Reliable Evaluation of the Worst-Case Peak Gain Matrix in Multiple Precision

Anastasia Volkova, Thibault Hilaire, C. Lauter
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引用次数: 17

Abstract

The worst-case peak gain (WCPG) of a linear filter is an important measure for the implementation of signal processing algorithms. It is used in the error propagation analysis for filters, thus a reliable evaluation with controlled precision is required. The WCPG is computed as an infinite sum and has matrix powers in each summand. We propose a direct formula for the lower bound on truncation order of the infinite sum in dependency of desired truncation error. Several multiprecision methods for complex matrix operations are developed and their error analysis performed. A multiprecision matrix powering method is presented. All methods yield a rigorous solution with an absolute error bounded by an a priori given value. The results are illustrated with numerical examples.
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多精度下最坏情况峰值增益矩阵的可靠评估
线性滤波器的最坏峰值增益(WCPG)是衡量信号处理算法实现的重要指标。它用于滤波器的误差传播分析,因此需要一个精度可控的可靠评估。WCPG被计算为一个无限和,并且在每个和中都有矩阵幂。我们给出了与期望截断误差相关的无穷和截断阶下界的一个直接公式。提出了几种复杂矩阵运算的多精度方法,并对其误差进行了分析。提出了一种多精度矩阵供电方法。所有方法都得到一个严格的解,其绝对误差由一个先验给定的值限定。通过数值算例说明了所得结果。
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External Reviewers ARITH 2021 Digit Recurrence Floating-Point Division under HUB Format Contributions to the Design of Residue Number System Architectures Precise and Fast Computation of Elliptic Integrals and Functions Reliable Evaluation of the Worst-Case Peak Gain Matrix in Multiple Precision
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