Purpose This study aims to present a lightweight digital twin for top-of-rail (TOR) friction management that relies only on physics and closed-loop control; no artificial “friction floor.” Design/methodology/approach The twin couples along-track film transport (diffusion; diurnal evaporation, curvature-weighted axle consumption, optional rain wash-off) with a monotone, saturating µ(h) map and a...