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A Programmable Look-Up Table-Based Interpolator with Nonuniform Sampling Scheme

机译:具有非均匀采样方案的基于可编程查找表的内插器

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Interpolation is a useful technique for storage of complex functions on limited memory space: some few sampling values are stored on a memory bank, and the function values in between are calculated by interpolation. This paper presents a programmable Look-Up Table-based interpolator, which uses a reconfigurable nonuniform sampling scheme: the sampled points are not uniformly spaced. Their distribution can also be reconfigured to minimize the approximation error on specific portions of the interpolated function’s domain. Switching from one set of configuration parameters to another set, selected on the fly from a variety of precomputed parameters, and using different sampling schemes allow for the interpolation of a plethora of functions, achieving memory saving and minimum approximation error. As a study case, the proposed interpolator was used as the core of a programmable noise generator—output signals drawn from different Probability Density Functions were produced for testing FPGA implementations of chaotic encryption algorithms. As a result of the proposed method, the interpolation of a specific transformation function on a Gaussian noise generator reduced the memory usage to 2.71% when compared to the traditional uniform sampling scheme method, while keeping the approximation error below a threshold equal to 0.000030518.
机译:插值是在有限的存储空间上存储复杂函数的有用技术:一些采样值存储在存储体中,并且通过插值来计算介于两者之间的函数值。本文介绍了一种基于可编程查找表的插值器,该插值器使用了可重新配置的非均匀采样方案:采样点不是均匀分布的。还可以重新配置它们的分布,以最大程度减少内插函数域的特定部分的近似误差。从一组配置参数切换到另一组,从各种预先计算的参数中即时选择的配置参数,并使用不同的采样方案,可以对众多功能进行插值,从而节省了内存并实现了最小逼近误差。作为研究案例,拟议的内插器被用作可编程噪声发生器的核心-产生了来自不同概率密度函数的输出信号,以测试混沌加密算法的FPGA实现。作为提出的方法的结果,与传统的均匀采样方案方法相比,在高斯噪声发生器上内插特定变换函数可以将内存使用率降低到2.71%,同时将近似误差保持在等于0.000030518的阈值以下。

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