FP-ANR: A representation format to handle floating-point cancellation at run-time

David Defour 1
1 DALI - Digits, Architectures et Logiciels Informatiques
LIRMM - Laboratoire d'Informatique de Robotique et de Microélectronique de Montpellier, UPVD - Université de Perpignan Via Domitia
Abstract : When dealing with floating-point numbers there are several sources of error which can drastically reduce the numerical quality of computed results. Among those errors, the loss of significance, or cancellation, occurs during for example the subtraction of two nearly equal numbers. In this article, we propose a representation format named Floating-Point Adaptive Noise Reduction (FP-ANR). This format embeds cancellation information directly into the floating-point representation format thanks to a dedicated pattern. With this format, unsignificant trailing bit lost during cancellation are removed from every manipulated floating-point number. The immediate consequence is that it increases the numerical confidence of computed values. The proposed representation format corresponds to a simple and efficient implementation of significance arithmetic based and compatible with the IEEE-754 standard.
Type de document :
Pré-publication, Document de travail
2017
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https://hal-lirmm.ccsd.cnrs.fr/lirmm-01549601
Contributeur : David Defour <>
Soumis le : mercredi 28 juin 2017 - 19:47:57
Dernière modification le : mardi 11 juillet 2017 - 01:13:00

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cancellation.pdf
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  • HAL Id : lirmm-01549601, version 1

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David Defour. FP-ANR: A representation format to handle floating-point cancellation at run-time. 2017. <lirmm-01549601>

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