For achieving high performance of speech and speaker recognition,the spectrum in linear frequency domain is need to be transferred to another non-linear frequency spectrum.This paper analyzes the speaker identification performance of three typical non-linear spectrum transform, Mel-frequency spectrum,Bark-frequency spectrum and ERB-frequency spectrum.By these transform, cesptrum parameters are extracted and then speaker identification performance are evaluated with same baseline test data an condition.Exper...