One shot for all: quick and accurate data aggregation for LPWANs

Ningning Hou, Xianjin Xia, Yifeng Wang, Yuanqing Zheng*

*Corresponding author for this work

Research output: Contribution to journalArticlepeer-review

5 Citations (Scopus)

Abstract

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.

Original languageEnglish
Pages (from-to)2285-2298
Number of pages14
JournalIEEE/ACM Transactions on Networking
Volume32
Issue number3
Early online date24 Jan 2024
DOIs
Publication statusPublished - Jun 2024

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