Title :
Quantization in control systems and forward error analysis of iterative numerical algorithms
Author :
Hasan, Aftab ; Kerrigan, Eric C. ; Constantinides, George A.
Author_Institution :
Dept. of Electr. & Electron. Eng., Imperial Coll. London, London, UK
Abstract :
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.
Keywords :
control systems; error analysis; iterative methods; stability; control systems; control theory; dynamical systems; forward error analysis; input-to-state stability; iterative methods; iterative numerical algorithms; l∞-stability; linear equations; numerical analysis; quantization effects; algorithms as dynamical systems; finite precision; forward error analysis; iterative algorithms; numerical analysis; quantization;
Conference_Titel :
Control 2010, UKACC International Conference on
Conference_Location :
Coventry
Electronic_ISBN :
978-1-84600-038-6
DOI :
10.1049/ic.2010.0314