Research Article

Identification of Vibration Signal for Residual Pressure Utilization Hydraulic Unit Using MRFO-BP Neural Network

Table 9

Identification rates of three units based on four kinds of neural networks (comparative experiment).

Measuring point positionGenerator (%)Inlet (%)Middle of the spiral casing (%)Tail of the spiral casing (%)Outlet (%)

MRFO-BP identification rate85.72298.50096.83395.77898.611
PSO-BP identification rate77.61194.00093.27892.94492.056
BA-BP identification rate81.94494.66793.50092.27894.500
BP identification rate69.50089.77888.55690.44490.722