一劳永逸:lpwan快速准确的数据聚合

Ningning Hou, Xianjin Xia, Yifeng Wang, Yuanqing Zheng
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引用次数: 4

摘要

本文提出了一种快速准确的LoRa网络数据聚合策略One-shot的设计与实现。为了便于数据聚合,One-shot为不同的LoRa节点分配了不同的啁啾来编码单个数据。一次性协调节点并发传输编码数据包。接收并发传输,一次性网关检查叠加啁啾信号的频率,并计算应用程序定义的聚合函数(例如,sum, max, count等),从而快速概述大型监控区域中的传感器数据。One-shot开发技术来处理一系列涉及并发啁啾的频率和时间同步的实际挑战。我们通过大量的实验来评估One-shot的有效性。结果表明,One-shot在聚合精度和查询效率方面大大优于最先进的数据聚合方法。
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One Shot for All: Quick and Accurate Data Aggregation for LPWANs
This paper presents our design and implementation of a fast and accurate data aggregation strategy for LoRa networks named One-shot. To facilitate data aggregation, One-shot assigns distinctive chirps for different LoRa nodes to encode individual data. One-shot coordinates the nodes to concurrently transmit encoded packets. Receiving concurrent transmissions, One-shot gateway examines the frequencies of superimposed chirp signals and computes application-defined aggregate functions (e.g., sum, max, count, etc.), which give a quick overview of sensor data in a large monitoring area. One-shot develops techniques to handle a series of practical challenges involved in frequency and time synchronization of concurrent chirps. We evaluate the effectiveness of One-shot with extensive experiments. Results show that One-shot substantially outperforms state-of-the-art data aggregation methods in terms of aggregation accuracy as well as query efficiency.
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