Accelerating Viterbi Algorithm using Custom Instruction Approach

Waqar Ahmad, Imran Hafeez Abbassi, Usman Sanwal, H. Mahmood
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Abstract

In recent years, the decoding algorithms in communication networks are becoming increasingly complex aiming to achieve high reliability in correctly decoding received messages. These decoding algorithms involve computationally complex operations requiring high performance computing hardware, which are generally expensive. A cost-effective solution is to enhance the Instruction Set Architecture (ISA) of the processors by creating new custom instructions for the computational parts of the decoding algorithms. In this paper, we propose to utilize the custom instruction approach to efficiently implement the widely used Viterbi decoding algorithm by adding the assembly language instructions to the ISA of DLX, PicoJava II and NIOS II processors, which represent RISC, stack and FPGA-based soft-core processor architectures, respectively. By using the custom instruction approach, the execution time of the Viterbi algorithm is significantly improved by approximately 3 times for DLX and PicoJava II, and by 2 times for NIOS II.
使用自定义指令方法加速Viterbi算法
近年来,通信网络中的译码算法越来越复杂,目的是实现高可靠性的正确译码。这些解码算法涉及计算复杂的操作,需要高性能的计算硬件,这通常是昂贵的。一种经济有效的解决方案是通过为解码算法的计算部分创建新的自定义指令来增强处理器的指令集架构(ISA)。在本文中,我们提出利用自定义指令方法,通过将汇编语言指令添加到DLX、PicoJava II和NIOS II处理器的ISA中,从而有效地实现广泛使用的Viterbi解码算法,这三种处理器分别代表基于RISC、堆栈和fpga的软核处理器架构。通过使用自定义指令方法,Viterbi算法的执行时间在DLX和PicoJava II中显著提高了约3倍,在NIOS II中提高了2倍。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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