In this paper an alternative approach to LPCVD modelling is presented. The reactor has been broken up into a number of basic elements. A neural network has been elaborated to represent this basic element. The objective is to provide a simulation model which can be used to compute on-line the film thickness on each wafer in order to develop a controller of LPCVD reactors.