Title :
Set computations with subpavings in MATLAB: The SCS Toolbox
Author :
Tornil-Sin, Sebastian ; Puig, Vicenc ; Escobet, Teresa
Author_Institution :
Adv. Control Syst. Res. group, Tech. Univ. of Catalonia, Terrassa, Spain
Abstract :
This paper presents a MATLAB Toolbox that allows to represent and manipulate subpavings, i.e. unions of non-overlapped boxes. The main property of subpavings is their ability to approximate compact sets in W1 with arbitrary precision. The functions provided in the SCS Toolbox allow to: create subpavings; calculate the union and the intersection between subpavings; evaluate the image of a subpaving by a function; evaluate the inverse image; visualize subpavings in R2. The algorithms for function evaluation (both image and inverse image), based on interval analysis tools, allow to deal with non-linear functions. The set of provided functions can be easily used to solve a wide spectrum of problems involving uncertainty that are studied in the automatic control literature. Two examples are presented, a parameter estimation problem where the measurements are uncertain and the simulation of a system from an uncertain initial state.
Keywords :
mathematics computing; nonlinear functions; parameter estimation; MATLAB; SCS Toolbox; parameter estimation; set computations; subpavings; Approximation algorithms; Approximation methods; Binary trees; MATLAB; Measurement uncertainty; Programming; Uncertainty;
Conference_Titel :
Computer-Aided Control System Design (CACSD), 2010 IEEE International Symposium on
Conference_Location :
Yokohama
Print_ISBN :
978-1-4244-5354-2
Electronic_ISBN :
978-1-4244-5355-9
DOI :
10.1109/CACSD.2010.5612690