Solving and Certifying the Solution of a Linear System - Inria - Institut national de recherche en sciences et technologies du numérique
Article Dans Une Revue Reliable Computing Année : 2011

Solving and Certifying the Solution of a Linear System

Nathalie Revol

Résumé

Using floating-point arithmetic to solve a linear system yields a computed result, which is an approximation of the exact solution because of roundoff errors. In this paper, we present an approach to certify the computed solution. Here, "certify" means computing a guaranteed enclosure of the error. Our method is an iterative refinement method and thus it also improves the computed result. The method we present is inspired from the verifylss function of the IntLab library, with a first step, using floating-point arithmetic, to solve the linear system, followed by interval computations to get and refine an enclosure of the error. The specificity of our method is to relax the requirement of tightness of the error, in order to gain in performance. Indeed, only the order of magnitude of the error is needed. Experiments show a gain in accuracy and in performance, for various condition number of the matrix of the linear system.
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Dates et versions

inria-00546856 , version 1 (15-12-2010)

Identifiants

  • HAL Id : inria-00546856 , version 1

Citer

Hong Diep Nguyen, Nathalie Revol. Solving and Certifying the Solution of a Linear System. Reliable Computing, 2011, 15 (2), pp.120-131. ⟨inria-00546856⟩
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