Quantization in Control Systems and Forward Error Analysis of Iterative Numerical Algorithms
Author(s) -
Ammar Hasan,
George A. Constantinides,
Eric C. Kerrigan
Publication year - 2010
Publication title -
ukacc international conference on control
Language(s) - English
Resource type - Conference proceedings
ISBN - 978-1-84600-038-6
DOI - 10.1049/ic.2010.0314
Subject(s) - computer science , quantization (signal processing) , iterative method , algorithm , dynamical systems theory , linear system , error analysis , mathematics , mathematical analysis , physics , quantum mechanics
The use of control theory to study iterative algorithms, which can be considered as dynamical systems, opens many opportunities to find new tools for analysis of algorithms. In this paper we show that results from the study of quantization effects in control systems can be used to find systematic ways for forward error analysis of iterative algorithms. The proposed schemes are applied to the classical iterative methods for solving a system of linear equations. The obtained bounds are compared with bounds given in the numerical analysis literature.
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