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Development and Field Validation of Low-Cost Metal Oxide Nanosensors for Tropospheric Ozone Monitoring in Rural Areas

This work describes the technical features and the performance of two different types of metal-oxide semiconductor sensors, based on ZnO:Ga thin films and SnO[sub.2]-G nanofibrous layers, for tropospheric ozone monitoring in ambient air. These nanostructures were tested and compared with commercial...

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Bibliographic Details
Published in:Chemosensors 2022, Vol.10 (11)
Main Authors: Gómez-Suárez, Jaime, Arroyo, Patricia, Cerrato-Álvarez, María, Hontañón, Esther, Masa, Sergio, Menini, Philippe, Presmanes, Lionel, Alfonso, Raimundo, Pinilla-Gil, Eduardo, Lozano, Jesús
Format: Report
Language:English
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Summary:This work describes the technical features and the performance of two different types of metal-oxide semiconductor sensors, based on ZnO:Ga thin films and SnO[sub.2]-G nanofibrous layers, for tropospheric ozone monitoring in ambient air. These nanostructures were tested and compared with commercial metal-oxide semiconductor sensors under controlled laboratory conditions and in a field campaign during summer 2021 in Monfragüe National Park (western Spain). The paper also details the design of the electronic device developed for this purpose. A machine learning algorithm based on Support Vector Regression (SVR) allowed the conversion of the resistive values into ozone concentration, which was evaluated afterward. The results showed that the manufactured sensors performed similarly to the commercial sensors in terms of R[sup.2] (0.94 and 0.95) and RMSE (5.21 and 4.83 μg∙m[sup.−3]). Moreover, a novel uncertainty calculation based on European guides for air quality sensor testing was conducted, in which the manufactured sensors outperformed the commercial ones.
ISSN:2227-9040
2227-9040
DOI:10.3390/chemosensors10110478