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2015 | OriginalPaper | Buchkapitel

13. Magnitude Bound Characteristics of Nonlinear Frequency Response Functions

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Abstract

In many cases, the magnitude of a frequency response function such as GFRFs can reveal important information about the system, and consequently takes a great role in the analysis of the convergence or stability of the system and the truncation error of the corresponding Volterra series. It can be used to evaluate the significant orders of nonlinearities or the significant nonlinear terms for the magnitude bound, indicate the stability of a system and provide a basis for analysis of system output frequency response. New bound characteristics of both the generalized frequency response functions (GFRFs) and output frequency response for the NARX model are presented in this chapter. It is shown that the magnitudes of the GFRFs and the system output spectrum can all be bounded by a polynomial function of the magnitude bound of the first order GFRF, and the coefficients of the polynomial are functions of the NARX model parameters. These new bound characteristics of the NARX model provide an important insight into the relationship between the model parameters and the magnitudes of the system frequency response functions, reveal the effect of the model parameters on the stability of the NARX model to a certain extent, and provide a useful technique for the magnitude based analysis of nonlinear systems in the frequency domain.

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Literatur
Zurück zum Zitat Billings SA, Lang ZQ (1996) A bound of the magnitude characteristics of nonlinear output frequency response functions. Int J Control, Part 1, 65(2):309–328 and Part 2, 65(3):365–384 Billings SA, Lang ZQ (1996) A bound of the magnitude characteristics of nonlinear output frequency response functions. Int J Control, Part 1, 65(2):309–328 and Part 2, 65(3):365–384
Zurück zum Zitat Billings SA, Lang ZQ (1997) Truncation of nonlinear system expansions in the frequency domain. Int J Control 68(5):1019–1042CrossRefMATHMathSciNet Billings SA, Lang ZQ (1997) Truncation of nonlinear system expansions in the frequency domain. Int J Control 68(5):1019–1042CrossRefMATHMathSciNet
Zurück zum Zitat Jing XJ, Lang ZQ, Billings SA (2007a) New bound characteristics of NARX model in the frequency domain. Int J Control 80(1):140–149CrossRefMATHMathSciNet Jing XJ, Lang ZQ, Billings SA (2007a) New bound characteristics of NARX model in the frequency domain. Int J Control 80(1):140–149CrossRefMATHMathSciNet
Zurück zum Zitat Jing XJ, Lang ZQ, Billings SA (2008b) Magnitude bounds of generalized frequency response functions for nonlinear Volterra systems described by NARX model. Automatica 44:838–845CrossRefMATHMathSciNet Jing XJ, Lang ZQ, Billings SA (2008b) Magnitude bounds of generalized frequency response functions for nonlinear Volterra systems described by NARX model. Automatica 44:838–845CrossRefMATHMathSciNet
Zurück zum Zitat Jing XJ, Lang ZQ, Billings SA (2009b) Frequency-dependent magnitude bounds of the generalized frequency response functions for NARX model. Eur J Control 15(1) Jing XJ, Lang ZQ, Billings SA (2009b) Frequency-dependent magnitude bounds of the generalized frequency response functions for NARX model. Eur J Control 15(1)
Metadaten
Titel
Magnitude Bound Characteristics of Nonlinear Frequency Response Functions
verfasst von
Xingjian Jing
Ziqiang Lang
Copyright-Jahr
2015
DOI
https://doi.org/10.1007/978-3-319-12391-2_13