Currently surrogate data analysis can be used to determine if data is consistent with various linear systems, or something else (a nonlinear system). In this paper we propose an extension of these methods in an attempt to make more speciic classiications within the the class of nonlinear systems. In the method of surrogate data one estimates the probability distribution of values of a test stat...