基于代理建模技术的平面电感器多目标混合整数设计优化

S. Koziel, P. Kurgan, John W. Handler
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引用次数: 4

摘要

本文讨论了利用代理建模技术对平面电感器进行多目标优化设计。目标是在给定的工作频率下,确定电感的质量因子与其尺寸之间的最佳权衡,同时保持所需的电感值。设计问题是一个混合整数任务,涉及几何参数以及电感绕组的数量。最初的帕累托前沿是通过优化现有结构的数据驱动代理来找到的,并通过响应校正技术进一步改进。我们的考虑是用65纳米CMOS技术实现的3.5 nh螺旋电感器来说明的。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Multi-objective mixed-integer design optimization of planar inductors using surrogate modeling techniques
In this paper, we discuss multi-objective design optimization of planar inductors using surrogate modeling techniques. The goal is to identify the best possible trade-offs between the quality factor of the inductor and its size while maintaining a required value of the inductance at a given operating frequency. The design problem is formulated as a mixed-integer task involving geometry parameters as well as the number of inductor windings. The initial Pareto front is found by optimizing a data-driven surrogate of the structure at hand, further refined by means of response correction techniques. Our considerations are illustrated using a 3.5-nH spiral inductor implemented in 65-nm CMOS technology.
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