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Double Regression: Efficient spatially correlated path loss model for wireless network simulation

机译:双重回归:用于无线网络仿真的高效空间相关路径损耗模型

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The accuracy of wireless network packet simulation critically depends on the quality of the wireless channel models. These models directly affect the fundamental network characteristics, such as link quality, transmission range, and capture effect, as well as their dynamic variation in time and space. Path loss is the stationary component of the channel model affected by the shadowing in the environment. Existing path loss models are inaccurate, require very high measurement or computational overhead, and/or often cannot be made to represent a given environment. The paper contributes a flexible path loss model that uses a novel approach for spatially coherent interpolation from available nearby channels to allow accurate and efficient modeling of path loss. We show that the proposed model, called Double Regression (DR), generates a correlated space, allowing both the sender and the receiver to move without abrupt change in path loss. Combining DR with a traditional temporal fading model, such as Rayleigh fading, provides an accurate and efficient channel model that we integrate with the NS-2 simulator. We use measurements to validate the accuracy of the model for a number of scenarios. We also show that there is substantial impact on simulation behavior (e.g., up to 600% difference in throughput for simple scenarios) when path loss is modeled accurately.
机译:无线网络数据包模拟的准确性主要取决于无线通道模型的质量。这些模型直接影响网络的基本特性,例如链路质量,传输范围和捕获效果,以及它们在时间和空间上的动态变化。路径损耗是受环境中的阴影影响的通道模型的固定组成部分。现有的路径损耗模型是不准确的,需要非常高的测量或计算开销,并且/或者经常不能被用来表示给定的环境。本文提供了一种灵活的路径损耗模型,该模型使用一种新颖的方法从可用的附近信道进行空间相干插值,从而可以对路径损耗进行准确而有效的建模。我们表明,所提出的模型称为Double Regression(DR),它生成了一个相关的空间,使发送方和接收方都可以移动而不会突然改变路径损耗。将DR与传统的时间衰落模型(如瑞利衰落)结合使用,可提供我们与NS-2模拟器集成的准确而有效的信道模型。我们使用测量来验证模型在许多情况下的准确性。我们还显示,如果对路径损耗进行精确建模,则会对仿真行为产生重大影响(例如,对于简单方案而言,吞吐量差异最多可达到600%)。

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