Title :
Orthogonal development of a discrete frequency-domain third-order Volterra model
Author :
Im, Sungbin ; Kim, Sung Bae ; Powers, Edward J.
Author_Institution :
Dept. of Electr. & Comput. Eng., Texas Univ., Austin, TX, USA
Abstract :
The objective is to present an orthogonal development of a discrete frequency-domain third-order Volterra model valid for general (i.e., non-Gaussian and Gaussian) stationary random inputs. A modified Gram-Schmidt orthogonalization procedure is utilized, and the concept of the generalized system coherency function is extended to the orthogonal model to quantify the goodness of both the model and its constituent linear, quadratic, and cubic components. The practicality and feasibility of the approach are demonstrated by utilizing it to model actual physical nonlinear systems given experimental input-output data from such systems.<>
Keywords :
discrete systems; frequency-domain analysis; modelling; nonlinear systems; discrete frequency-domain third-order Volterra model; feasibility; generalized system coherency function; modified Gram-Schmidt orthogonalization; physical nonlinear systems; stationary random inputs;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 1993. ICASSP-93., 1993 IEEE International Conference on
Conference_Location :
Minneapolis, MN, USA
Print_ISBN :
0-7803-7402-9
DOI :
10.1109/ICASSP.1993.319700