Analysis and Comparison of Different Approaches to Implementing a Network-Based Parallel Data Processing Algorithm

IF 1.6 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Journal of Low Power Electronics and Applications Pub Date : 2022-07-09 DOI:10.3390/jlpea12030038
I. Skliarova
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引用次数: 0

Abstract

It is well known that network-based parallel data processing algorithms are well suited to implementation in reconfigurable hardware recurring to either Field-Programmable Gate Arrays (FPGA) or Programmable Systems-on-Chip (PSoC). The intrinsic parallelism of these devices makes it possible to execute several data-independent network operations in parallel. However, the approaches to designing the respective systems vary significantly with the experience and background of the engineer in charge. In this paper, we analyze and compare the pros and cons of using an embedded processor, high-level synthesis methods, and register-transfer low-level design in terms of design effort, performance, and power consumption for implementing a parallel algorithm to find the two smallest values in a dataset. This problem is easy to formulate, has a number of practical applications (for instance, in low-density parity check decoders), and is very well suited to parallel implementation based on comparator networks.
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基于网络的并行数据处理算法的不同实现方法的分析与比较
众所周知,基于网络的并行数据处理算法非常适合在现场可编程门阵列(FPGA)或可编程片上系统(PSoC)的可重构硬件中实现。这些设备固有的并行性使得并行执行多个数据无关的网络操作成为可能。然而,设计各自系统的方法因主管工程师的经验和背景而有很大差异。在本文中,我们分析和比较了使用嵌入式处理器、高级合成方法和寄存器传输低级设计的优点和缺点,在设计工作量、性能和功耗方面实现并行算法以找到数据集中的两个最小值。这个问题很容易表述,有许多实际应用(例如,在低密度奇偶校验解码器中),并且非常适合基于比较器网络的并行实现。
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来源期刊
Journal of Low Power Electronics and Applications
Journal of Low Power Electronics and Applications Engineering-Electrical and Electronic Engineering
CiteScore
3.60
自引率
14.30%
发文量
57
审稿时长
11 weeks
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