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Development of Traffic Diagnosis Model to Support Traffic Control System applying Artificial Intelligence Model

Research Project

Project/Area Number 23760494
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Civil engineering project/Traffic engineering
Research InstitutionNihon University

Principal Investigator

NISHIUCHI Hiroaki  日本大学, 理工学部, 助教 (40548096)

Project Period (FY) 2011 – 2013
Project Status Completed (Fiscal Year 2013)
Budget Amount *help
¥4,160,000 (Direct Cost: ¥3,200,000、Indirect Cost: ¥960,000)
Fiscal Year 2012: ¥1,820,000 (Direct Cost: ¥1,400,000、Indirect Cost: ¥420,000)
Fiscal Year 2011: ¥2,340,000 (Direct Cost: ¥1,800,000、Indirect Cost: ¥540,000)
Keywords交通工学 / 交通管制 / ベイジアンネットワーク / 車両感知器データ / 交通事故 / 国際研究者交流(香港(予定))
Research Abstract

This research investigates to apply Bayesian Network technique to develop Traffic Diagnosis Model which detect traffic congestion caused by incidents on Tokyo Metropolitan Expressway. Especially this research focused to detect traffic congestion caused by traffic accident using traffic detector data with learning past data to estimate conditional probability distributions of occurrence the situation by traffic accident at Yoyogi entrance section on route No. 4 of Tokyo Metropolitan Expressway. The hit ratio of detection of traffic congestion by traffic accident was around 40% which is almost same level of accuracy compared with existing research, but the analysis shows the requirements to improve accuracy of proposed model compared with existing study. And it is also recommended to consider traffic condition of whole of expressway network.

Report

(3 results)
  • 2013 Final Research Report ( PDF )
  • 2012 Annual Research Report
  • 2011 Research-status Report
  • Research Products

    (4 results)

All 2013

All Presentation (4 results)

  • [Presentation] 都市内高速道路における交通現象診断モデル構築のための基礎的検討2013

    • Author(s)
      西内裕晶,割田博
    • Organizer
      (社)土木学会第40回関東支部技術研究発表会
    • Related Report
      2013 Final Research Report
  • [Presentation] 都市内高速道路における交通現象診断モデル構築のための基礎的検討2013

    • Author(s)
      西内裕晶,割田博
    • Organizer
      (社)土木学会第47回土木計画学研究発表会
    • Related Report
      2013 Final Research Report
  • [Presentation] 都市内高速道路における交通現象診断モデル構築のための基礎的検討2013

    • Author(s)
      西内裕晶
    • Organizer
      第40回関東支部技術研究発表会
    • Place of Presentation
      宇都宮大学
    • Related Report
      2012 Annual Research Report
  • [Presentation] 都市内高速道路における交通現象診断モデル構築のための基礎的検討2013

    • Author(s)
      西内裕晶
    • Organizer
      第 47 回土木計画学研究発表会
    • Place of Presentation
      広島工業大学
    • Related Report
      2012 Annual Research Report

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Published: 2011-08-05   Modified: 2019-07-29  

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