Development brings scalability to hardware evolution

Timothy G. W. Gordon, P. Bentley
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引用次数: 65

Abstract

The scalability problem is a major impediment to the use of hardware evolution for real-world circuit design problems. A potential solution is to model the map between genotype and phenotype on biological development. Although development has been shown to improve scalability for a few toy problems, it has not been demonstrated for any circuit design problems. This paper presents such a demonstration for two problems, the n-bit adder with carry and even n-bit parity problems, and shows that development imposes, and benefits from, fewer constraints on evolutionary innovation than other approaches to scalability.
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开发为硬件进化带来了可伸缩性
可扩展性问题是使用硬件进化解决实际电路设计问题的主要障碍。一个潜在的解决方案是在生物发育中建立基因型和表型之间的映射模型。虽然开发已经被证明可以提高一些小问题的可扩展性,但它还没有被证明适用于任何电路设计问题。本文给出了两个问题的演示,n位进位加法器和偶数n位奇偶性问题,并表明与其他可扩展性方法相比,开发对进化创新施加的约束更少,并从中受益。
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