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penman-monteith

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

  • Updated Jan 10, 2024
  • Python

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.

  • Updated Aug 2, 2026
  • Python

Comparative study of empirical and semi-empirical methods for reference evapotranspiration (ETo) estimation in Brazilian tropical climates. Reproducible Python pipeline with analysis of Piracicaba (SP) and Manaus (AM) using Penman-Monteith as reference.

  • Updated Aug 24, 2026
  • Jupyter Notebook

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