Title :
Approximation of State-Affine Discrete-Time Systems using Q-Volterra Covariance Equivalent Realizations
Author :
King, Andkew M. ; Skelton, Robert E. ; Desai, Uday B.
Author_Institution :
School of Aeronautics and Astronautics, Purdue University, West Lafayette, IN 47907
Abstract :
A method is presented for constructing lower order approximations of state-affine discrete-time systems which match exactly a specified number of two types of system parameters: a set of Volterra parameters relating to the transient response and a set of covariance parameters relating to the steady state stochastic response. The infinite sets of these parameters provide fundamental descriptions for the input-output map and the input-output correlations of the system. An algorithm is developed that leads to a set of reduced order models which match exactly a finite number of Volterra and covariance parameters. Examples are given to demonstrate the attributes of the method.
Keywords :
Least squares approximation; Least squares methods; Linear systems; Nonlinear systems; Polynomials; Reduced order systems; Stochastic processes; Stochastic systems; Surface-mount technology; Tellurium;
Conference_Titel :
American Control Conference, 1988
Conference_Location :
Atlanta, Ga, USA