The conclusion is that NN based on PSO has better training performance, faster convergence rate, minimum iterations, higher accuracy and an good identification probability of diagnosis.

• 结论是基于粒子群优化算法神经网络具有较好训练性能，收敛速度快，迭代步数少，诊断精度高，具有良好的故障识别率。