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Research on traffic flow prediction based on dual-channel hybrid graph learning with trend-aware attention

Abstract Accurate traffic flow prediction is a key component of intelligent transportation systems and is crucial for improving road-network efficiency and traffic-safety management. However, existing methods still face major challenges in long-term forecasting, including insufficient spatio-tempora...

Whakaahuatanga katoa

I tiakina i:
Ngā taipitopito rārangi puna kōrero
Ngā kaituhi matua: Kechao Zhu, Linlong Chen, Danfeng Wang, Kun Fan
Hōputu: Artigo
Reo:Inglês
I whakaputaina: Nature Portfolio 2026-04-01
Rangatū:Scientific Reports
Ngā marau:
Urunga tuihono:https://doi.org/10.1038/s41598-026-48316-6
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