3 papers
cs.LG2026
Intercomparison of Machine Learning Algorithms for Remote Sensing-based In-season Crop Mapping
August Posch, Jitendra Kumar, Forrest M. Hoffman +1
In-season crop type mapping is critical for food security in the face of increasingly extreme climate-related threats to crops. Currently, the USDA Cropland Data Layer provides cro…
cs.LG2025
Variational Autoencoders-based Detection of Extremes in Plant Productivity in an Earth System Model
Bharat Sharma, Jitendra Kumar
Climate anomalies significantly impact terrestrial carbon cycle dynamics, necessitating robust methods for detecting and analyzing anomalous behavior in plant productivity. This st…
physics.ao-ph2025
Land Cover Changes Cause Increased Losses during Photosynthetic Extremes
Bharat Sharma, Jitendra Kumar, Nathan Collier +2
Human-induced carbon dioxide (CO2) emissions, primarily from fossil fuel combustion and changes in land use and land cover (LULCC), are a key contributor to climate change. As the…