Sensor Networks with Edge Intelligence for Reliable Air Quality Monitoring in the Covid-19 Era

被引:0
|
作者
Katsiri, Eleftheria [1 ]
机构
[1] Democritus Univ Thrace, Dept Elect & Comp Engn, Xanthi 67100, Greece
来源
PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON INNOVATIONS IN COMPUTING RESEARCH (ICR'22) | 2022年 / 1431卷
关键词
Low-cost sensors; Air quality monitoring; Internet of things; Raspberry pi; Arduino; Wireless sensor networks; Printed circuit boards; Delay tolerant networking; Middleware; Publish/subscribe; LOW-COST; EXPOSURE ASSESSMENT; POLLUTION; CITY;
D O I
10.1007/978-3-031-14054-9_36
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Rapid advancements in affordable, miniaturised air pollution sensor technologies offer the potential to capture the high variability of personal exposure to air pollution during daily life with unprecedented spatial and temporal resolution. However, concerns remain regarding the suitability of these novel technologies for scientific and policy purposes due to their lack of reliability. The aim of this work is the development of three types of portable air quality devices that monitor particulate matter, differential pressure and outdoor emissions (CO, CO2, O3 and VOCs) with high reliability using low-cost sensors and communicating measurements to the cloud in real time. Reliability is strengthened in all three places: at the sensor level, the device/edge level and at the cloud, cashing data until network connectivity is restored. In order to evaluate their efficiency, two case studies were deployed: (a) in a modern industrial setting and (b) in an IT office space in Greece and the findings are reported.
引用
收藏
页码:383 / 396
页数:14
相关论文
共 50 条
  • [1] COVID-19, air quality and space monitoring
    Tourre, Yves M.
    Paulin, Mireille
    Dhonneur, Gilles
    Attias, David
    Pathak, Atul
    GEOSPATIAL HEALTH, 2022, 17
  • [2] Air quality monitoring device to mitigate the spread of COVID-19 in educational buildings
    Quiroga, Diego
    Diaz, Sergio
    Pastrana, Homero F.
    ASIAN JOURNAL OF ATMOSPHERIC ENVIRONMENT, 2024, 18 (01)
  • [3] An Improved Air Quality Monitoring System Based On Wireless Sensor Networks
    Sun, Jian
    Zhang, Zailong
    Shen, Shu
    Zou, Zhiqiang
    PROCEEDINGS OF 2017 2ND INTERNATIONAL CONFERENCE ON COMMUNICATION AND INFORMATION SYSTEMS (ICCIS 2017), 2015, : 31 - 36
  • [4] A New Black Carbon Sensor for Dense Air Quality Monitoring Networks
    Caubel, Julien J.
    Cados, Troy E.
    Kirchstetter, Thomas W.
    SENSORS, 2018, 18 (03)
  • [5] Wireless sensor networks for indoor air quality monitoring
    Yu, Tsang-Chu
    Lin, Chung-Chih
    Chen, Chun-Chang
    Lee, Wei-Lun
    Lee, Ren-Guey
    Tseng, Chao-Heng
    Liu, Shi-Ping
    MEDICAL ENGINEERING & PHYSICS, 2013, 35 (02) : 231 - 235
  • [6] COVID-19, commuting flows, and air quality
    Lee, Munseob
    Finerman, Rachel
    JOURNAL OF ASIAN ECONOMICS, 2021, 77
  • [7] Impacts of COVID-19 on Air Quality in India
    Verma, Ram Lal
    Kamyotra, Jatinder Singh
    AEROSOL AND AIR QUALITY RESEARCH, 2021, 21 (04)
  • [8] COVID-19 Symptoms Monitoring Mechanism using Internet of Things and Wireless Sensor Networks
    Al-Shalabi, Mohammed
    INTERNATIONAL JOURNAL OF COMPUTER SCIENCE AND NETWORK SECURITY, 2020, 20 (08): : 16 - 20
  • [9] Air quality and the COVID-19 outbreak in China
    Gan, Wen-tao
    Zhou, Meng-Yun
    Cheng, Yong-ran
    Ye, Lan
    Chen, Juan
    Wang, Ming-Wei
    Feng, Zhan-hui
    ALLERGOLOGIA ET IMMUNOPATHOLOGIA, 2021, 49 (01) : 165 - 167
  • [10] Towards an Open Global Air Quality Monitoring Platform to Assess Children's Exposure to Air Pollutants in the Light of COVID-19 Lockdowns
    Last, Christina
    Pramanik, Prithviraj
    Saini, Nikita
    Majety, Akash Smaran
    Kim, Do-Hyung
    Garcia-Herranz, Manuel
    Majumdar, Subhabrata
    EXTENDED ABSTRACTS OF THE 2021 CHI CONFERENCE ON HUMAN FACTORS IN COMPUTING SYSTEMS (CHI'21), 2021,