Casing Vibration Fault Diagnosis Based on Variational Mode Decomposition, Local Linear Embedding, and Support Vector Machine

Table 1

Amplitude parameter formulas.

Peak-to-peak value
Variance
Standard deviation
Root-mean-square
Square-mean-root
Mean amplitude
Skewness
Kurtosis
Waveform factor
Crest factor
Impulse factor
Margin factor