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Two-Dimensional Deterministic Propagation Models Approach and Comparison With Calibrated Empirical Models

机译:二维确定性传播模型方法及与校准经验模型的比较

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摘要

Since the development of wireless cellular networks in the early 1970s, their unpredictable success has led to particular interest in developing accurate propagation models, particularly for indoor environments where small cells are deployed. Many propagation models have been proposed in literature, and they are classified into three major categories, i.e., empirical, semiempirical, and deterministic models. Deterministic models such as ray tracing and radiosity are very attractive due to their accuracy, but their 3-D formulation makes them tedious to use, and their migration to a 2-D representation becomes a necessity. In this paper, we propose to develop and implement a 2-D approach for ray tracing and radiosity that allows saving memory and processing time while maintaining prediction accuracy. The performance of the two methods is evaluated using measurements taken in the CITI laboratory building. It is shown that 2-D radiosity meets the ITU accuracy statistics recommendations for a 2.4-GHz indoor test environment with a mean error near to zero and a standard deviation of 5.98 dB. The comparison to 2-D ray tracing and an empirical calibrated model such as log-normal shadowing and the Cheung model shows that 2-D radiosity is the most accurate and saves more than 70% of the processing time compared with 2-D ray tracing while using almost the same memory load.
机译:自1970年代初无线蜂窝网络发展以来,其不可预测的成功已引起人们对开发精确的传播模型的兴趣,特别是对于部署了小型蜂窝的室内环境。文献中已经提出了许多传播模型,它们被分为三大类,即经验模型,半经验模型和确定性模型。确定性模型(例如射线追踪和射线辐射)由于其准确性而非常有吸引力,但是其3-D表示形式使它们使用起来很繁琐,并且必须迁移到2-D表示形式。在本文中,我们提议开发和实现一种用于射线追踪和辐射度的二维方法,该方法可以在保持预测精度的同时节省内存和处理时间。使用在CITI实验室中进行的测量来评估这两种方法的性能。结果表明,二维光能传递满足2.4 GHz室内测试环境的ITU精度统计建议,其平均误差接近零,标准偏差为5.98 dB。与2D射线追踪和经验校准模型(例如对数正态阴影和Cheung模型)的比较表明,与2D射线追踪相比,2D辐射度最准确,可节省70%以上的处理时间同时使用几乎相同的内存负载。

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