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In fact electric mobility becomes in different fields of research an important matter, realistic models of electric vehicles (EV) become more significant. There are just small amount of EVs existing and produced compared to conventional vehicles. The existing types of EVs are differing significant in concept and technology so that their physical models for mobility simulations and their electrical model for grid simulations have to be created accurately. EV models which reflect the energy consumption while driving and the characteristics for charging and discharging of EVs are required for a mobile storage management. For this reason an EV fleet consisting of different types of EVs was equipped with measurement devices and information and communication technique (ICT) to collect and evaluate data of the potential mobile storages. Based on this research, procedures for an automatism to construct mathematical models of the EVs out of the measured data are developed and presented in this paper.