模拟退火模拟模组放置的遗传方法

Lihong Zhang, U. Kleine
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引用次数: 18

摘要

本文提出了一种将遗传算法与模拟退火相结合的模拟模块放置方法。该方法基于二叉树表示的左下角相对位置。该方法优于其他三种采用纯模拟退火或遗传算法实现的方法。采用正交实验对算法参数进行了研究。应用元遗传算法确定精确的参数值。专用的成本函数涵盖了模拟集成电路的特殊要求。实验结果表明,该算法具有较好的性能,且平均代价和标准差最小。
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A genetic approach to analog module placement with simulated annealing
This paper presents a novel approach to analog module placement with the combination of genetic algorithm and simulated annealing. The approach is based on the bottom-left relative placement represented by binary tree. It is superior to the other three approaches which were implemented with pure simulated annealing or genetic algorithms. A fractional factorial experiment was conducted using an orthogonal array to study the algorithm parameters. A meta-GA was applied to determine the exact parameter values. The dedicated cost function covers the special requirements of analog integrated circuits. The experimental results show this promising algorithm makes the best performance with the least mean cost and standard deviation over all the other compared approaches.
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