Determination of the analytical parametric relationship fro output spectrum of Volterra systems based on its parametric characteristics
Determination of the analytical parametric relationship fro output spectrum of Volterra systems based on its parametric characteristics
The output frequency response function (OFRF) of Volterra systems can be described as a polynomial function of model parameters. However, the analytical determination of the OFRF is very computationally intensive, especially for higher order OFRF. To circumvent this problem, a numerical method can be adopted, provided that a series of simulation or experimental data for this polynomial function are given. In this study, it is theoretically shown that the analytical parametric relationship of OFRF up to any order can be determined accurately by using a simple Least Square method and every specific component of the output spectrum can also be determined explicitly, based on the OFRF's parametric characteristics. Practical techniques to obtain a unique and accurate solution for the Least Square method are discussed. This study provides a fundamental result for the determination of the analytical parametric relationship for this kind of system polynomial functions by using numerical methods.
polynomial systems, output frequency response function, volterra systems, nonlinear systems, parametric characteristics
694-706
Jing, Xingjian
465fda6c-6be8-4d76-a94b-efc8c4f62a88
Lang, Ziqiang
37aea9ed-fcb5-4a0a-9509-fa3feae5db69
Billings, Stephen A.
a67e1eb0-9795-42b0-9d3b-2bc158373cb2
15 March 2009
Jing, Xingjian
465fda6c-6be8-4d76-a94b-efc8c4f62a88
Lang, Ziqiang
37aea9ed-fcb5-4a0a-9509-fa3feae5db69
Billings, Stephen A.
a67e1eb0-9795-42b0-9d3b-2bc158373cb2
Jing, Xingjian, Lang, Ziqiang and Billings, Stephen A.
(2009)
Determination of the analytical parametric relationship fro output spectrum of Volterra systems based on its parametric characteristics.
Journal of Mathematical Analysis and Applications, 351 (2), .
(doi:10.1016/j.jmaa.2008.11.007).
Abstract
The output frequency response function (OFRF) of Volterra systems can be described as a polynomial function of model parameters. However, the analytical determination of the OFRF is very computationally intensive, especially for higher order OFRF. To circumvent this problem, a numerical method can be adopted, provided that a series of simulation or experimental data for this polynomial function are given. In this study, it is theoretically shown that the analytical parametric relationship of OFRF up to any order can be determined accurately by using a simple Least Square method and every specific component of the output spectrum can also be determined explicitly, based on the OFRF's parametric characteristics. Practical techniques to obtain a unique and accurate solution for the Least Square method are discussed. This study provides a fundamental result for the determination of the analytical parametric relationship for this kind of system polynomial functions by using numerical methods.
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Published date: 15 March 2009
Keywords:
polynomial systems, output frequency response function, volterra systems, nonlinear systems, parametric characteristics
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Local EPrints ID: 65334
URI: http://eprints.soton.ac.uk/id/eprint/65334
ISSN: 0022-247X
PURE UUID: 1cd9bb9a-81a7-44bb-95bd-ddd2e1d03b4e
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Date deposited: 13 Feb 2009
Last modified: 15 Mar 2024 12:07
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Author:
Xingjian Jing
Author:
Ziqiang Lang
Author:
Stephen A. Billings
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