Last, the next sample of the original time series was predicted by another neural network.

Test results show the method can much better reflect the original time series. Comparing this method with the existed ones, the smaller fitting errors are achieved.

Finally, the forecasting results of chaotic models are reconstructed based on the wavelet packet theory and the forecasting result of the original time series can be obtained.