Versatility and Population Diversity of Evolutionary Algorithms in Automated Circuit Sizing Applications

C. Vișan, Octavian Pascu, Marius Stanescu, H. Cucu, C. Diaconu, Andi Buzo, G. Pelz
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引用次数: 5

Abstract

In modern circuit design, highly specialized engineers are using computer tools to increase their chance of finding the best configurations, while decreasing the development time. However, certain tasks, like circuit sizing, consist of try and error processes that require the designer’s attention for a variable amount of time. The task duration is usually directly proportional to the complexity of the circuit. To minimize the R&D costs of the circuit, relieving the designer from the repetitive tasks is essential. Thus, the trend of replacing manual-based circuit sizing by AI solutions is growing. In this context, we are comparing the five most promising Evolutionary Algorithms for circuit sizing automation. The focus of this paper is to assess the performance of the algorithms in terms of versatility and population diversity.
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进化算法在自动电路定径应用中的多功能性和种群多样性
在现代电路设计中,高度专业化的工程师正在使用计算机工具来增加他们找到最佳配置的机会,同时减少开发时间。然而,某些任务,如电路尺寸,包括尝试和错误的过程,需要设计师的注意力在可变的时间量。任务持续时间通常与电路的复杂程度成正比。为了最大限度地降低电路的研发成本,将设计人员从重复的任务中解脱出来是必不可少的。因此,人工智能解决方案取代手动电路尺寸的趋势正在增长。在这种情况下,我们比较了五种最有前途的电路尺寸自动化进化算法。本文的重点是从通用性和种群多样性的角度来评估算法的性能。
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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