TY - CHAP
T1 - Monitoring of air quality with low-cost electrochemical sensors and the use of artificial neural networks for the atmospheric pollutants concentration levels prediction
AU - Luna, Ana
AU - Talavera, Alvaro
AU - Navarro, Hector
AU - Cano, Luis
PY - 2019/1/1
Y1 - 2019/1/1
N2 - This paper shows the preliminary results of the monitoring and estimation of air pollutants at a strategic point within the district of San Isidro, Lima - Peru. Low-cost, portable, wireless and geo-locatable electrochemical sensors were used to capture reliable contamination levels in real-time which could be used not only to quantify atmospheric pollution exposure but also for prevention and control, and even for legislative purposes. For the prediction of CO2 and SO2 levels, computational intelligence algorithms were applied and validated with experimental data. We proved that the use of Artificial Neural Networks (ANNs) has a high potential as a tool to use it as a forecast methodology in the area of air pollution.
AB - This paper shows the preliminary results of the monitoring and estimation of air pollutants at a strategic point within the district of San Isidro, Lima - Peru. Low-cost, portable, wireless and geo-locatable electrochemical sensors were used to capture reliable contamination levels in real-time which could be used not only to quantify atmospheric pollution exposure but also for prevention and control, and even for legislative purposes. For the prediction of CO2 and SO2 levels, computational intelligence algorithms were applied and validated with experimental data. We proved that the use of Artificial Neural Networks (ANNs) has a high potential as a tool to use it as a forecast methodology in the area of air pollution.
KW - Air pollution
KW - Artificial neural networks
KW - Electrochemical sensors
KW - Air pollution
KW - Artificial neural networks
KW - Electrochemical sensors
UR - https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=85063522318&origin=inward
UR - https://www.scopus.com/inward/citedby.uri?partnerID=HzOxMe3b&scp=85063522318&origin=inward
U2 - 10.1007/978-3-030-11680-4_15
DO - 10.1007/978-3-030-11680-4_15
M3 - Chapter
SN - 9783030116798
T3 - Communications in Computer and Information Science
SP - 137
EP - 150
BT - Communications in Computer and Information Science
T2 - Communications in Computer and Information Science
Y2 - 1 January 2019
ER -