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Intelligent Model of Microwave Filter Using PDGS with Defected Rectangles

机译:具有变形矩形的PDGS的微波滤波器智能模型

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Microwave filter is the kind of device which can separate different signals within a certain band of microwave frequency, widely used in microwave communication system. Periodic defected ground structures (PDGS) with defected rectangles have excellent filter properties when periodic unit amounts and structure sizes meet appropriate conditions. In this paper, intelligent model of PDGS with defected rectangles is developed for the first time on the basis of FDTD analysis. Periodic unit amounts, the structure sizes of PDGS with defected rectangles and the frequency are defined as the input samples of artificial neural network (ANN), transmission coefficient (S21) are defined as the output samples. Transmission coefficient of PDGS at any arbitrary periodic unit amounts, any arbitrary structure sizes and any arbitrary frequency within training values range can be obtained quickly from intelligent model after the ANN has been successfully trained with the Bayesian Regularization algorithm. Finally, intelligent model has been approved by FDTD results. It is also showed that intelligent model is very effective, which will provide powerful approach for the precise analysis and quick design of microwave filter using PDGS with defected rectangles.
机译:微波滤波器是一种可以在微波一定频率范围内分离出不同信号的装置,广泛用于微波通信系统中。当周期性单位数量和结构尺寸满足适当条件时,带有缺陷矩形的周期性缺陷地面结构(PDGS)具有出色的过滤性能。本文在FDTD分析的基础上,首次开发了具有缺陷矩形的PDGS智能模型。将周期单位量,带有缺陷矩形的PDGS的结构尺寸和频率定义为人工神经网络(ANN)的输入样本,将传输系数(S21)定义为输出样本。在使用贝叶斯正则化算法成功训练ANN之后,可以从智能模型中快速获得训练值范围内任何任意周期性单位量,任意结构尺寸和任意频率下PDGS的传输系数。最后,智能模型已被FDTD结果所认可。结果表明,智能模型是非常有效的,它将为带有缺陷矩形的PDGS的微波滤波器的精确分析和快速设计提供有力的方法。

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