The theory of wavelet packet transform and the method of voltage signal analysis with wavelet packet was presented.The wavelet packet analysis was used to abstract the characteristic of signal according to the frequency spectrum characteristics of voltage vibration signal of aluminum reduction cells.The signals were decomposed into eight frequency bands and the information preconditioned was used as an energy characteristic vector.BP neural network was used to realize the map between feature and information...