This paper presents a methodology for identifying a system of interacting tanks that follows a non-linear behavior as a dynamic hybrid system (DHS) based on the method for identifying non-linear systems known as bounded error approach. Having identified this tank system as a DHS, it is represented through state variables to apply a commuted state feedback control law in order to find a multiple Lyapunov function, which would allow us to guarantee the stability of the identified commuted system.