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

机译:在现场可编程门阵列中建立快速候选解决方案的进化数字电路设计

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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.
机译: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自然的方法。最近的研究集中在进化设计平台的硬件实现上。已经开发了几种方法来有效建立和评估FPGA中的候选解决方案。在本文中,为进化算法提出了一种新的变异算子。代表候选解决方案的染色体以一种方式进行变异,使得仅需一个配置框架即可在硬件中建立变异的候选解决方案。实验结果证实,在较低的粒度级别上减少的配置框架和突变数可确保更快的演化,在给定时间内生成更多候选解决方案以及质量更高的解决方案。

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