Application of design style in evolutionary multi-level networks synthesis

T. Luba, C. Moraga, S. Yanushkevich, V. Shmerko, J. Kolodziejczyk
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引用次数: 6

Abstract

Considers the evolutionary design of logical networks from the computer-aided design (CAD) point of view. Scanning the space of all possible network solutions by a scanning window is the the crucial point of an evolutionary paradigm. This is the basis for the implementation of CAD methods in order to improve recently obtained results on the evolutionary approach for network synthesis. Firstly, we introduce the concept of a target design style in evolutionary network synthesis and show that it is closely related to the CAD problem of multi-level network design over a fixed library of cells. Secondly, because the network search space is partitionable, we use the technique of switching function decomposition. Therefore, independent parallel processing of subspaces via genetic algorithms (GAs) is possible. Moreover, since GAs are inherently parallel, we achieve massively parallel processing. The experimental data demonstrate the efficiency of the proposed approach and large improvements over recently obtained results.
设计风格在进化多层次网络综合中的应用
从计算机辅助设计(CAD)的角度考虑逻辑网络的进化设计。通过扫描窗口扫描所有可能的网络解的空间是进化范式的关键点。这是实现CAD方法的基础,以改进最近在网络综合的进化方法上获得的结果。首先,我们在进化网络合成中引入了目标设计风格的概念,并指出它与基于固定单元库的多层次网络设计CAD问题密切相关。其次,由于网络搜索空间是可分割的,我们采用了切换函数分解技术。因此,通过遗传算法对子空间进行独立并行处理是可能的。此外,由于GAs本质上是并行的,因此我们实现了大规模并行处理。实验数据证明了该方法的有效性,并且比最近获得的结果有了很大的改进。
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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