One Shot for All: Quick and Accurate Data Aggregation for LPWANs

被引:0
|
作者
Hou, Ningning [1 ,2 ]
Xia, Xianjin [2 ]
Wang, Yifeng [2 ]
Zheng, Yuanqing [2 ]
机构
[1] Macquarie Univ, Sch Comp, Sydney, NSW 2109, Australia
[2] Hong Kong Polytech Univ, Dept Comp, Hong Kong, Peoples R China
关键词
LPWAN; aggregate queries; sensor networks;
D O I
10.1109/TNET.2024.3353792
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
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, ), 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.
引用
收藏
页码:2285 / 2298
页数:14
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