hal-00673447, version 1
A Contractor Based on Convex Interval Taylor
N° RR-7887 (2012)
Abstract: Interval Taylor has been proposed in the sixties by the interval analysis community for relaxing non-convex continuous constraint systems. However, it generally produces a non-convex relaxation of the solution set. A simple way to build a convex polyhedral relaxation is to select a corner of the studied domain/box as expansion point of the interval Taylor form, instead of the usual midpoint. The idea has been proposed by Neumaier to produce a sharp range of a single function and by Lin and Stadtherr to handle n * n (square) systems of equations. This paper presents an interval Newton-like operator, called X-Newton, that iteratively calls this interval convexification based on an endpoint interval Taylor. This general-purpose contractor uses no preconditioning and can handle any system of equality and inequality constraints. It uses Hansen's variant to compute the interval Taylor form and uses two opposite corners of the domain for every constraint. The X-Newton operator can be rapidly encoded, and produces good speedups in constrained global optimization and non-convex constraint satisfaction. First experiments compare X-Newton with affine arithmetic.
- a – Universidad Técnica Federico Santa María (UTFSM)
- b – Université de Nice Sophia Antipolis (UNS)
- c – ENPC
- 1:
- Universidad Técnica Federico Santa María (UTFSM)
- 2:
- Université Nice Sophia Antipolis [UNS] – CNRS : UMR7271
- 3:
- CNRS : UMR5505 – Institut National Polytechnique de Toulouse - INPT – Université des Sciences Sociales - Toulouse I – Université Toulouse I [UT1] Capitole – Université Toulouse le Mirail - Toulouse II – Université Paul Sabatier [UPS] - Toulouse III
- 4:
- INRIA – Ecole des Ponts ParisTech
- 5:
- Université Paris-Est Marne-la-Vallée (UPEMLV) – ESIEE – Ecole des Ponts ParisTech – Fédération de Recherche Bézout – CNRS : UMR8049
- 6:
- CSTB – Ecole des Ponts ParisTech – Université Paris-Est Créteil Val-de-Marne (UPEC)
- Domain : Computer Science/Data Structures and Algorithms
Computer Science/Operations Research
Computer Science/Numerical Analysis - Keywords : intervals – Taylor – convex polyhedral relaxation – global optimization
- Internal note : RR-7887
- hal-00673447, version 1
- http://hal.inria.fr/hal-00673447
- oai:hal.inria.fr:hal-00673447
- From:
- Submitted on: Thursday, 23 February 2012 19:09:14
- Updated on: Monday, 27 February 2012 13:34:23






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