论文标题
精度与MMWave射线追踪的复杂性:完整的堆栈视角
Accuracy vs. Complexity for mmWave Ray-Tracing: A Full Stack Perspective
论文作者
论文摘要
毫米波(MMWave)频段将在未来无线系统的无线电访问中提供每秒多数的连接。频谱这一部分的高传播损失要求部署大型天线阵列,以通过高方向增益来补偿损失,从而在通道模型中引入空间维度,以准确地表示MMWAVE网络的性能。从这个角度来看,射线追踪可以根据多路径组件(MPC)来表征通道,以以极端的计算复杂性(例如,用于处理有关传播的详细环境信息)提供高度准确的模型,这限制了模拟的可扩展性。在本文中,我们提出了可能的简化,以通过减少MPC的总数来改善MMWaves射线追踪模拟中的精度和复杂性之间的权衡。通过端到端仿真,测试不同的配置参数,传播方案和更高层协议实现,从全堆栈的角度评估了这种简化的效果。然后,我们提供有关最佳简化程度的准则,为此,可以降低模拟的复杂性,而对于不同部署方案的准确性最小。
The millimeter wave (mmWave) band will provide multi-gigabits-per-second connectivity in the radio access of future wireless systems. The high propagation loss in this portion of the spectrum calls for the deployment of large antenna arrays to compensate for the loss through high directional gain, thus introducing a spatial dimension in the channel model to accurately represent the performance of a mmWave network. In this perspective, ray-tracing can characterize the channel in terms of Multi Path Components (MPCs) to provide a highly accurate model, at the price of extreme computational complexity (e.g., for processing detailed environment information about the propagation), which limits the scalability of the simulations. In this paper, we present possible simplifications to improve the trade-off between accuracy and complexity in ray-tracing simulations at mmWaves by reducing the total number of MPCs. The effect of such simplifications is evaluated from a full-stack perspective through end-to-end simulations, testing different configuration parameters, propagation scenarios, and higher-layer protocol implementations. We then provide guidelines on the optimal degree of simplification, for which it is possible to reduce the complexity of simulations with a minimal reduction in accuracy for different deployment scenarios.