Abstract: To restore the source signals in noisy background is a difficulty in blind signal processing technology. This article discusses the blind separation of two-input time-delayed mixing model with additive noise. Compared with the traditional blind source separation algorithm, this method can efficiently utilize the observed signals that are much more than source signals and fairly reduce the additive Gaussian noise.