In the paper the multichannel adaptive canceller with blind disturbances separation in reference channels is presented. Thanks to disturbances separation conditionality of a disturbances correlation matrix improves, and convergence rate of least mean square algorithm increases. Thus using modified Jutten-Herault algorithm the gain of convergence rate equals not less than 6 times.