Suppr超能文献

DDR-coin:一种高效的概率分布式触发计数算法。

DDR-coin: An Efficient Probabilistic Distributed Trigger Counting Algorithm.

作者信息

Kim Seokhyun, Park Yongsu

机构信息

Coupang Corp., Tower 730, 570 Songpa-daero, Songpa-gu, Seoul 05510, Korea.

Department of Computer Science, Hanyang University, Seoul 04763, Korea.

出版信息

Sensors (Basel). 2020 Nov 11;20(22):6446. doi: 10.3390/s20226446.

Abstract

A distributed trigger counting (DTC) problem is to detect triggers in the distributed system consisting of nodes. DTC algorithms can be used for monitoring systems using sensors to detect a significant global change. When designing an efficient DTC algorithm, the following goals should be considered; minimizing the whole number of exchanged messages used for counting triggers and even distribution of communication loads among nodes. In this paper, we present an efficient DTC algorithm, DDR-coin (Deterministic Detection of Randomly generated coins). The message complexity-the total number of exchanged messages-of DDR-coin is O(nlogn(w/n)) in average. MaxRcvLoad-the maximum number of received messages to detect triggers in each node-is O(logn(w/n)) on average. DDR-coin is not an exact algorithm; even though triggers are received by the nodes, it can fail to raise an alarm with a negligible probability. However, DDR-coin is more efficient than exact DTC algorithms on average and the gap between those is increased for larger . We implemented the prototype of the proposed scheme using NetLogo 6.1.1. We confirmed that experimental results are close to our mathematical analysis. Compared with the previous schemes-TreeFill, CoinRand, and RingRand- DDR-coin shows smaller message complexity and MaxRcvLoad.

摘要

分布式触发计数(DTC)问题是在由节点组成的分布式系统中检测触发事件。DTC算法可用于使用传感器的监控系统,以检测重大的全局变化。在设计高效的DTC算法时,应考虑以下目标:最小化用于计数触发事件的交换消息总数,并使节点之间的通信负载均匀分布。在本文中,我们提出了一种高效的DTC算法DDR-coin(随机生成硬币的确定性检测)。DDR-coin的消息复杂度(交换消息的总数)平均为O(nlogn(w/n))。每个节点检测触发事件时接收的最大消息数MaxRcvLoad平均为O(logn(w/n))。DDR-coin不是一种精确算法;即使节点接收到触发事件,它也可能以可忽略的概率未能发出警报。然而,DDR-coin平均比精确的DTC算法更高效,并且对于更大的 ,两者之间的差距会增大。我们使用NetLogo 6.1.1实现了所提出方案的原型。我们证实实验结果与我们的数学分析相近。与先前的方案TreeFill、CoinRand和RingRand相比,DDR-coin显示出更小的消息复杂度和MaxRcvLoad。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/cf3c/7696785/6a60c1bec7d4/sensors-20-06446-g001.jpg

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验