Abstract: In this study, we show the interest of multiple model modelling approach to apprehend nonlinear behaviors of physical systems. From experimental data, we develop a model of simple structure which can be exploited in many Fields such as control, diagnosis or for the design of observers. An application on a turbojet plane is presented.