An improved RBFN algorithm is proposed.Its training algorithm includes K-mean cluster algorithm and improved recursive method with discounted measurements.The former is used in on-line leaming network centers

and the latter is used to adjust netword weights.Simulation results about estimating the catalyst activity in an industrial fixed-bed reactor show that the training algorithm provides simple structure

good track performance

fast learning speed.