Low-cost PM Sensors Performance, Drift Analysis, Calibration and Optimal Deployment

被引:1
作者
Tiwari, Gautam [1 ]
Lall, Brejesh [1 ]
机构
[1] Indian Inst Technol Delhi, BSTTM, Delhi, India
来源
2023 15TH INTERNATIONAL CONFERENCE ON COMMUNICATION SYSTEMS & NETWORKS, COMSNETS | 2023年
关键词
Air Pollution; Quantitative Assessment; Gaussian distribution; R square Values; Bins-Variation; Intervariability; Mann Whitney Test and Wilcox signed-rank test; Low cost sensor network; Correlation coefficient;
D O I
10.1109/COMSNETS56262.2023.10041400
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
This research work, introduces the method to find agreement among low-cost sensors in collocation (Intervariability) monitoring PM Concentrations and ways to correct it. Variability observed in extreme ranges of humidity, temperature and level of concentration. Further, unreasonable layout of sensor nodes is optimized in the monitoring network and showed that monitoring of air pollution of an entire area can be possible using only a few significant nodes. In future, this reliable PM sensor based AQM system can be used on Terrestrial and Aerial Mobile Platforms for PM monitoring. PM concentration values generally higher at places, which are heavily trafficked and close proximity to construction activities. Real-time pollution tracking is another possibility using this reliable and stable mobile AQM system prototype integrated with UAVs.
引用
收藏
页数:5
相关论文
共 12 条
[1]  
Ballamajalu R, 2018, Arxiv, DOI arXiv:1811.07847
[2]   Energy-efficient coverage optimization in wireless sensor networks based on Voronoi-Glowworm Swarm Optimization-K-means algorithm [J].
Chowdhury, Aparajita ;
De, Debashis .
AD HOC NETWORKS, 2021, 122
[3]  
Durango A., 2018, J. Negros Orient. State Univ.
[4]   A distributed network of low-cost continuous reading sensors to measure spatiotemporal variations of PM2.5 in Xi'an, China [J].
Gao, Meiling ;
Cao, Junji ;
Seto, Edmund .
ENVIRONMENTAL POLLUTION, 2015, 199 :56-65
[5]   Low Cost Platform Design for Pollution Measurement in Delhi-NCR using Vehicle-Mounted Sensors [J].
Goyal, Tanishka ;
Singh, Ankita ;
Chhaya, Smriti ;
Vikas, Aditi ;
Garg, Poorva ;
Malik, Ritika ;
Sen, Rijurekha .
MOBICOM'18: PROCEEDINGS OF THE 24TH ANNUAL INTERNATIONAL CONFERENCE ON MOBILE COMPUTING AND NETWORKING, 2018, :759-761
[6]   The influence of humidity on the performance of a low-cost air particle mass sensor and the effect of atmospheric fog [J].
Jayaratne, Rohan ;
Liu, Xiaoting ;
Thai, Phong ;
Dunbabin, Matthew ;
Morawska, Lidia .
ATMOSPHERIC MEASUREMENT TECHNIQUES, 2018, 11 (08) :4883-4890
[7]   Field Test of Several Low-Cost Particulate Matter Sensors in High and Low Concentration Urban Environments [J].
Johnson, Karoline K. ;
Bergin, Michael H. ;
Russell, Armistead G. ;
Hagler, Gayle S. W. .
AEROSOL AND AIR QUALITY RESEARCH, 2018, 18 (03) :565-578
[8]   Low-cost sensors for measuring airborne particulate matter: Field evaluation and calibration at a South-Eastern European site [J].
Kosmopoulos, G. ;
Salamalikis, V. ;
Pandis, S. N. ;
Yannopoulos, P. ;
Bloutsos, A. A. ;
Kazantzidis, A. .
SCIENCE OF THE TOTAL ENVIRONMENT, 2020, 748
[9]  
Krause A, 2008, J MACH LEARN RES, V9, P235
[10]   Analysing the performance of low-cost air quality sensors, their drivers, relative benefits and calibration in citiesa case study in Sheffield [J].
Munir, Said ;
Mayfield, Martin ;
Coca, Daniel ;
Jubb, Stephen A. ;
Osammor, Ogo .
ENVIRONMENTAL MONITORING AND ASSESSMENT, 2019, 191 (02)