Multi-Task Learning-Based Traffic Flow Prediction Through Highway Toll Stations During Holidays

Multi-Task Learning-Based Traffic Flow Prediction Through Highway Toll Stations During Holidays

Accurate traffic flow prediction is essential for highway operations, especially during holidays when surging traffic poses significant challenges. This study focuses on holiday traffic and introduces a spatiotemporal cross-attention network (ST-Cross-Attn) that combines a bidirectional convolutiona...

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Bibliographic Details
Main Authors: Xiaowei Liu, Yunfan Zhang, Zhongyi Han, Hao Qiu, Shuxin Zhang, Jinlei Zhang
Format: Article
Language:English
Published: MDPI AG 2025-07-01
Series:Technologies
Subjects:
highway traffic flow prediction
multi-task learning
spatial–temporal features modeling
Online Access:https://www.mdpi.com/2227-7080/13/7/287
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