De-noising of speech signal polluted by background noise, which is of great practical significance for effective transmission and accurate recognition of sound, is important. Local characteristic-scale decomposition is introduced, and it can divide the speech into lowand high-frequency parts without a loss in useful speech. The algorithm accelerates the speed of convergence, as well as pretreat...