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A Hardware Efficient Random Number Generator for Nonuniform Distributions with Arbitrary Precision

机译:具有任意精度的非均匀分布的硬件有效随机数生成器

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Nonuniform random numbers are key for many technical applications, and designing efficient hardware implementations of non-uniform randomnumber generators is a very active research field. However, most state-of-the-art architectures are either tailored to specific distributions or use up a lot of hardware resources. At ReConFig 2010, we have presented a new design that saves up to 48% of area compared to state-of-the-art inversion-based implementation, usable for arbitrary distributions and precision. In this paper, we introduce a more flexible version together with a refined segmentation scheme that allows to further reduce the approximation error significantly. We provide a free software tool allowing users to implement their own distributions easily, and we have tested our random number generator thoroughly by statistic analysis and two application tests.
机译:非均匀随机数是许多技术应用的关键,设计非均匀随机数发生器的有效硬件实现是一个非常活跃的研究领域。但是,大多数最新的体系结构都是为特定的发行版量身定制的,或者会消耗大量的硬件资源。在ReConFig 2010上,我们提出了一种新设计,与基于最新的基于反转的实现相比,该设计最多可节省48%的面积,可用于任意分布和精度。在本文中,我们引入了更灵活的版本以及改进的分割方案,该方案可以进一步显着降低近似误差。我们提供了一个免费软件工具,使用户可以轻松实现自己的发行版,并且我们已经通过统计分析和两次应用测试对随机数生成器进行了全面测试。

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