Based on multiresolution analysis method,an improved variable memory length wavelet transform multiresolution analysis method is proposed.The method decomposes data into different frequency segments,then for different frequency segments different memory lengths are used for identification.An aero-turbine starter is taken as a numerical example,and the simulation results show the method is effective to improve identification precision.