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Titlebook: Combined Parametric-Nonparametric Identification of Block-Oriented Systems; Grzegorz Mzyk Book 2014 Springer International Publishing Swit

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书目名称Combined Parametric-Nonparametric Identification of Block-Oriented Systems
编辑Grzegorz Mzyk
视频videohttp://file.papertrans.cn/231/230077/230077.mp4
概述Focuses on a problem of block-oriented nonlinear dynamic system identification in the presence of random disturbances.The presented class of systems includes various interconnections of linear dynamic
丛书名称Lecture Notes in Control and Information Sciences
图书封面Titlebook: Combined Parametric-Nonparametric Identification of Block-Oriented Systems;  Grzegorz Mzyk Book 2014 Springer International Publishing Swit
描述.This book considers a problem of block-oriented nonlinear dynamic system identification in the presence of random disturbances. This class of systems includes various interconnections of linear dynamic blocks and static nonlinear elements, e.g., Hammerstein system, Wiener system, Wiener-Hammerstein ("sandwich") system and additive NARMAX systems with feedback. Interconnecting signals are not accessible for measurement. The combined parametric-nonparametric algorithms, proposed in the book, can be selected dependently on the prior knowledge of the system and signals. Most of them are based on the decomposition of the complex system identification task into simpler local sub-problems by using non-parametric (kernel or orthogonal) regression estimation. In the parametric stage, the generalized least squares or the instrumental variables technique is commonly applied to cope with correlated excitations. Limit properties of the algorithms have been shown analytically and illustrated in simple experiments..
出版日期Book 2014
关键词Block-Oriented Systems; Control Nonlinear Dynamics; Hammerstein System; NARMAX Systems; Nonlinear Dynami
版次1
doihttps://doi.org/10.1007/978-3-319-03596-3
isbn_softcover978-3-319-03595-6
isbn_ebook978-3-319-03596-3Series ISSN 0170-8643 Series E-ISSN 1610-7411
issn_series 0170-8643
copyrightSpringer International Publishing Switzerland 2014
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Wiener-Hammerstein (Sandwich) System,tic nonlinear block with the characteristic .(), surrounded by two linear dynamic components with the impulse responses . and ., respectively. Such a structure, and its particular cases (Wiener systems and Hammerstein systems), are widely considered in the literature because of numerous potential ap
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Large-Scale Interconnected Systems,least squares estimates for a simple . object, and for a . system with composite structure, was noticed. For linear complex static system, the instrumental variable estimate is proposed and compared with the least squares approach. The strong consistency of the presented parameter estimate is proved
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