As a result, this approach simplifies the WNN structure and speeds its convergence process so as to enhance the WNN capability of Fault Detection and Isolation ( FBI) .

• 该方法既提高了小波包神经网络的故障识别性能；又简化了决策网络结构；提高了收敛速度.