Open-air grape classification and its application in parcel-level risk assessment of late frost in the eastern Helan Mountains

•A time series matching channel algorithm of sample augmentation was proposed.•The random forest was used to classify open-air grape parcels.•A risk assessment method of parcel-level late frost for open-air grape was proposed.•The proposed method can be used for agriculture monitoring applications.