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A study on a new analytical method for intelligent transport systems

Research Project

Project/Area Number 17H03323
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section一般
Research Field Civil engineering project/Traffic engineering
Research InstitutionGifu University

Principal Investigator

MIYAGI TOSHIHIKO  岐阜大学, 工学部, 特任教授 (20092968)

Co-Investigator(Kenkyū-buntansha) 倉内 文孝  岐阜大学, 工学部, 教授 (10263104)
應 江黔  岐阜大学, 地域科学部, 教授 (30242738)
高木 朗義  岐阜大学, 工学部, 教授 (30322134)
杉浦 聡志  北海道大学, 工学研究院, 准教授 (30648051)
Project Period (FY) 2017-04-01 – 2020-03-31
Project Status Completed (Fiscal Year 2020)
Budget Amount *help
¥13,650,000 (Direct Cost: ¥10,500,000、Indirect Cost: ¥3,150,000)
Fiscal Year 2019: ¥2,470,000 (Direct Cost: ¥1,900,000、Indirect Cost: ¥570,000)
Fiscal Year 2018: ¥2,600,000 (Direct Cost: ¥2,000,000、Indirect Cost: ¥600,000)
Fiscal Year 2017: ¥8,580,000 (Direct Cost: ¥6,600,000、Indirect Cost: ¥1,980,000)
Keywords経路選択行動 / ゲーム理論 / 動的交通量配分 / 交通流特性 / 強化学習 / 深層学習 / 自動走行支援システム / 便益計測 / 交通流シミュレーション / 交通計画 / 交通工学
Outline of Final Research Achievements

The purpose of this research is to propose a new method for analyzing road traffic networks based on the premise of a society in which Level 3 automated driving support systems are realized. In particular, in an uncertain and dynamically changing environment, each vehicle is regarded as an agent that uses traffic information to learn the external environment and act efficiently in there. Their behavior can be described using congestion game theory, reinforcement learning, and stochastic approximation theory. The traffic network simulation method proposed in this research is based on these theories,  and is a multi-agent model with applicability to practical-scale networks. We propose the use of deep learning to address practical issues such as estimates of the traffic conditions and estimation of structural model parameters.

Academic Significance and Societal Importance of the Research Achievements

本研究のアプローチは、従来の長期的、静学的視点での交通計画の立案のためではなく、短期的、動的に変化する環境での需要マネージメントを前提にした交通管理計画を想定している。こうした状況下では、ベストな状態を達成する最善行動ではなく、前よりもよい状態を移行する最良行動を決定する分析枠組みが必要になる。本研究は、この目標を達成するための理論的枠組みと分析手法を提案している。

Report

(4 results)
  • 2020 Final Research Report ( PDF )
  • 2019 Annual Research Report
  • 2018 Annual Research Report
  • 2017 Annual Research Report
  • Research Products

    (18 results)

All 2021 2020 2019 2018 2017

All Journal Article (8 results) (of which Int'l Joint Research: 5 results,  Peer Reviewed: 8 results,  Open Access: 7 results) Presentation (10 results) (of which Int'l Joint Research: 5 results)

  • [Journal Article] Investigation of Changes in Passenger Behavior Using Longitudinal Smart Card Data2021

    • Author(s)
      Kaewkluengklom, R., Kurauchi, F. and Iwamoto, T.
    • Journal Title

      International Journal of Inteligent Transportation Systems Research

      Volume: 19 Issue: 1 Pages: 155-166

    • DOI

      10.1007/s13177-020-00232-3

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Estimation of Transfer Time Distribution Parameters with Automatic Fare Collection Data: Stochastic Frontier Model2021

    • Author(s)
      Wahaballa, A.M., Kurauchi, F., Schmocker, J.-D. and Iwamoto, T.
    • Journal Title

      Journal of Transportation Engineering, A: Systems

      Volume: 147(7) Issue: 7

    • DOI

      10.1061/jtepbs.0000536

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] 大規模修繕・更新に伴う規制スケジュール計画最適化のためのネットワークデザイン問題2020

    • Author(s)
      三輪三太,杉浦聡志
    • Journal Title

      土木学会論文集D3

      Volume: 76(5)

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Adaptive Learning Algorithms for Simulation-Based Dynamic Traffic User Equilibrium2018

    • Author(s)
      Peque, G, Miyagi, T. and Kurauchi, F.
    • Journal Title

      International Journal of Intelligent Transportation Systems Research

      Volume: 16 Issue: 3 Pages: 215-226

    • DOI

      10.1007/s13177-017-0150-6

    • Related Report
      2018 Annual Research Report 2017 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Quantification of the Hysteresis of Macroscopic Fundamental Diagrams and its Relationship with the Congestion Heterogeneity and Performance of a Multimodal Network2018

    • Author(s)
      Hemdan, S., Wahaballa, AM and Kurauchi, F.
    • Journal Title

      Journal of Transportation Technologies

      Volume: 8 Issue: 01 Pages: 44-64

    • DOI

      10.4236/jtts.2018.81003

    • Related Report
      2018 Annual Research Report 2017 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Determinants of Travel Choice Behaviour with Travel-Time Variability in the Presence of Real-Time Information2018

    • Author(s)
      Kurauchi, F., Wahaballa, A.M., Othman, A.M., Uno, N. and Takagi, A.
    • Journal Title

      International Journal of Intelligent Transportation Systems Research

      Volume: 16 Issue: 1 Pages: 1-13

    • DOI

      10.1007/s13177-018-0157-7

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] DESIGN METHOD OF EMERGENCY LINKS AND REINFORCEMENT SECTIONS TO SECURE CONNECTIVITY AMONG DISASTER PREVENTION BASES2018

    • Author(s)
      杉浦聡志,倉内文孝,高木朗義
    • Journal Title

      Journal of Japan Society of Civil Engineers, Ser. D3 (Infrastructure Planning and Management)

      Volume: 74 Issue: 5 Pages: I_285-I_292

    • DOI

      10.2208/jscejipm.74.I_285

    • NAID

      130007555544

    • ISSN
      2185-6540
    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] A STUDY ON EVALUATION CRITERIA IN NETWORK DESIGN PROBLEM FOR ROAD SHRINKING2018

    • Author(s)
      杉浦聡志,御村まゆ,高木朗義
    • Journal Title

      Journal of Japan Society of Civil Engineers, Ser. D3 (Infrastructure Planning and Management)

      Volume: 74 Issue: 5 Pages: I_269-I_276

    • DOI

      10.2208/jscejipm.74.I_269

    • NAID

      130007556229

    • ISSN
      2185-6540
    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access
  • [Presentation] 深層学習による高速道路の渋滞ナウキャストに関する研究2021

    • Author(s)
      杜然,倉内文孝
    • Organizer
      令和2年度土木学会中部支部研究発表会
    • Related Report
      2019 Annual Research Report
  • [Presentation] A New Framework for Dynamic Traffic Assignment2020

    • Author(s)
      YING, Jiang Qian
    • Organizer
      岐阜大学地域科学部研究報告,vol.46,pp.55-62
    • Related Report
      2019 Annual Research Report
  • [Presentation] マルチレイヤネットワーク を用 い た社会ダイナミクスモデルのシミュレーション2020

    • Author(s)
      長尾将吾,杉木直,倉内文孝,松尾幸二郎
    • Organizer
      土木計画学研究・講演集,Vol.62
    • Related Report
      2019 Annual Research Report
  • [Presentation] 自動運転車の普及が将来の都市構造へ与える影響の定量的分析:立地均衡モデルの適用2019

    • Author(s)
      杉本達哉,杉浦聡志,髙木朗義
    • Organizer
      土木計画学研究・講演, Vol.60
    • Related Report
      2019 Annual Research Report
  • [Presentation] Isolation Vulnerability Evaluation of Disaster Prevention Base on Road Network Based on Minimum (+A) Cut2019

    • Author(s)
      Sugiura, S., Nakashima, M., and F, Kurauchi
    • Organizer
      The 24th International Conference of Hong Kong Society for Transportation Studies
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Computational Urban Economics - Optimization Techniques2018

    • Author(s)
      Jiang Qian Ying (應江黔)
    • Organizer
      The Fourth International Workshop on Integrated Land Use Transport Modeling, Beijing, China
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] An asymptotic best response model for finding Nash equilibria in transportation network2018

    • Author(s)
      Miyagi,T., Peque, G. and Kurauchi, F.
    • Organizer
      15th Summer Institute of the PRSCO
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Effects of traffic information on drivers’ day-to-day route choices2018

    • Author(s)
      Peque, G., Miyagi, T. and Kurauchi, F.
    • Organizer
      7th International Symposium on Dynamic Traffic Assignment
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Effects of travel-information update cycle in simulation-based traffic assignment2018

    • Author(s)
      Peque, G., Miyagi, T. and Kurauchi, F.
    • Organizer
      24th International Conference on Urban Transportation and the Environment
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 離散的利用者均衡を求めるための漸近的最適応答アルゴリズム2017

    • Author(s)
      宮城俊彦
    • Organizer
      土木計画学研究・講演集
    • Related Report
      2017 Annual Research Report

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Published: 2017-04-28   Modified: 2022-01-27  

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