流言蜚语用于阈值检测

F. Wuhib, R. Stadler, M. Dam
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引用次数: 14

摘要

我们研究了使用八卦协议来检测网络范围内聚合的阈值交叉。使用SUM、AVERAGE、COUNT、MAX和MIN等函数从本地设备变量计算聚合。使用标准八卦方案执行聚合和检测过程。一个关键的设计元素是让节点根据节点对全局聚合的局部估计与阈值本身之间的距离动态调整它们的邻居交互率。我们表明,这可以大大节省通信开销。特别是,当聚合远远高于或远远低于阈值时,开销变得可以忽略不计。我们提出了关于协议效率、阈值检测质量、可扩展性和可控性的仿真研究的评估结果。
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Gossiping for threshold detection
We investigate the use of gossip protocols to detect threshold crossings of network-wide aggregates. Aggregates are computed from local device variables using functions such as SUM, AVERAGE, COUNT, MAX and MIN. The process of aggregation and detection is performed using a standard gossiping scheme. A key design element is to let nodes dynamically adjust their neighbor interaction rates according to the distance between the nodes' local estimate of the global aggregate and the threshold itself. We show that this allows considerable savings in communication overhead. In particular, the overhead becomes negligible when the aggregate is sufficiently far above or far below the threshold. We present evaluation results from simulation studies regarding protocol efficiency, quality of threshold detection, scalability, and controllability.
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