Yiik Diew Wong

Leveraging distributed acoustic sensing for large-scale expressway traffic state perception

The results show that the proposed PINN framework effectively improves the accuracy of DAS-based TSP compared to the solely data-driven baselines, and few-shot transfer learning can enhance model performance in previously unseen scenarios, demonstrating the potential of the proposed framework for adaptation to site-specific deployment conditions.