Research Article

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

Table 10

Classification comparisons of NASA database-adopted mode decomposition algorithm.

Ref.Main featuresBearing statesTraining samplesTesting samplesTest accuracy (%)

[53]Eight IMFs of EMD, energy entropy + SVMSeven2728266693
Proposedmr-tlsDMD, ApEn + BPNNThree18012098.7