基于人工神经网络的小型无线单波段PIFA天线建模与设计

Lahcen Sellak, L. Aguni, S. Chabaa, S. Ibnyaich, A. Zeroual, A. Baddou
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引用次数: 1

摘要

在本文中,我们感兴趣的是使用基于多层感知器(MLP)的人工神经网络(ANN)设计一种紧凑的单波段PIFA天线。设计的天线将在2.45 GHz频率下工作,用于ISM(工业、科学和医疗)频段、医疗领域、移动电话、Wi-Fi和蓝牙。由于没有考虑到影响这些天线特性的所有参数的数学模型,这给这类天线的设计带来了困难。在本文中,我们的主要贡献是基于人工神经网络方法的PIFA天线综合分析模型的开发。为此,我们开发了一种基于多层感知器的神经网络模型,用于预测单波段PIFA天线的谐振频率和带宽。通过应用相同的方法,我们成功地找到了一个多层感知器结构,可以准确地预测PIFA单波段天线的尺寸。利用HFSS软件设计了工作频率为2.45 GHz的单频段PIFA天线,其-10dB带宽为1.0552 GHz,反射系数为- 51 dB,增益为6.5867 dB。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Modeling and Designing of a Compact Single Band PIFA Antenna for Wireless Application Using Artificial Neural Network
In this paper, we are interested to design a compact single band PIFA antenna using the artificial neural networks (ANN) based on the multilayer perceptrons (MLP). The designed antenna will operate at the frequency 2.45 GHz for ISM (Industrial, Scientific and Medical) band, the medical field, the mobile phone,the Wi-Fi and the Bluetooth. The absence of mathematical models that takes into account all the parameters that affect the characteristics of these antennas present a difficulty in the design of this type of antennas. In this paper, our main contribution is the development of a synthesis and analysis model for PIFA antenna based on the artificial neural network method. For this reasons, we have developed a model of the neural network based on the multilayer perceptron to predict the resonance frequency and the bandwidth of a single band PIFA antenna. By applying the same method, we managed to find a multilayer perceptron structure that can accurately predict the dimensions of the PIFA single band antenna. Using the HFSS software, we designed the single band PIFA antenna that can operate at the frequency 2.45 GHz and presents a bandwidth at -10dB equal 1.0552 GHz, a good reflection coefficient ( −51 dB), the gain is 6.5867 dB.
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