A Data-Parallel Algorithm to Reliably Solve Systems of Nonlinear Equations

F. Goualard, A. Goldsztejn
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引用次数: 2

Abstract

Numerical methods based on interval arithmetic are efficient means to reliably solve nonlinear systems of equations. Algorithm bc3revise is an interval method that tightens variables' domains by enforcing a property called box consistency. It has been successfully used on difficult problems whose solving eluded traditional numerical methods.We present a new algorithm to enforce box consistency that is simpler than bc3revise, faster, and easily data parallelizable. A parallel implementation with Intel SSE2 SIMD instructions shows that an increase in performance of up to an order of magnitude and more is achievable.
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可靠求解非线性方程组的数据并行算法
基于区间算法的数值方法是可靠求解非线性方程组的有效手段。算法bc3revision是一种区间方法,它通过强制执行称为盒一致性的属性来收紧变量的域。它已成功地用于解决传统数值方法无法解决的难题。我们提出了一种新的增强盒一致性的算法,它比bc3revision更简单,更快,并且易于数据并行化。使用英特尔SSE2 SIMD指令的并行实现表明,可以实现高达一个数量级甚至更多的性能提升。
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