Abstract: Detection of signal in chaotic noise is discussed in this paper. The neural network predicting-based algorithm is presented for this purpose. The paper analyzes the proposed algorithm's principle and its advantage for signal detection. Simulation measured data demonstrate the effectiveness of the proposed algorithm. Finally, a summary and some discussion about the proposed scheme are presented.