Title :
An algebraic method for multi-dimensional derivative estimation
Author :
Riachy, Samer ; Bachalany, Yara ; Mboup, Mamadou ; Richard, Jean-Pierre
Author_Institution :
LAGIS, Ecole Centrale de Lille, Villeneuve-d´´Ascq
Abstract :
This communication revisits the algebra-based results for derivative estimation presented by Fliess and coauthors in 2005. It is proposed, here, to consider multidimensional functions, namely scalar or vector fields of several variables. Such fields are locally represented by a vector Taylor series expansion, and a computation technique is presented so to express successive partial derivatives (for instance, the gradient, the Hessian matrix...) as functions of iterated integrals of the measured quantities.
Keywords :
differentiation; integration; iterative methods; multidimensional signal processing; series (mathematics); vectors; algebraic method; iterated integral; multidimensional partial derivative estimation; multidimensional signal processing; numerical differentiation; numerical integration; scalar field; vector Taylor series expansion; vector field; Automatic control; Automation; Communication system control; Heat transfer; Image edge detection; Laplace equations; Mathematics; Multidimensional systems; Numerical simulation; Taylor series;
Conference_Titel :
Control and Automation, 2008 16th Mediterranean Conference on
Conference_Location :
Ajaccio
Print_ISBN :
978-1-4244-2504-4
Electronic_ISBN :
978-1-4244-2505-1
DOI :
10.1109/MED.2008.4602167