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首页> 外文期刊>International journal of numerical modelling >Point‐by‐point Pareto front exploration and adjoint sensitivities for rapid multi‐objective optimization of compact impedance matching transformers
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Point‐by‐point Pareto front exploration and adjoint sensitivities for rapid multi‐objective optimization of compact impedance matching transformers

机译:点对点Pareto前沿探索和伴随灵敏度,用于紧凑型阻抗匹配变压器的快速多目标优化

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摘要

This paper proposes a technique for rapid multi-objective optimization of miniaturized impedance matching transformers. The key component of our methodology is direct exploration of the Pareto front in the search for a set of alternative designs that represent the best possible trade-offs between conflicting objectives (here, the maximum reflection level within a frequency band of interest and the circuit size). In particular, starting from the design corresponding to the best electrical performance of the circuit, the subsequent Pareto-optimal designs are obtained by a series of local optimizations with respect to one of the objectives, using the previously found solution as a starting point. The optimization is constrained not to degrade the other objective beyond a certain threshold (determining the spread of the solutions along the Pareto front). Low cost of the design process is ensured by exploiting cheap adjoint sensitivities. Our technique is demonstrated using an example of a compact 3-section impedance transformer matching the 50-Ohm source to the 130-Ohm load and working in 3.1-to-10.6 GHz and range. For this example, 16-element representation of the Pareto set is obtained at the cost of just 60 evaluations of the full-wave EM simulation model of the transformer structure.
机译:本文提出了一种用于小型化阻抗匹配变压器的快速多目标优化技术。我们方法学的关键组成部分是直接探索帕累托前沿,以寻找一组可替代的设计,这些设计代表了相互矛盾的目标之间的最佳折衷(此处是相关频段内的最大反射水平和电路尺寸) )。特别地,从与电路的最佳电性能相对应的设计开始,通过使用先前找到的解决方案作为起点,通过针对一个目标的一系列局部优化来获得随后的帕累托最优设计。优化被约束为不使另一个目标降级到一定阈值以上(确定解在Pareto前沿的分布)。通过利用廉价的伴随灵敏度确保设计过程的低成本。我们以一个紧凑的三段式阻抗变压器为例来演示我们的技术,该变压器将50Ω的电源匹配到130Ω的负载,并在3.1至10.6 GHz和范围内工作。对于此示例,仅需对变压器结构的全波EM仿真模型进行60次评估,即可获得Pareto集的16个元素表示。

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