Abstract: This paper presents an improved perception approach based on the soluble region,and puts forward a process by analyzing the geometry characteristic of the perception approach in which solve space.The algorithm could find the better soluble vector in the soluble region on condition that the pattern could distinguish on linearity separable;otherwise,it indicates that the soluble region inexistence.Consequently,it shows that the new algorithm could distinguish quickly whether the pattern will be able to separa...