Review
Open access
Sep 2026
Quantum Machine Learning for Hyperspectral Soil Nutrient Estimation in Precision Agriculture: A Review and Roadmap
Pairing QML with hyperspectral soil sensing may eventually support soil fertility assessment, variable-rate fertilization, and sustainable precision agriculture, but any such benefit must be demonstrated experimentally rather than inferred and will depend on continued progress in quantum hardware.
Dristi Datta, Dipti Biswas, U. Mahapatra et al.
· Agriculture · 0 citations