For inferring sugarcane https://essd.copernicus.org/articles/16/4931/2024/ they use # months of tall height crops and the crop being grown for up to four consecutive years. Only output data available, code not available I think.
But if these do work then the identification problem is solved for two of most water guzzling crops.
Adi
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Aaditeshwar Seth Microsoft Chair Professor, Computer Science and Engineering, IIT Delhi