Accurate Calculation of Euclidean Norms Using Double-word Arithmetic

IF 2.7 1区 数学 Q2 COMPUTER SCIENCE, SOFTWARE ENGINEERING
Vincent Lefèvre, Nicolas Louvet, Jean-Michel Muller, Joris Picot, Laurence Rideau
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引用次数: 0

Abstract

We consider the computation of the Euclidean (or L2) norm of an n-dimensional vector in floating-point arithmetic. We review the classical solutions used to avoid spurious overflow or underflow and/or to obtain very accurate results. We modify a recently published algorithm (that uses double-word arithmetic) to allow for a very accurate solution, free of spurious overflows and underflows. To that purpose, we use a double-word square-root algorithm of which we provide a tight error analysis. The returned L2 norm will be within very slightly more than 0.5 ulp from the exact result, which means that we will almost always provide correct rounding.

用双字算法精确计算欧几里得范数
我们考虑浮点运算中n维向量欧几里得(或L2)范数的计算。我们回顾了用于避免虚假溢出或下溢和/或获得非常准确结果的经典解决方案。我们修改了一个最近发布的算法(使用双字算法),以允许一个非常精确的解决方案,没有虚假的溢出和下溢。为此,我们使用双词平方根算法,并对其进行严格的误差分析。返回的L2范数将与确切结果相差0.5 ulp,这意味着我们几乎总是提供正确的舍入。
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来源期刊
ACM Transactions on Mathematical Software
ACM Transactions on Mathematical Software 工程技术-计算机:软件工程
CiteScore
5.00
自引率
3.70%
发文量
50
审稿时长
>12 weeks
期刊介绍: As a scientific journal, ACM Transactions on Mathematical Software (TOMS) documents the theoretical underpinnings of numeric, symbolic, algebraic, and geometric computing applications. It focuses on analysis and construction of algorithms and programs, and the interaction of programs and architecture. Algorithms documented in TOMS are available as the Collected Algorithms of the ACM at calgo.acm.org.
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