1. A system for performing a cyclostationary noise equalization procedure in a speech recognition device, comprising: a characterization module configured to convert original cyclostationary noise data from an operating environment of said speech recognition device into target stationary noise data by performing a cyclostationary noise characterization process; and a conversion module coupled to said characterization module for converting an original training database into a modified training database by incorporating said target stationary noise data into said original training database, said modified training database then being utilized to train a recognizer from said speech recognition device.