阿曼经验路径损失表征

Z. Nadir
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引用次数: 14

摘要

本文试图提供一些洞察无线电传播的性质,在那部分频谱(超高频)使用的实验。我们知道,对高质量和高容量网络的需求以及对覆盖范围的准确估计变得极其重要。因此,为了更精确地设计现代蜂窝网络的覆盖范围,必须考虑信号强度测量,以提供高效可靠的覆盖区域。本文研究了Okumura-Hata模型在阿曼Al Khuwair 890-960 MHz GSM频段的适用性。该研究仅针对城市地区进行,因为当地服务提供商提供的测量是关于城市地区的。计算了实测路径损耗值与基于Okumura-Hata模型预测的路径损耗值的均方误差(MSE)。我们根据Al-Khuwair市一个细胞的Okumura-Hata传播模型,通过研究路径损失在实录值和预测值之间的变化,然后用样条和三次回归找到缺失的实验数据,完成了模型的修正。所选择的模型是在对其他几种模型(非本研究范围)进行初步研究后认为最合适的。计算了实测路径损失值与基于Okumura-Hata模型预测的城市路径损失值的均方误差(MSE)。MSE高达6dB,是信号预测可接受的值。对实验数据集进行三次回归,对得到的实验数据进行比较分析。实验数据的路径损耗随距离的散点图显示了实验数据的三阶多项式趋势。因此,采用最小二乘法拟合三次回归模型,通过最小化白噪声的平方和来估计参数。该回归的决定系数表明,超过90%的路径损失变化可以解释。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Empirical pathloss characterization for Oman
This paper attempts to provide some insight into the nature of radio propagation in that part of the spectrum (UHF) used by experimenters. As we know that the need for high quality and high capacity networks and estimating coverage accurately has become extremely important. Therefore, for more accurate design coverage of modern cellular networks, signal strength measurements must be taken in consideration, in order to provide an efficient and reliable coverage area. This paper addresses the applicability of Okumura-Hata model in Al Khuwair, Oman in GSM frequency band of 890-960 MHz. The study was carried out for urban area only, since measurements provided from local service provider were about the urban areas. The mean square error (MSE) was calculated between measured path loss values and those predicated on basis of Okumura-Hata model for this area. We accomplish the modification of model by investigating the variation in pathloss between the measured and predicted values, according to the Okumura-Hata propagation model for a cell in Al-Khuwair city and then finding the missing experimental data with spline and cubic regression. The selected model was considered the most suitable after initial study of several other models (not the scope of current study). The mean square error (MSE) was calculated between measured path loss values and those predicated on basis of Okumura-Hata model for an urban area. The MSE is up to 6dB, which is an acceptable value for the signal prediction. The obtained experimental data is compared and analyzed further using a cubic regression on the set of the experimental data. Scatter plot of the experimental data on path loss verses distance reveals a third order polynomial trend in the experimental data. Therefore the cubic regression model was fitted using method of least squares which estimates the parameters by minimizing sum of squares of the white noise. The coefficient of determination of this regression suggested that more than 90% variation in path loss can be explained.
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