Intelligent Transportation Systems (ITSC 2015)

      Volume: - Pages: 2268-2273

    • DOI

      10.1109/itsc.2015.366

    • Related Report
      2015 Research-status Report
    • Peer Reviewed
  • [Presentation] 従来車と調和する自動運転車の運転挙動モデル2018

    • Author(s)
      西村 友佑,藤田 敦,廣森 聡仁,山口 弘純,東野 輝夫,諏訪 晃,浦山 博史,竹嶋 進,高井 峰生
    • Organizer
      情報処理学会 研究報告マルチメディア通信と分散処理
    • Related Report
      2017 Annual Research Report
  • [Presentation] 網羅的交通シミュレーションに基づく都市道路における堆雪状況推定手法2017

    • Author(s)
      谷村 亮介, 廣森 聡仁, 梅津 高朗, 山口 弘純, 東野 輝夫
    • Organizer
      情報処理学会第68回 高度交通システムとスマートコミュニティ研究会
    • Place of Presentation
      公立はこだて未来大学
    • Year and Date
      2017-02-28
    • Related Report
      2016 Research-status Report
  • [Presentation] 気象状況とプローブカーデータの解析に基づく積雪都市におけるOD旅行時間分布の予測手法2016

    • Author(s)
      谷村 亮介, 廣森 聡仁, 梅津 高朗, 山口 弘純, 東野 輝夫
    • Organizer
      マルチメディア,分散,協調とモバイル(DICOMO2016)シンポジウム
    • Place of Presentation
      鳥羽シーサイドホテル
    • Year and Date
      2016-07-06
    • Related Report
      2016 Research-status Report
  • [Presentation] 一部の車両軌跡情報および信号パラメータを用いたOD交通量の推定手法2016

    • Author(s)
      丹下 智之,廣森 聡仁,梅津 高朗,山口 弘純,東野 輝夫
    • Organizer
      情報処理学会 第64回 高度交通システムとスマートコミュニティ研究会
    • Place of Presentation
      石川県金沢市
    • Year and Date
      2016-03-07
    • Related Report
      2015 Research-status Report
  • [Presentation] 車両プローブ情報及び上流の信号パラメータに基づく信号待ち車列長推定手法の提案2015

    • Author(s)
      丹下 智之,廣森 聡仁,梅津 高朗,山口 弘純,東野 輝夫
    • Organizer
      2015年度 情報処理学会関西支部 支部大会
    • Place of Presentation
      大阪府大阪市
    • Year and Date
      2015-09-28
    • Related Report
      2015 Research-status Report
  • [Presentation] 気象および交通データ解析に基づく積雪期における交通速度低下の推定手法2015

    • Author(s)
      谷村 亮介,梅津 高朗,廣森 聡仁,山口 弘純,東野 輝夫
    • Organizer
      情報処理学会 第163回 マルチメディア通信と分散処理研究会
    • Place of Presentation
      沖縄県宮古島市
    • Year and Date
      2015-05-28
    • Related Report
      2015 Research-status Report

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Published: 2015-04-16   Modified: 2019-03-29  

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