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  • 标题:Reasoning Traffic Pattern Knowledge Graph in Predicting Real-Time Traffic Congestion Propagation
  • 本地全文:下载
  • 作者:Qingyuan Ji ; Junchen Jin
  • 期刊名称:IFAC PapersOnLine
  • 印刷版ISSN:2405-8963
  • 出版年度:2020
  • 卷号:53
  • 期号:5
  • 页码:578-581
  • DOI:10.1016/j.ifacol.2021.04.145
  • 语种:English
  • 出版社:Elsevier
  • 摘要:AbstractReal-time prediction of congestion propagation is essential for urban traffic control and guidance. In this paper, a traffic pattern knowledge graph and its associated reasoning framework are proposed to approach this issue. By training a reinforcement learning-based agent to learn relation reasoning paths, it is possible to predict congestion propagation on real-time traffic data in an efficient manner.
  • 关键词:KeywordsTraffic ControlKnowledge GraphCongestion PropagationTime Series Data
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