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

机译:现场可编程门阵列中快速候选解决方案建立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)是一种用于演化数字电路的流行平台。 FPGA允许部分地重新配置,这提供了建立候选解决方案的自然方式。最近的研究重点是进化设计平台的硬件实现。为FPGA中的候选解决方案有效建立和评估,已经开发了几种方法。在本文中,提出了一种新的突变算子用于进化算法。代表候选解决方案的染色体以这样的方式突变,即仅需要一个配置帧来在硬件中建立突变的候选解决方案。实验结果证实,较低粒度下的配置帧和突变的数量减少确保了更快的进化,在给定时间内产生更多候选解决方案以及具有更高质量的解决方案。

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