This paper introduces the basic principle of ICA,elaborates the natural gradient algorithm and the methods of ICA wavelet.With the idea of Performance Index (PI) ,it sets an improved criterion to judge whether the objective function L(w) is optimal.And based on this standard,it gets a new step-size adaptive method,by using hyperbolic tangent function. Through computer simulation,it confirms the superiority of its various aspects.
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