The paper studies how to use RBF neural network which can approximate any nonl-inear functions quickly and has good characteristics of the classification ability for multi-elevator operating system failure prediction, and proposed failure prediction method. The simulation results show that the method is feasible and can be widely used in multi-elevator failure prediction.