Freeze/thaw onset detection combining SMAP and ASCAT data over Alaska: A machine learning approach

•A freeze/thaw onset detection method based on machine learning was proposed.•The active and passive microwave remote sensing data were combined for freeze/thaw onset detection.•The Random Forest-based model outperformed other freeze/thaw onset detection models.•The freeze/thaw cycle variation in Alaska was related to latitude.