Abstract: A nonlinear cumulants based blind signal separation method is considered. First, theoretical analysis of the nonlinear function used in the separation method is presented. And constrained condition that is important to speed up the convergence is addressed. Then, the method is extended to the convolved signals. Finally, separated results are given by numerical simulation.