Abstract: The fault mechanism of motorcycle engine and the characteristic of fault signal were analyzed. The approaches of short time Fourier transform and continuous wavelet transform were used to deal with the motor noise. Results showed that both approaches could recognize the signal caused by cylinder faults from the motor noise. The approach of continuous wavelet transform is better than that of short time Fourier transform because it runs faster and needs less memory.