Abstract: CTRANC (cross talk resistant adaptive noise canceller) has been studied. Based on the CTRANC characteristic of suppressing the interfering signal and stability in short-term of speech signal, an adaptive speech separation algorithm based on the CTRANC system comes out. Evaluation results of objective quality measurement and informal listening test show that the new algorithm make the CTRANC speech separation system have better stability and convergence performance.