Abstract: A method for controlling an electric microgrid comprising an electrical energy consuming element, an electrical energy production element and an electrical energy storage element, the method comprising the steps of extracting parameter values from a source model, the extraction phase being implemented by computer, initializing parameters of a target model with parameter values extracted from the source model, so as to obtain an initialized target model, the initialization phase being implemented by computer, and optimizing, according to a target domain and a target set of tasks, of the parameters of the initialized target model, so as to obtain a target model trained for the control of a target microgrid, the optimization phase being implemented by computer.