Abstract: Utilizing the FFT and wavelet methods to analyze the original crack AE(Acoustic Emission) signal during aircraft fatigue testing, but the results were not ideal. Then, the neural network pattern recognition method was hence applied, and the crack AE waveform was extracted. The experiment put forward a reference to AE signal pattern recognition under strong background noise as fatigue testing.