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Advanced methods for digital systems and signal processing

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Erschienen am 01.07.2021
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Bibliografische Daten
ISBN/EAN: 9783844081145
Sprache: Englisch
Umfang: 154
Auflage: 1. Auflage

Beschreibung

The monograph consists of 11 Chapters and Apendixes A, B, and C. The text begins with an introduction to the authors' creation, where the reasons for its development are shown and explained briefly. Here the basic approaches to the problems analyzed in the book are expressed in short. The relationship is explored among scalar and the block impulse responses of linear time varying systems, frozen-time linear time varying systems, linear periodically time-varying systems, and linear-time invariant systems. We present a computationally efficient method for computation of the transfer function and other characteristics of multivariate systems. Measures to describe the matrix impulse response sensitivity of state-space multivariate systems in respect of parameter perturbations are given. The parameter sensitivity is defined as an integral measure of the matrix impulse response with respect to the coefficients. A state-space approach is used to find a realization of impulse response that minimizes the sensitivity measure. The input-output relationship of the periodically time-varying (PTV) systems, impulse response of the PTV state-space system, and the transfer function are presented. The coefficient sensitivity is investigated by using a PTV state-space system, in which PTV coefficients are varied stochastically. The idea of converting the LPTV filter to a block time-invariant filter is used for determining the inversion of LPTV filters. Controllability, observability, and stability of the inversion of LPTV filters are analyzed. Using the expansion of the 2-D inverse operator into a power series, the formulas are derived for calculating the approximated inverse filter and signal restoration. Optimal models for the inverse system in the noisy frame are explored, etc.