Dominik Grochala, Anna Paleczek, Sławomir Gruszczynski, Marek Wójcikowski, Bogdan Pankiewicz, Anna Pietrenko-Dabrowska, Sławomir Koziel, Tuan-Vu Cao, Artur Rydosz
{"title":"Highly Accurate and Autonomous Programmable Platform for Providing Air Pollution Data Services to Drivers and the Public – Polish Case Study","authors":"Dominik Grochala, Anna Paleczek, Sławomir Gruszczynski, Marek Wójcikowski, Bogdan Pankiewicz, Anna Pietrenko-Dabrowska, Sławomir Koziel, Tuan-Vu Cao, Artur Rydosz","doi":"10.1016/j.snb.2025.138859","DOIUrl":null,"url":null,"abstract":"Nitrogen dioxide (NO<sub>2</sub>) is a well-known air pollutant, mostly elevated by car traffic in cities. To date, small, reliable, cost-efficient multipollutant sensors with sufficient power and accuracy for community-based atmospheric studies are still lacking. The HAPADS (highly accurate and autonomous programmable platforms for providing air pollution data services) platforms, developed and tested in real conditions, can be a possible approach to solving this issue. The developed HAPADS platforms are equipped with three different NO<sub>2</sub> sensors (7E4-NO2-5, SGX-7NO2, MICS-2711 MOS) and a combined ambient air temperature, humidity, and pressure sensor (BME280). The platforms were tested during the driving test, which was conducted across various roads, including highways, expressways, and national and regional routes, as well as major cities and the countryside, to analyse the environmental conditions as much as possible (Poland, 2024). The correlation coefficient <em>r</em> was more than 0.8, and RMSE (root mean squared error) was in the 3.3-4.3 μg/m<sup>3</sup> range during the calibration process. The results obtained during the driving tests showed R<sup>2</sup> of 0.9-1.0, which proves the ability of HAPADS platforms to work in the hard environmental conditions (including high rain and snow, as well as sun and a wide range of temperatures and humidity).","PeriodicalId":425,"journal":{"name":"Sensors and Actuators B: Chemical","volume":"28 1","pages":""},"PeriodicalIF":3.7000,"publicationDate":"2025-09-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Sensors and Actuators B: Chemical","FirstCategoryId":"92","ListUrlMain":"https://doi.org/10.1016/j.snb.2025.138859","RegionNum":1,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"CHEMISTRY, ANALYTICAL","Score":null,"Total":0}
引用次数: 0
Abstract
Nitrogen dioxide (NO2) is a well-known air pollutant, mostly elevated by car traffic in cities. To date, small, reliable, cost-efficient multipollutant sensors with sufficient power and accuracy for community-based atmospheric studies are still lacking. The HAPADS (highly accurate and autonomous programmable platforms for providing air pollution data services) platforms, developed and tested in real conditions, can be a possible approach to solving this issue. The developed HAPADS platforms are equipped with three different NO2 sensors (7E4-NO2-5, SGX-7NO2, MICS-2711 MOS) and a combined ambient air temperature, humidity, and pressure sensor (BME280). The platforms were tested during the driving test, which was conducted across various roads, including highways, expressways, and national and regional routes, as well as major cities and the countryside, to analyse the environmental conditions as much as possible (Poland, 2024). The correlation coefficient r was more than 0.8, and RMSE (root mean squared error) was in the 3.3-4.3 μg/m3 range during the calibration process. The results obtained during the driving tests showed R2 of 0.9-1.0, which proves the ability of HAPADS platforms to work in the hard environmental conditions (including high rain and snow, as well as sun and a wide range of temperatures and humidity).
期刊介绍:
Sensors & Actuators, B: Chemical is an international journal focused on the research and development of chemical transducers. It covers chemical sensors and biosensors, chemical actuators, and analytical microsystems. The journal is interdisciplinary, aiming to publish original works showcasing substantial advancements beyond the current state of the art in these fields, with practical applicability to solving meaningful analytical problems. Review articles are accepted by invitation from an Editor of the journal.