important subjects in the nonlinear and non-stationary signal processing. The main objective
of this paper is to modify Hilbert-Huang transform using the advantages of nonlinear entropy-
based features in the time and frequency domain to reduce the noise effects. In addition,
using appropriate entropy-based features will result in restriction the information redundancy
and overcoming the need for dimension reduction, for the fault detection of a ball bearing …