论文标题
建模多细胞边缘视频分析
Modelling multi-cell edge video analytics
论文作者
论文摘要
Edge Intelligence是用于分析分布式数据的可扩展解决方案，但是除非还考虑了褪色和干扰的固有方面，否则它不能在大规模的蜂窝网络中提供可靠的服务。在本文中，我们介绍了在多细胞细胞系统中建模边缘视频分析的第一个数学框架。我们得出了覆盖范围概率，千古能力，在目标延迟要求中成功完成视频分析的概率以及有效帧速率的表达式。我们还分析了系统参数对检测算法准确性，边缘服务器的支持帧速率以及系统公平性的效果。
Edge intelligence is a scalable solution for analyzing distributed data, but it cannot provide reliable services in large-scale cellular networks unless the inherent aspects of fading and interference are also taken into consideration. In this paper, we present the first mathematical framework for modelling edge video analytics in multi-cell cellular systems. We derive the expressions for the coverage probability, the ergodic capacity, the probability of successfully completing the video analytics within a target delay requirement, and the effective frame rate. We also analyze the effect of the system parameters on the accuracy of the detection algorithm, the supported frame rate at the edge server, and the system fairness.
