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The study aims to find the most appropriate training function for three types of neural networks, MLP, RNN and Elman Neural Network from which we have chosen seven types of training functions. Levenberg-Marquardt algorithm has shown good results. The study also showed that Elman Neural Network has a good result for the short-term forecast for the Tetouan region, in a particular case.doi:10.25103/jestr.131.09 fatcat:otba3fkdibgu7epd3n3fwluxma