Research Article

A Fault Diagnosis Method for One-Dimensional Vibration Signal Based on Multiresolution tlsDMD and Approximate Entropy

Table 11

Classification comparisons of the gear database (brake load: 10 N/m).

Ref.Main featuresBearing statesTraining samplesTesting samplesAccuracy (%)
TrainTest

[75]TNNCPD, MSPE + BPNNFour514100100
[75]WT, MSPE + BPNNFour5149076.8
Proposedmr-tlsDMD, ApEn + BPNNFour10910097.5