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
相关论文
共 50 条
  • [1] StairNet: Top-Down Semantic Aggregation for Accurate One Shot Detection
    Woo, Sanghyun
    Hwang, Soonmin
    Kweon, In So
    2018 IEEE WINTER CONFERENCE ON APPLICATIONS OF COMPUTER VISION (WACV 2018), 2018, : 1093 - 1102
  • [2] All in one shot
    不详
    MECHANICAL ENGINEERING, 2003, 125 (07) : 22 - 22
  • [3] ACCURATE PROGRAMMABLE ONE SHOT
    BARNETT, TG
    ELECTRONICS WORLD & WIRELESS WORLD, 1990, 96 (1650): : 302 - 302
  • [4] Aggregation of solubility data for quick access
    Sharma, Parijat
    Davis, Brandon
    Belford, Robert
    Muzyka, Jennifer
    Lang, Andrew
    Cuadros, Jordi
    ABSTRACTS OF PAPERS OF THE AMERICAN CHEMICAL SOCIETY, 2016, 251
  • [5] Poster: Accurate Data Aggregation for VANETs
    Ibrahim, Khaled
    Weigle, Michele C.
    VANET'07: PROCEEDINGS OF THE FOURTH ACM INTERNATIONAL WORKSHOP ON VEHICULAR AD HOC NETWORKS, 2007, : 71 - 72
  • [6] One Sketch for All: One-Shot Personalized Sketch Segmentation
    Qi, Anran
    Gryaditskaya, Yulia
    Xiang, Tao
    Song, Yi-Zhe
    IEEE TRANSACTIONS ON IMAGE PROCESSING, 2022, 31 : 2673 - 2682
  • [7] DIGITAL ONE-SHOT PRODUCES LONG, ACCURATE PULSES
    ANDERSON, RL
    EDN MAGAZINE-ELECTRICAL DESIGN NEWS, 1978, 23 (05): : 127 - 127
  • [8] One Shot Wonder: A Vaccine Against All Coronaviruses
    Mertz, Leslie
    IEEE PULSE, 2020, 11 (06) : 2 - 5
  • [9] Closer Look One Shot to Cure Them All
    Fry, Erika
    FORTUNE, 2015, 171 (02) : 10 - 12
  • [10] An Efficient Algorithm for Accurate Sensor Data Aggregation
    Xiao, Ying-yuan
    Zhao, Xin-rong
    Shen, Yan
    Deng, Hua-feng
    Hsu, Ching-hsien
    INTERNATIONAL CONFERENCE ON INFORMATICS, CONTROL AND AUTOMATION (ICA 2015), 2015, : 195 - 199