This paper introduces alpha-stable distribution as additive noise model and generalizes the constant modulus algorithm(CMA).An analytic study of the convergence properties of the generalized CMA(GCMA)is presented.It is shown that the convergence behavior can be predicted and controlled by the combination of initial gains and SIR(Signal Interference Ratio).The special properties of the GCMA are verified by computer simulations.