Moisture content of subgrade materials is an essential factor affecting frost heave deformation of high-speed railway subgrade in a seasonally frozen region. Modeling and predicting moisture transport play an important role in analyzing the subgrade thermal and hydraulic conditions in cold regions. In this study. a long short-term memory (LSTM) model was proposed based on subgrade mat... https://www.hindirochakkahaniya.com/