Gaussian Random Fields as a Model for Spatially Correlated Log-Normal Fading

D. Catrein, R. Mathar
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引用次数: 19

Abstract

Slow fading or shadowing on a wireless channel is commonly modeled by stochastically independent, log-normally distributed random variables. However, as slow fading is caused by buildings and large size obstacles, spatial correlations occur. In this paper, Gaussian random fields are used as a model for correlated slow fading in urban environments. An exponential correlation function is employed. The according parameters are estimated from path gain predictions by an accurate ray-optical propagation algorithm, named CORLA. Furthermore, a multidimensional model is suggested to describe correlated shadowing of the path gains from different base stations to a single receiver.
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作为空间相关对数正态消隐模型的高斯随机场
无线信道上的慢衰落或阴影通常由随机独立、对数正态分布的随机变量来模拟。然而,由于慢速衰落是由建筑物和大型障碍物造成的,因此会出现空间相关性。本文采用高斯随机场作为城市环境中相关慢衰落的模型。采用了指数相关函数。根据精确的光线-光学传播算法(名为 CORLA)对路径增益的预测估算出相应的参数。此外,还提出了一个多维模型来描述从不同基站到单个接收器的路径增益的相关阴影。
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