Neural Network Specialists for Inverse Spiral Inductor Design

被引:3
|
作者
Dervenis, Nikolaos [1 ]
Alexandridis, Georgios [1 ]
Stafylopatis, Andreas [1 ]
机构
[1] Natl Tech Univ Athens, Sch Elect & Comp Engn, Zografos, Greece
关键词
RF circuits; inverse spiral inductor design; neural networks; OPTIMIZATION;
D O I
10.1109/ICTAI.2018.00020
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Integrated spiral inductors are a fundamental part of Radio-Frequency (RF) circuits. In certain scenarios, a solution to the inverse spiral inductor design problem is required; given the desired properties of an inductor, locate the most suitable geometric characteristics. This problem does not have a unique solution and current approaches approximate it through a number of differential equations and the subsequent application of optimization techniques that narrow down the set of feasible solutions. In this work, the Neural Network Specialists model is outlined; a preliminary approach to solving the aforementioned problem using fully connected neural network models. The obtained results on a first round of experiments are encouraging, especially in terms of the reduction in time complexity.
引用
收藏
页码:60 / 64
页数:5
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