Frequency-Dependent Magnitude Bounds of the Generalized Frequency Response Functions for NARX Model

被引:5
|
作者
Jing, Xing Jian [1 ]
Lang, Zi Qiang [2 ]
Billings, Stephen A. [2 ]
机构
[1] Univ Southampton, Inst Sound & Vibrat Res, Southampton, Hants, England
[2] Univ Sheffield, Dept Automat Control & Syst Engn, Sheffield, S Yorkshire, England
基金
英国工程与自然科学研究理事会;
关键词
Generalized Frequency Response Function (GFRF); Nonlinear Systems; Volterra Series; NARX; Frequency-domain analysis; NON-LINEAR SYSTEMS; NONLINEAR-SYSTEMS; VOLTERRA SERIES; PARAMETRIC CHARACTERISTICS; EXPANSIONS; DOMAIN; MEMORY;
D O I
10.3166/EJC.15.68-83
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
New magnitude bounds of the frequency response functions for the Nonlinear Auto Regressive model with exogeneous input (NARX) are investigated by exploiting the symmetry of the nth-order generalized frequency response function (GFRF) in its n frequency variables. The new magnitude bound of the nth-order symmetric GFRF is frequency-dependent, and is a polynomial function are functions of model parameters. Based on this result, the system output spectrum can also be bounded by an analytical polynomial function of the magnitude of the first order GFRF. The coefficients of this polynomial function are functions of model parameters. Based on this result, the system output spectrum can also be bounded by an analytical polynomial function of the magnitude of the first order GFRF. The conservatism in the bound evaluations is reduced compared with previous results. Several examples and necessary discussions illustrate the potential application and effectiveness of the new results.
引用
收藏
页码:68 / 83
页数:16
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