CFR is propped to select the appropriate Q-factors for TQWT.

The concept of CFR is defined.

An early fault diagnosis method based on ICD and O-TQWT is developed.

The proposed method is successfully applied to extract weak features of bearings at early fault stage in two run-to-failure experiments.