The C-ANN(chaotic artificial neural networks) forecasting model is set up based on Kolmogorov continuity theoremin the paper.The C-ANN-GA(chaotic artificial neural networks genetic algorithms) methods are put forwardto solve the forecasting problem of chaotic time series non-analytic arithmetic formula,so that the forecasting methods of chaotic time series are new developed.