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.