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Computation of the Vilenkin-Chrestenson Transform on a GPU

机译:在GPU上计算Vilenkin-Chrestenson变换

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The Vilenkin-Chrestenson transform on finite Abelian groups is a useful mathematical tool for the analysis, synthesis, and optimization of multiple-valued functions. This paper proposes techniques for the efficient computation of the Vilenkin-Chrestenson transform using graphics processing units (GPUs). The development of the method is motivated by certain computationally demanding problems in multiple-valued logic (MVL), such as the spectral analysis of mosaics and the design and analysis of MVL circuits. The paper presents mappings of two distinct fast Fourier transform (FFT)-like algorithms, the Cooley-Tukey and the constant geometry algorithms, to the GPU computing model. The proposed solution implements each of the algorithms through a single kernel which permits the computation of the Vilenkin-Chrestenson spectrum of a p-valued function for an arbitrary value of p. The paper also discusses GPU implementation issues specific for the considered algorithms, such as their computational requirements, memory optimizations, and the use of compiler options in overcoming certain restrictions in GPU programming. Experimental results are included in order to verify the validity of the approach and examine its potential for applications in MVL and other areas.
机译:有限阿贝尔群上的Vilenkin-Chrestenson变换是用于分析,综合和优化多值函数的有用数学工具。本文提出了使用图形处理单元(GPU)高效计算Vilenkin-Chrestenson变换的技术。该方法的发展是受多值逻辑(MVL)中某些计算要求高的问题的驱使的,例如马赛克的频谱分析以及MVL电路的设计和分析。本文介绍了两种不同的类似快速傅立叶变换(FFT)的算法Cooley-Tukey和常量几何算法到GPU计算模型的映射。提出的解决方案通过单个内核实现每种算法,该内核允许针对p的任意值计算p值函数的Vilenkin-Chrestenson谱。本文还讨论了针对所考虑算法的GPU实现问题,例如其计算要求,内存优化以及在克服GPU编程中的某些限制时使用编译器选项的问题。为了验证该方法的有效性并检查其在MVL和其他领域中的应用潜力,包括了实验结果。

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