A new PEC feature (PSD of the IMFs) is investigated.
The PSD distributions from EMD and EEMD transform are analyzed.
The classifiers including PCA-LDA and PCA-Bayes are employed for defect classification.
The multi-resolution IMFs provide an alternative to acquire more classifying features.