Wang, J. et al. 2026. Physics-informed neural network–integrated point cloud decimation and 3D mesh modeling for thermo-mechanical simulation of rail fasteners in digital twin systems. Journal of Civil Engineering and Management. 32, 3 (Apr. 2026), 309–335. DOI:https://doi.org/10.3846/jcem.2026.26522.