Numerically robust transfer function modeling from noisy frequency domain data

被引:21
作者
Bultheel, A [1 ]
Van Barel, M
Rolain, Y
Pintelon, R
机构
[1] Katholieke Univ Leuven, Dept Comp Sci, B-3001 Louvain, Belgium
[2] Vrije Univ Brussels, Dept ELEC, B-1050 Brussels, Belgium
基金
美国国家科学基金会;
关键词
discrete rational approximation; frequency domain identification; maximum likelihood; vector orthogonal polynomials;
D O I
10.1109/TAC.2005.858651
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Using vector orthogonal polynomials as basis functions for the representation of the rational form of a linear time invariant system, in frequency domain identification problems, it is shown that the notorious numerical ill conditioning of these maximum likelihood problems can be overcome completely. For the identification of high-order (100/100) systems operating over a wide frequency band, or even in the situation of over- or undermodeling, condition numbers less than ten are reported for real measurements.
引用
收藏
页码:1835 / 1839
页数:5
相关论文
共 21 条
[1]   DOWNDATING OF SZEGO POLYNOMIALS AND DATA-FITTING APPLICATIONS [J].
AMMAR, GS ;
GRAGG, WB ;
REICHEL, L .
LINEAR ALGEBRA AND ITS APPLICATIONS, 1992, 172 :315-336
[2]   KRONECKER PRODUCTS AND MATRIX CALCULUS IN SYSTEM THEORY [J].
BREWER, JW .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS, 1978, 25 (09) :772-781
[3]   VECTOR ORTHOGONAL POLYNOMIALS AND LEAST-SQUARES APPROXIMATION [J].
BULTHEEL, A ;
VANBAREL, M .
SIAM JOURNAL ON MATRIX ANALYSIS AND APPLICATIONS, 1995, 16 (03) :863-885
[4]   UPDATING AND DOWNDATING OF ORTHOGONAL POLYNOMIALS WITH DATA FITTING APPLICATIONS [J].
ELHAY, S ;
GOLUB, GH ;
KAUTSKY, J .
SIAM JOURNAL ON MATRIX ANALYSIS AND APPLICATIONS, 1991, 12 (02) :327-353
[5]  
Kailath T., 1980, LINEAR SYSTEMS
[6]  
Levy EC., 1959, IRE Trans Autom Control, VAC-4, P37, DOI DOI 10.1109/TAC.1959.6429401
[7]   A unifying construction of orthonormal bases for system identification [J].
Ninness, B ;
Gustafsson, F .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 1997, 42 (04) :515-521
[8]   On the frequency scaling in continuous-time modeling [J].
Pintelon, R ;
Kollár, I .
IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2005, 54 (01) :318-321
[9]   PARAMETRIC IDENTIFICATION OF TRANSFER-FUNCTIONS IN THE FREQUENCY-DOMAIN - A SURVEY [J].
PINTELON, R ;
GUILLAUME, P ;
ROLAIN, Y ;
SCHOUKENS, J ;
VANHAMME, H .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 1994, 39 (11) :2245-2260
[10]   Analyses, development, and applications of TLS algorithms in frequency domain system identification [J].
Pintelon, R ;
Guillaume, P ;
Vandersteen, G ;
Rolain, Y .
SIAM JOURNAL ON MATRIX ANALYSIS AND APPLICATIONS, 1998, 19 (04) :983-1004