A Hybrid-Convolution Spatial–Temporal Recurrent Network For Traffic Flow Prediction

• Published in: Computer journal Vol. 67; no. 1; pp. 236 - 252
• Main Authors: Zhang, Xu, Wen, Shunjie, Yan, Liang, Feng, Jiangfan, Xia, Ying
• Format: Journal Article
• Language: English
• Published: Oxford University Press 17.01.2024
• Subjects: spatial–temporal analysis; LSTM; hybrid-convolution; traffic flow prediction; attention mechanism

Accurate traffic flow prediction is valuable for satisfying citizens’ travel needs and alleviating urban traffic pressure. However, it is highly challenging due to the complexity of the urban geospatial structure and the highly nonlinear temporal and spatial dependence on human mobility. Most existi...