Title :
On nonlinear system modeling using principal dynamic modes
Author :
G.A. Williamson;R. Hacioglu
Author_Institution :
Dept. of Electr. & Comput. Eng., Illinois Inst. of Technol., Chicago, IL, USA
fDate :
6/26/1905 12:00:00 AM
Abstract :
The concept of principal dynamic modes was recently proposed as a means to expand a nonlinear system´s dynamics into modal components that are quadratic in the system inputs. The most significant system modes may be extracted from this decomposition. This approach has been utilized to analyze nonlinear biological systems. Here, principal dynamic modes are interpreted as a means to approximate nonlinear systems as linear combinations of Wiener systems. The principal dynamic mode method is modified to better achieve this goal, while also enabling a more appropriate simplification when the system is linear.
Keywords :
"Nonlinear systems","Nonlinear dynamical systems","Linear systems","Biological systems","Biological system modeling","Matrix decomposition","Symmetric matrices","Polynomials","Rats","Heart rate variability"
Conference_Titel :
Signals, Systems and Computers, 2004. Conference Record of the Thirty-Eighth Asilomar Conference on
Print_ISBN :
0-7803-8622-1
DOI :
10.1109/ACSSC.2004.1399235