How to select the saturation coefficient of a neuron I/O function in BP neural net-works is discussed and the relations among the fault toleration ability, the generation capabilityand the contraction speed of BP neural networks are studied. A method to reasonably selectthe saturation coefficient is suggested. The result of analysis and simulation study shows thatthis method is helpful to solve the complicated pattern recognition problems while using BPneural networks in machinery fault diagnosis.