We deploy four neural networks to forecast short-term ETo in near future.

ETo is forecasted using restricted messages from public weather forecast.

Tmax and solar radiation are quite good ETo forecast predictors.

Multilayer Perceptron network is found to be a powerful ETo forecasting tool.

These results appeared useful for districts to anticipate their irrigation plan.