eto

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sherzodr / penmon

Implements weather station class in Python that calculates ETo (reference crop's evapotranspiration) based on UN-FAO Irrigation and Drainage Paper 56

agriculture crop water-resources climate-data hydrology irrigation eto weather-station atmospheric-science science-research agriculture-research fao irrigation-design irrigation-data irrigation-forecast penman-monteith water-demand reference-crop saturation-vapour-pressure

Updated Jan 10, 2024
Python

GreenSmart-DSS / physics-informed-eto

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Comparing LightGBM, a vanilla neural net, and a Physics-Informed NN for ETo estimation. The PINN embeds FAO-56 physics in its loss; reproducible synthetic data show physics helps most when measurements are scarce or noisy. Ready-to-run code.

machine-learning evapotranspiration pytorch lightgbm eto precision-agriculture pinn scientific-machine-learning environmental-modeling penman-monteith physics-informed-neural-networks fao56

Updated Aug 2, 2026
Python

GreenSmart-DSS / ETo_LinearRegression_Baseline

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A research-grade framework for exhaustive evaluation of meteorological variables in reference evapotranspiration (ETo) estimation using linear regression.

machine-learning evapotranspiration linear-regression climate-data irrigation eto water-management hydrological-modeling smart-agriculture agricultural-ai