Traffic Safety Oriented Multi-Intersection Flow Prediction Based on Transformer and CNN

Intelligent traffic signal control is one of the important means to ensure traffic safety. Effective signal control can make traffic flow fast and smooth, which first needs current and future traffic information. As the control of one intersection may affect adjacent intersections, this paper propos...

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Veröffentlicht in:	Security and communication networks 2023, Vol.2023, p.1-13
Hauptverfasser:	Fu, Tingting, Yu, Qianwen, Lao, Haksrun, Liu, Peng, Wan, Shaohua
Format:	Artikel
Sprache:	eng
Schlagworte:	Artificial neural networks Deep learning Efficiency Feature extraction Flow characteristics Flow distribution Machine learning Research methodology Roads & highways Time dependence Time series Traffic accidents & safety Traffic congestion Traffic control Traffic flow Traffic information Traffic intersections Traffic safety Traffic signals Traffic volume Transformers Vehicles Windows (intervals)
Online-Zugang:	Volltext
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