Evolutionary digital circuit design with fast candidate solution establishment in field programmable gate arrays

R. Dobai, K. Glette, J. Tørresen, L. Sekanina
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引用次数: 4

Abstract

Field programmable gate arrays (FPGAs) are a popular platform for evolving digital circuits. FPGAs allow to be reconfigured partially which provides a natural way of establishing candidate solutions. Recent research focuses on the hardware implementation of evolutionary design platforms. Several approaches have been developed for effective establishment and evaluation of candidate solutions in FPGAs. In this paper a new mutation operator is proposed for evolutionary algorithms. The chromosome representing the candidate solution is mutated in such a way that only one configuration frame is required for establishing the mutated candidate solution in hardware. The experimental results confirm that the reduced number of configuration frames and mutations at lower level of granularity ensure faster evolution, generation of more candidate solutions in a given time as well as solutions with better quality.
现场可编程门阵列中候选方案快速建立的进化数字电路设计
现场可编程门阵列(fpga)是发展数字电路的流行平台。fpga允许部分重新配置,这为建立候选解决方案提供了一种自然的方式。最近的研究集中在进化设计平台的硬件实现上。为了有效地建立和评估fpga中的候选解决方案,已经开发了几种方法。本文提出了一种新的进化算法变异算子。表示候选解的染色体以这样一种方式发生突变,即在硬件中建立突变的候选解只需要一个配置帧。实验结果表明,在较低粒度水平上减少配置帧和突变可以保证更快的进化,在给定时间内生成更多的候选解和更好的解质量。
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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