A deep learning approach for enhanced real-time prediction of winter road surface temperatures in high-altitude mountain areas

• Main Authors: Zhang, Meng, Guo, Hua, Li, Jing-Yang, Li, Li, Zhu, Feng
• Other Authors: School of Civil and Environmental Engineering
• Format: Article
• Language: English
• Published: 2025
• Subjects: Engineering; Intelligent transportation system; Road surface temperature prediction
• Online Access: https://hdl.handle.net/10356/182118
• Institution: Nanyang Technological University

Low temperatures and icing in winter are significant factors that severely affect highway safety and traffic mobility. To enhance the precision and reliability of real-time winter road surface temperature (RST) prediction, a short-term prediction model is developed that harnesses both feature select...