Prediction of the river flow, irradiance and wind velocity is a challenge for all the countries to improve the natural resources, the uses of the satellite and meteorological data allow to improve the statistical processing, in this research article a new methodology is proposed for the river flow forecasting in Lima, it is associated to the Transandean tunnel with the watershed of the Atlantic and Pacific ocean. with the basins of Tamboraque, Sheque and Tulumayo. Our findings are the implementation of river flow prediction with the data from 2016 to 2022 with an hourly data, the forecasting allows to obtain information from the satellite data of ambient temperature, rainfall precipitation, wind velocity and atmospheric pressure and evaluated river flows in three basins, with the MAE and RMSE metrics evaluation, it is Tamboraque (3.63 m/s and 5.55), Sheque (0.92 m/s and 1.29 m/s) and Tulumayo (5.28m/s and 11.28 m/s), these technology could be used for the hydroelectric and water supply companies.