Ozone is a crucial component of the Earth's atmosphere, playing a critical role in protecting the planet from harmful ultraviolet radiation. However, its concentration can vary greatly across different regions with significant impacts on human health and environment equilibrium. The aim of the work was to calibrate a low-cost sensing platform, based on chemoresistive gas sensors, to monitor the environmental concentration of O3. The ongoing on-field calibration is performed with a deep neural network using as a gold standard the concentration of O3 collected by the local environmental protection agencies through certified tools.
Enhancing Ozone Monitoring With Low-Cost Sensors and Deep Neural Network: A Novel Approach
Marco Magoni
Primo
;Andrea Gaiardo;Matteo Valt;Barbara Fabbri;Vincenzo Guidi;
2023
Abstract
Ozone is a crucial component of the Earth's atmosphere, playing a critical role in protecting the planet from harmful ultraviolet radiation. However, its concentration can vary greatly across different regions with significant impacts on human health and environment equilibrium. The aim of the work was to calibrate a low-cost sensing platform, based on chemoresistive gas sensors, to monitor the environmental concentration of O3. The ongoing on-field calibration is performed with a deep neural network using as a gold standard the concentration of O3 collected by the local environmental protection agencies through certified tools.File in questo prodotto:
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