Title :
Karhunen-Loeve based model order reduction of nonlinear systems
Author :
Kowalski, M.E. ; Jin, J.M.
Author_Institution :
Dept. of Electr. & Comput. Eng., Illinois Univ., Urbana, IL, USA
Abstract :
Despite continual advances in computing power and the emergence of very efficient algorithms, rigorous analysis of many electrodynamic devices is still often computationally prohibitive. To help overcome these obstacles, a considerable amount of research into so-called "model order reduction" (MOR) methods has been conducted in both the circuit and electromagnetic communities. Traditionally, nonlinearities are dealt with by partitioning the system into linear and nonlinear sub-blocks, and applying MOR techniques to the linear sub-blocks. In systems where the nonlinearity is distributed, however, this is not possible. A method for accomplishing MOR in such cases is described. The theoretical basis for the method is discussed, choices which must be made in implementation are highlighted, and the analysis of a pulse-compression nonlinear transmission line is carried out to demonstrate the capability of the scheme.
Keywords :
Karhunen-Loeve transforms; electrodynamics; nonlinear systems; reduced order systems; transmission line theory; Karhunen Loeve transforms; electrodynamic devices; model order reduction; nonlinear systems; nonlinear transmission line; pulse-compression; Algorithm design and analysis; Computational electromagnetics; Computational modeling; Electrodynamics; Electromagnetic analysis; Nonlinear systems; Power engineering computing; Power system modeling; Time domain analysis; Transmission line matrix methods;
Conference_Titel :
Antennas and Propagation Society International Symposium, 2002. IEEE
Print_ISBN :
0-7803-7330-8
DOI :
10.1109/APS.2002.1016144