most citedA Dynamic Temporal Self-attention Graph Convolutional Network for Traffic Prediction

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cs.SD2025

Adaptive Vehicle Speed Classification via BMCNN with Reinforcement Learning-Enhanced Acoustic Processing

Yuli Zhang, Pengfei Fan, Ruiyuan Jiang +3

Traffic congestion remains a pressing urban challenge, requiring intelligent transportation systems for real-time management. We present a hybrid framework that combines deep learn…

cs.SD2025

Integrating Vehicle Acoustic Data for Enhanced Urban Traffic Management: A Study on Speed Classification in Suzhou

Pengfei Fan, Yuli Zhang, Xinheng Wang +4

This study presents and publicly releases the Suzhou Urban Road Acoustic Dataset (SZUR-Acoustic Dataset), which is accompanied by comprehensive data-acquisition protocols and annot…