Real-Time Big Data Analytics in Smart Cities from LoRa-Based IoT Networks

被引:0
|
作者
Fernandez, Antonio M. [1 ]
Gutierrez-Aviles, David [1 ]
Troncoso, Alicia [1 ]
Martinez-Alvarez, Francisco [1 ]
机构
[1] Pablo de Olavide Univ, Data Sci & Big Data Lab, ES-41013 Seville, Spain
关键词
IoT; LoRaWAN; Real-time; Big data; Data streaming;
D O I
10.1007/978-3-030-20055-8_9
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The currently burst of the Internet of Things (IoT) technologies implies the emergence of new lines of investigation regarding not only to hardware and protocols but also to new methods of produced data analysis satisfying the IoT environment constraints: a real-time and a big data approach. The Real-time restriction is about the continuous generation of data provided by the endpoints connected to an IoT network; due to the connection and scaling capabilities of an IoT network, the amount of data to process is so high that Big data techniques become essential. In this article, we present a system consisting of two main modules. In one hand, the infrastructure, a complete LoRa based network designed, tested and deployment in the Pablo de Olavide University and, on the other side, the analytics, a big data streaming system that processes the inputs produced by the network to obtain useful, valid and hidden information.
引用
收藏
页码:91 / 100
页数:10
相关论文
共 50 条
  • [1] Toward a smart health: big data analytics and IoT for real-time miscarriage prediction
    Asri, Hiba
    Jarir, Zahi
    [J]. JOURNAL OF BIG DATA, 2023, 10 (01)
  • [2] Toward a smart health: big data analytics and IoT for real-time miscarriage prediction
    Hiba Asri
    Zahi Jarir
    [J]. Journal of Big Data, 10
  • [3] A LoRa-based Smart Streetlighting System for Smart Cities
    Bingol, Ezgi
    Kuzlu, Murat
    Pipattanasomporn, Manisa
    [J]. 2019 7TH INTERNATIONAL ISTANBUL SMART GRIDS AND CITIES CONGRESS AND FAIR (ICSG ISTANBUL 2019), 2019, : 66 - 70
  • [4] RT-LoRa: A Medium Access Strategy to Support Real-Time Flows Over LoRa-Based Networks for Industrial IoT Applications
    Leonardi, Luca
    Battaglia, Filippo
    Lo Bello, Lucia
    [J]. IEEE INTERNET OF THINGS JOURNAL, 2019, 6 (06) : 10812 - 10823
  • [5] IoT and Big Data Analytics for Smart Cities: A Global Perspective
    Aditya, Toddy
    Rahmayanti, Rahmayati
    [J]. URBAN STUDIES, 2023, 60 (16) : 3369 - 3372
  • [6] Exploiting IoT and big data analytics: Defining Smart Digital City using real-time urban data
    Rathore, M. Mazhar
    Paul, Anand
    Hong, Won-Hwa
    Seo, HyunCheol
    Awan, Imtiaz
    Saeed, Sharjil
    [J]. SUSTAINABLE CITIES AND SOCIETY, 2018, 40 : 600 - 610
  • [7] A Novel Real-Time Edge-Cloud Big Data Management and Analytics Framework for Smart Cities
    Cavicchioli, Roberto
    Martoglia, Riccardo
    Verucchi, Micaela
    [J]. JOURNAL OF UNIVERSAL COMPUTER SCIENCE, 2022, 28 (01) : 3 - 26
  • [8] Edge Intelligence for Real-Time Data Analytics in an IoT-Based Smart Metering System
    Hu, Hailin
    Tang, Liangrui
    [J]. IEEE NETWORK, 2020, 34 (05): : 68 - 74
  • [9] Big Data Analytics for Smart Cities
    Cerquitelli, Tania
    Migliorini, Sara
    Chiusano, Silvia
    [J]. ELECTRONICS, 2021, 10 (12)
  • [10] Big data analytics on social networks for real-time depression detection
    Angskun, Jitimon
    Tipprasert, Suda
    Angskun, Thara
    [J]. JOURNAL OF BIG DATA, 2022, 9 (01)