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How to Get the Best from Low-Cost Particulate Matter Sensors: Guidelines and Practical Recommendations

Low-cost sensors based on the optical particle counter (OPC) are increasingly being used to collect particulate matter (PM) data at high space and time resolution. In spite of their huge explorative potential, practical guidelines and recommendations for their use are still limited. In this work, we...

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Autores principales: Brattich, Erika, Bracci, Alessandro, Zappi, Alessandro, Morozzi, Pietro, Di Sabatino, Silvana, Porcù, Federico, Di Nicola, Francesca, Tositti, Laura
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7309006/
https://www.ncbi.nlm.nih.gov/pubmed/32485914
http://dx.doi.org/10.3390/s20113073
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author Brattich, Erika
Bracci, Alessandro
Zappi, Alessandro
Morozzi, Pietro
Di Sabatino, Silvana
Porcù, Federico
Di Nicola, Francesca
Tositti, Laura
author_facet Brattich, Erika
Bracci, Alessandro
Zappi, Alessandro
Morozzi, Pietro
Di Sabatino, Silvana
Porcù, Federico
Di Nicola, Francesca
Tositti, Laura
author_sort Brattich, Erika
collection PubMed
description Low-cost sensors based on the optical particle counter (OPC) are increasingly being used to collect particulate matter (PM) data at high space and time resolution. In spite of their huge explorative potential, practical guidelines and recommendations for their use are still limited. In this work, we outline a few best practices for the optimal use of PM low-cost sensors based on the results of an intensive field campaign performed in Bologna (44°30′ N, 11°21′ E; Italy) under different weather conditions. Briefly, the performances of a series of sensors were evaluated against a calibrated mainstream OPC with a heated inlet, using a robust approach based on a suite of statistical indexes capable of evaluating both correlations and biases in respect to the reference sensor. Our results show that the sensor performance is sensibly affected by both time resolution and weather with biases maximized at high time resolution and high relative humidity. Optimization of PM data obtained is therefore achievable by lowering time resolution and applying suitable correction factors for hygroscopic growth based on the inherent particle size distribution.
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spelling pubmed-73090062020-06-25 How to Get the Best from Low-Cost Particulate Matter Sensors: Guidelines and Practical Recommendations Brattich, Erika Bracci, Alessandro Zappi, Alessandro Morozzi, Pietro Di Sabatino, Silvana Porcù, Federico Di Nicola, Francesca Tositti, Laura Sensors (Basel) Article Low-cost sensors based on the optical particle counter (OPC) are increasingly being used to collect particulate matter (PM) data at high space and time resolution. In spite of their huge explorative potential, practical guidelines and recommendations for their use are still limited. In this work, we outline a few best practices for the optimal use of PM low-cost sensors based on the results of an intensive field campaign performed in Bologna (44°30′ N, 11°21′ E; Italy) under different weather conditions. Briefly, the performances of a series of sensors were evaluated against a calibrated mainstream OPC with a heated inlet, using a robust approach based on a suite of statistical indexes capable of evaluating both correlations and biases in respect to the reference sensor. Our results show that the sensor performance is sensibly affected by both time resolution and weather with biases maximized at high time resolution and high relative humidity. Optimization of PM data obtained is therefore achievable by lowering time resolution and applying suitable correction factors for hygroscopic growth based on the inherent particle size distribution. MDPI 2020-05-29 /pmc/articles/PMC7309006/ /pubmed/32485914 http://dx.doi.org/10.3390/s20113073 Text en © 2020 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Brattich, Erika
Bracci, Alessandro
Zappi, Alessandro
Morozzi, Pietro
Di Sabatino, Silvana
Porcù, Federico
Di Nicola, Francesca
Tositti, Laura
How to Get the Best from Low-Cost Particulate Matter Sensors: Guidelines and Practical Recommendations
title How to Get the Best from Low-Cost Particulate Matter Sensors: Guidelines and Practical Recommendations
title_full How to Get the Best from Low-Cost Particulate Matter Sensors: Guidelines and Practical Recommendations
title_fullStr How to Get the Best from Low-Cost Particulate Matter Sensors: Guidelines and Practical Recommendations
title_full_unstemmed How to Get the Best from Low-Cost Particulate Matter Sensors: Guidelines and Practical Recommendations
title_short How to Get the Best from Low-Cost Particulate Matter Sensors: Guidelines and Practical Recommendations
title_sort how to get the best from low-cost particulate matter sensors: guidelines and practical recommendations
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7309006/
https://www.ncbi.nlm.nih.gov/pubmed/32485914
http://dx.doi.org/10.3390/s20113073
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