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Design of circular/triangular patch microstrip antennas using a single neural model

机译:使用单个神经模型设计圆形/三角形贴片微带天线

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摘要

An efficient and quick approach based on artificial neural networks (ANN) is being applied on different patches of microstrip antennas since last one decade. Different scientists have proposed different neural models for analyzing the different types of microstrip patches like rectangular, triangular, square, circular etc. whereas few models have also been proposed for designing rectangular, triangular and square patches. But in the available literature of microstrip antennas with neural networks no single model has been proposed till date firstly for calculating the radius of the circular patch microstrip antenna (CPMSA) and secondly for calculating more than one parameter like radius of the CPMSA and side-length of the equilateral triangular patch microstrip antenna (ETMSA) simultaneously. In this paper authors have proposed a multi-layered perceptron feed forward neural network model for calculating the radius/side-length of the circular patch/triangular patch microstrip antennas simultaneously. The model has also been validated on some mathematically generated datasets that are not included in training or testing of the model. The results obtained by the proposed model are in conformity and very good in agreement with the experimental results given in the literature.
机译:自最近十年以来,一种基于人工神经网络(ANN)的有效且快速的方法已应用于微带天线的不同贴片上。不同的科学家提出了不同的神经模型来分析不同类型的微带贴片,例如矩形,三角形,正方形,圆形等。然而,也很少有人提出设计矩形,三角形和正方形贴片的模型。但是,在现有的具有神经网络的微带天线文献中,迄今为止,尚未提出任何单一模型,首先用于计算圆形贴片微带天线(CPMSA)的半径,其次用于计算多个参数,例如CPMSA的半径和边长等边三角形贴片微带天线(ETMSA)同时进行。本文作者提出了一种多层感知器前馈神经网络模型,用于同时计算圆形贴片/三角形贴片微带天线的半径/边长。该模型还已经在一些数学生成的数据集中进行了验证,这些数据没有包含在模型的训练或测试中。所提出的模型获得的结果与文献中给出的实验结果相吻合并且非常好。

著录项

  • 来源
  • 会议地点 Kolkata(IN)
  • 作者

    Khan Taimoor; De Asok;

  • 作者单位

    Department of Electronics and Communication Engineering, Delhi Technological University (Formerly Delhi College of Engineering), Shahbad Daulatpur, Bawana Road, Delhi-110 042, India;

  • 会议组织
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 通信;
  • 关键词

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