Abstract: This paper is concerned with the modelling and state estimation of an ethylene thermal cracker of a large-scale plant. The static distributed model suitable for the cracker is chosen, and the reaction temperature profile and concentration profiles along cracker tube are estimated by means of nonlinear extend Kalman filter method. It is shown that simulation results are satisfactary.