Research Article

Shafting Misalignment Malfunction Quantitative Diagnosis Based on Speed Signal SVD-HT and CSF-PPSO-ESN Method

Table 8

Three groups of verification—repeating experimental data of angular misalignment.

Standard angular misalignment (°)The misaligned malfunction diagnosis results using the CSF-PPSO-ESN method (°)The misaligned malfunction diagnosis results using the order spectrum analysis and RBF neural network (°)
Group oneGroup twoGroup threeGroup oneGroup twoGroup three

0.0010.0060.0030.0070.0140.0350.047
0.2520.2490.2510.2540.2150.2740.234
0.5010.4980.5030.5060.4880.4530.539
0.7490.7520.7510.7480.7140.7990.755
1.0001.0030.9961.0041.0480.9581.003
1.2511.2521.2481.2531.2581.2901.212
1.4991.4971.5041.4961.5081.4561.545
1.7511.7521.7471.7511.7141.7811.753
2.0001.9962.0041.9981.9622.0322.013