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Multi-scale hierarchical congestion cotrol strategies based on stability properties of dya-to-day traffic flow patterns in metropolitan express networks

Research Project

Project/Area Number 18H01551
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section一般
Review Section Basic Section 22050:Civil engineering plan and transportation engineering-related
Research InstitutionTohoku University

Principal Investigator

Akamatsu Takashi  東北大学, 情報科学研究科, 教授 (90262964)

Co-Investigator(Kenkyū-buntansha) 和田 健太郎  筑波大学, システム情報系, 准教授 (20706957)
長江 剛志  東北大学, 工学研究科, 准教授 (30379482)
井上 亮  東北大学, 情報科学研究科, 准教授 (60401303)
Project Period (FY) 2018-04-01 – 2021-03-31
Project Status Completed (Fiscal Year 2020)
Budget Amount *help
¥17,030,000 (Direct Cost: ¥13,100,000、Indirect Cost: ¥3,930,000)
Fiscal Year 2020: ¥5,850,000 (Direct Cost: ¥4,500,000、Indirect Cost: ¥1,350,000)
Fiscal Year 2019: ¥5,330,000 (Direct Cost: ¥4,100,000、Indirect Cost: ¥1,230,000)
Fiscal Year 2018: ¥5,850,000 (Direct Cost: ¥4,500,000、Indirect Cost: ¥1,350,000)
Keywords交通流 / 渋滞 / MFD / 制御 / 階層的制御 / 確率制御
Outline of Final Research Achievements

This study analyses the within-day/day-to-day variability of traffic conditions based on long-term observation (traffic counter) data on the metropolitan expressway network, and reveals the day-to-day stability of 1) the spatial distributions of congestion, 2) the patterns of transition between the spatial distributions of congestion within a day, and 3) the route choice and OD demand patterns of users. Based on these stability properties, we develop dynamic traffic assignment (e.g., dynamic user equilibrium and system optimal assignment) models of network flows, and theoretically clarifies the characteristics (e.g., regularities of traffic/queuing patterns) and relationships between these models. As an application of the theory, novel hierarchical control strategies for congestion mitigation, which includes dynamic ramp control and dynamic congestion pricing, are developed.

Academic Significance and Societal Importance of the Research Achievements

本研究は,首都圏高速道路網における長期観測データを基に交通状態の within-day/day-to-day の変動特性を分析し,1)渋滞の空間的分布,2)日内の混雑状態推移パターン,3)利用者の経路および起終点選択行動パターン等の day-to-day 安定性を明らかにした.そして,その安定性を踏まえた動的なネットワーク交通流の予測・規範モデルを構築し,それらモデルの特性・関係を理論的に解明した.さらに,その理論の応用として,新たなランプ流入制御および動的な混雑課金法を開発した.この理論的成果は汎用性が高く,大都市圏高速道路網における渋滞を解消する交通制御法の基礎となると期待できる.

Report

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

    (43 results)

All 2021 2020 2019 2018 2017

All Journal Article (20 results) (of which Int'l Joint Research: 5 results,  Peer Reviewed: 14 results,  Open Access: 9 results) Presentation (23 results) (of which Int'l Joint Research: 4 results,  Invited: 2 results)

  • [Journal Article] Short-term Prediction of Local Traffic Conditions Reflecting the Relationship between Traffic Variables by Deep Learning2021

    • Author(s)
      馬場 静羽, 井上 亮
    • Journal Title

      JSTE Journal of Traffic Engineering

      Volume: 7 Issue: 2 Pages: A_110-A_118

    • DOI

      10.14954/jste.7.2_A_110

    • NAID

      130007989072

    • ISSN
      2187-2929
    • Year and Date
      2021-02-01
    • Related Report
      2020 Annual Research Report
    • Peer Reviewed
  • [Journal Article] RECENT ADVANCES IN THEORY OF DYNAMIC TRAFFIC EQUILIBRIUM ASSIGNMENTS2021

    • Author(s)
      和田健太郎
    • Journal Title

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

      Volume: 76 Issue: 5 Pages: I_21-I_39

    • DOI

      10.2208/jscejipm.76.5_I_21

    • NAID

      130008027961

    • ISSN
      2185-6540
    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] An empirical analysis of capacity drop at sag bottlenecks based on the continuum traffic flow theory2020

    • Author(s)
      和田健太郎,Xing Jian,大口敬
    • Journal Title

      SEISAN KENKYU

      Volume: 72 Issue: 2 Pages: 165-171

    • DOI

      10.11188/seisankenkyu.72.165

    • NAID

      130007827128

    • ISSN
      0037-105X, 1881-2058
    • Year and Date
      2020-03-01
    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] A STOCHASTIC EVOLUTIONARY DYNAMICS OF POTENTIAL GAMES WITH CONTINUOUS AGENTS AND AN ESTIMATION METHOD OF THEIR STATIONARY DISTRIBUTIONS2020

    • Author(s)
      NAGAE Takeshi、MIZUTANI Daijiro
    • Journal Title

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

      Volume: 76 Issue: 2 Pages: 138-155

    • DOI

      10.2208/jscejipm.76.2_138

    • NAID

      130007844778

    • ISSN
      2185-6540
    • Related Report
      2020 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A QUADRATIC PROGRAMMING APPROACH FOR SOLVING A DYNAMIC USER EQUILIBRIUM WITH SIMULTANEOUS DEPARTURE TIME AND ROUTE CHOICE2020

    • Author(s)
      長江 剛志, 赤松 隆, 清水 廉, 符 皓然
    • Journal Title

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

      Volume: 76 Issue: 3 Pages: 264-281

    • DOI

      10.2208/jscejipm.76.3_264

    • NAID

      130007906255

    • ISSN
      2185-6540
    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Markovian traffic equilibrium assignment based on Network Generalized Extreme Value model2020

    • Author(s)
      Y Oyama, Y Hara, T Akamatsu
    • Journal Title

      arXiv

      Volume: 2009.02033

    • Related Report
      2020 Annual Research Report
    • Open Access
  • [Journal Article] Dynamic traffic assignment in a corridor network: Optimum versus Equilibrium2020

    • Author(s)
      H Fu, T Akamatsu, K Satsukawa, K Wada
    • Journal Title

      arXiv

      Volume: 2102.01899

    • Related Report
      2020 Annual Research Report
    • Open Access
  • [Journal Article] Dynamic system optimal traffic assignment with atomic users: Convergence and stability2020

    • Author(s)
      K Satsukawa, K Wada, D Watling
    • Journal Title

      arXiv

      Volume: 2101.00116

    • Related Report
      2020 Annual Research Report
    • Open Access
  • [Journal Article] A new look at departure time choice equilibrium models with heterogeneous users2020

    • Author(s)
      T Akamatsu, K Wada, T Iryo, S Hayashi
    • Journal Title

      arXiv

      Volume: 2009.11037

    • Related Report
      2020 Annual Research Report
    • Open Access
  • [Journal Article] Continuum car-following model of capacity drop at sag and tunnel bottlenecks2020

    • Author(s)
      Kentaro Wada, Irene Martinez, Wen-Long Jin
    • Journal Title

      Transportation Research Part C: Emerging Technologies

      Volume: 113 Pages: 260-276

    • DOI

      10.1016/j.trc.2019.05.012

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] SHORT-TERM TRAFFIC VOLUME PREDICTION BY NEURAL NETWORK CONSIDERING CONNECTIVITY TYPES BETWEEN ROAD LINKS2019

    • Author(s)
      吉田幸司, 井上亮
    • Journal Title

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

      Volume: 75 Issue: 5 Pages: I_1059-I_1067

    • DOI

      10.2208/jscejipm.75.I_1059

    • NAID

      130007775667

    • ISSN
      2185-6540
    • Related Report
      2020 Annual Research Report 2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] STABILITY OF TRAFFIC CONGESTION PATTERNS AND MACROSCOPIC FUNDAMENTAL DIAGRAMS IN TOKYO METROPOLITAN EXPRESSWAY NETWORK2019

    • Author(s)
      酒井 高良,赤松 隆
    • Journal Title

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

      Volume: 75 Issue: 2 Pages: 97-108

    • DOI

      10.2208/jscejipm.75.97

    • NAID

      130007651668

    • ISSN
      2185-6540
    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Stochastic stability of dynamic user equilibrium in unidirectional networks: Weakly acyclic game approach2019

    • Author(s)
      Koki Satsukawa, Kentaro Wada and Takamasa Iryo
    • Journal Title

      Transportation Research Part B

      Volume: 125 Pages: 229-247

    • DOI

      10.1016/j.trb.2019.06.007

    • NAID

      120006653230

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Stochastic stability of dynamic user equilibrium in unidirectional networks: Weakly acyclic game approach2019

    • Author(s)
      Koki Satsukawa, Kentaro Wada and Takamasa Iryo
    • Journal Title

      Transportation Research Procedia: Journal of Transportation and Traffic Theory

      Volume: 38 Pages: 401-420

    • DOI

      10.1016/j.trpro.2019.05.022

    • NAID

      120006653230

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Continuum car-following model of capacity drop at sag and tunnel bottlenecks2019

    • Author(s)
      Kentaro Wada, Irene Martinez, and Wen-Long Jin
    • Journal Title

      Transportation Research Procedia: Journal of Transportation and Traffic Theory

      Volume: 38 Pages: 668-687

    • DOI

      10.1016/j.trpro.2019.05.035

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] 首都圏高速道路網における渋滞パターンと Macroscopic Fundamental Diagram の安定性2019

    • Author(s)
      酒井 高良,赤松 隆
    • Journal Title

      土木学会論文集 D3 (土木計画学)

      Volume: 75

    • NAID

      130007651668

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Network throughput under dynamic user equilibrium: Queue-spillback, paradox and traffic control2018

    • Author(s)
      Kentaro Wada, Koki Satsukawa, Mike Smith, and Takashi Akamatsu
    • Journal Title

      Transportation Research Part B

      Volume: 印刷中 Pages: 391-413

    • DOI

      10.1016/j.trb.2018.04.002

    • Related Report
      2019 Annual Research Report 2018 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] 出発時刻・経路同時選択を内生化した動的利用者均衡配分の効率的アルゴリズム2018

    • Author(s)
      河向 隆志,赤松 隆
    • Journal Title

      ITS シンポジウム 概要集

      Volume: 16

    • Related Report
      2018 Annual Research Report
  • [Journal Article] 首都圏高速道路網における渋滞パターンの時空間規則性2018

    • Author(s)
      酒井 高良,赤松 隆
    • Journal Title

      土木計画学研究・講演集

      Volume: 57

    • Related Report
      2018 Annual Research Report
  • [Journal Article] First-best dynamic assignment of commuters with endogenous heterogeneities in a corridor network2017

    • Author(s)
      Osawa Minoru、Fu Haoran、Akamatsu Takashi
    • Journal Title

      Transportation Research Part B: Methodological

      Volume: 0 Pages: 811-831

    • DOI

      10.1016/j.trb.2017.09.003

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Presentation] 多起点多終点コリドーネットワークにおける動的システム最適配分2020

    • Author(s)
      酒井高良・赤松 隆
    • Organizer
      第61回 土木計画学研究発表会
    • Related Report
      2020 Annual Research Report
  • [Presentation] 多起点多終点コリドーネットワークにおける動的利用者均衡配分2020

    • Author(s)
      酒井高良・赤松 隆
    • Organizer
      第62回 土木計画学研究発表会
    • Related Report
      2020 Annual Research Report
  • [Presentation] テンソル分解を用いた首都圏高速道路網における渋滞特性抽出2020

    • Author(s)
      馬場静羽・酒井高良・赤松 隆・井上 亮
    • Organizer
      第62回 土木計画学研究発表会
    • Related Report
      2020 Annual Research Report
  • [Presentation] 交通変数間の関係を反映した深層学習による地域の交通状態の短期的予測2020

    • Author(s)
      馬場静羽・井上 亮
    • Organizer
      第40回交通工学研究発表会
    • Related Report
      2020 Annual Research Report
  • [Presentation] クラウドソーシング配送システムにおける効率的マッチング2020

    • Author(s)
      渡邊大樹・赤松 隆
    • Organizer
      第40回交通工学研究発表会
    • Related Report
      2020 Annual Research Report
  • [Presentation] Stochastic stability in dynamic traffic congestion games2020

    • Author(s)
      和田 健太郎
    • Organizer
      一橋大学経済理論ワークショップ
    • Related Report
      2020 Annual Research Report
    • Invited
  • [Presentation] Large-scale traffic data imputation using ma- trix completion on graphs2019

    • Author(s)
      Tianyang Han, Kentaro Wada and Takashi Oguchi
    • Organizer
      The 22nd IEEE International Conference on Intelligent Transportation Systems
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 動的交通均衡配分理論の近年の進展2019

    • Author(s)
      和田健太郎
    • Organizer
      第60回 土木計画学研究発表会
    • Related Report
      2019 Annual Research Report
    • Invited
  • [Presentation] 高速道路サグ部における渋滞時捌け交通量低下現象の実証分析2019

    • Author(s)
      山田拓弥, 和田健太郎, 大口敬
    • Organizer
      第60回 土木計画学研究発表会
    • Related Report
      2019 Annual Research Report
  • [Presentation] 複数信号の系統制御問題に対する Benders 分解アプローチ2019

    • Author(s)
      佐々木勇人・長江剛志
    • Organizer
      第60回 土木計画学研究発表会
    • Related Report
      2019 Annual Research Report
  • [Presentation] 一起点多終点ネットワークにおける経路・出発時刻同時選択型の動的利用者均衡配分2019

    • Author(s)
      清水廉・長江剛志
    • Organizer
      第60回 土木計画学研究発表会
    • Related Report
      2019 Annual Research Report
  • [Presentation] Point-queue モデルを用いた多起点一終点型の動的交通配分:システム最適と利用者最適2019

    • Author(s)
      長江剛志・付芸
    • Organizer
      第60回 土木計画学研究発表会
    • Related Report
      2019 Annual Research Report
  • [Presentation] 環状ネットワークにおける動的システム最適配分2019

    • Author(s)
      酒井高良・赤松 隆
    • Organizer
      第60回 土木計画学研究発表会
    • Related Report
      2019 Annual Research Report
  • [Presentation] 首都圏高速道路網における動的 OD 分布パターンの規則性2019

    • Author(s)
      石川裕太郎・酒井高良・赤松 隆
    • Organizer
      第60回 土木計画学研究発表会
    • Related Report
      2019 Annual Research Report
  • [Presentation] 連続体交通流理論に基づく高速道路サグ部におけるCapacity Drop現象の実証分析2019

    • Author(s)
      和田健太郎, Jian Xing, 大口敬
    • Organizer
      第 17 回 ITS シンポジウム
    • Related Report
      2019 Annual Research Report
  • [Presentation] Short-term traffic volume prediction at a signalised intersection using LSTM2019

    • Author(s)
      Ryo Masuda, Ryo Inoue
    • Organizer
      GeoComputation 2019
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 経路・出発時刻の選択を内生化した動的利用者均衡配分の効率的解法2019

    • Author(s)
      河向隆志・酒井高良・赤松 隆
    • Organizer
      第59回 土木計画学研究発表会
    • Related Report
      2019 Annual Research Report
  • [Presentation] 首都圏高速道路網における経路選択パターンの規則性2019

    • Author(s)
      石川裕太郎・酒井高良・赤松 隆
    • Organizer
      第59回 土木計画学研究発表会
    • Related Report
      2019 Annual Research Report
  • [Presentation] 交通信号制御を反映した深層学習による都市内の短期交通量予測の検討2019

    • Author(s)
      増田 亮, 井上 亮
    • Organizer
      第59回 土木計画学研究発表会
    • Related Report
      2019 Annual Research Report
  • [Presentation] 出発時刻・経路同時選択を内生化した動的利用者均衡配分の効率的アルゴリズム2018

    • Author(s)
      河向 隆志,赤松 隆
    • Organizer
      第16回 ITS シンポジウム
    • Related Report
      2018 Annual Research Report
  • [Presentation] Spatio-temporal Regularities of Traffic Congestion Patterns in the Metropolitan Expressway Network2018

    • Author(s)
      Takara Sakai and Takashi Akamatsu
    • Organizer
      The 5th CWRU-Tohoku Joint Workshop
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 首都圏高速道路網における渋滞パターンの時空間規則性2018

    • Author(s)
      酒井 高良,赤松 隆
    • Organizer
      第57回 土木計画学研究発表会
    • Related Report
      2018 Annual Research Report
  • [Presentation] Dynamic Traffic Assignment in a Corridor Network: Optimum vs. Equilibrium2018

    • Author(s)
      Haoran Fu and Takashi Akamatsu
    • Organizer
      The 7th International Symposium on Dynamic Traffic Assignment
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research

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

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