不同DSP算法在高级单片机和FPGA上的性能分析

Sharbari Banerjee, A. Sinha
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引用次数: 10

摘要

数字信号处理(DSP)算法大多是在专用数字信号处理器上实现的。近年来,先进的混合微控制器和现场可编程门阵列(fpga)也逐渐成为实现DSP算法的合适平台。本文旨在分析目前流行的DSP算法在高级微控制器和fpga上的性能。针对MC56F8013数字信号控制器,研究了AVR ATMega64L单片机有限脉冲响应(FIR)、无限脉冲响应(IIR)和最小均方(LMS)算法自适应滤波器等不同滤波器结构的时间复杂度分析。同样的算法也在fpga上实现了,并对其性能进行了分析。对不同算法的不同fpga (Xilinx Spartan3e、Virtex2和Virtex4)的硬件利用率进行了比较。最后,在性能分析的基础上,提出了一种可重构处理器的体系结构,以期充分利用各平台的优势。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Performance analysis of different DSP algorithms on advanced microcontroller and FPGA
Digital Signal Processing (DSP) algorithms are mostly implemented on special purpose Digital Signal Processors. Recently, advanced hybrid microcontrollers and Field Programmable Gate Arrays (FPGAs) are also evolving as the suitable platforms for realizing DSP algorithms. This paper aims towards the analysis of performance of popular DSP algorithms on Advanced Micro-controller and FPGAs. A time complexity analysis for different filter structures like Finite Impulse Response (FIR), Infinite Impulse Response (IIR) and Adaptive filter using Least Mean Square (LMS) algorithm etc. has been studied for AVR ATMega64L microcontroller with respect to MC56F8013 Digital Signal Controller. The same algorithms have also been realized on FPGAs and performances have also been analyzed. A comparison has been done on the hardware utilization of different FPGAs (Xilinx Spartan3e, Virtex2, and Virtex4) for different algorithms. Based on the performance analysis, finally, the architecture of a Reconfigurable Processor has been proposed with a view to exploit the advantages of all these platforms.
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