A novel algorithm of neural network structure optimization is described in this paper. The capabilities of the algorithm are demonstrated by application in steady-state process
dynamic process and industrial process. The recognized results of neural network structure show that the optimal neural network can be widely used for modelling and simulation of chemical processes.