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

Figure 8

VMD subsignals (a), their frequency spectrums (b), and envelope spectrums (c). Center pulsations for all the training data concerning unbalance and rub-impact (d).

(a)

(b)

(c)

(d)