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February 2, 2026Sustainability0 citationsOpen Access

Indoor–Outdoor Particulate Matter Monitoring in a University Building: A Pilot Study Using Low-Cost Sensors

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MSMare SrbinovskaVAVesna AndovaAMAleksandra Krkoleva Mateska

Key Points

  • This research aims to evaluate the effectiveness of low-cost sensors in monitoring indoor and outdoor air quality.
  • Deployed two indoor and two outdoor sensors for continuous monitoring of PM2.5 and PM10.
  • Sensors calibrated against a reference instrument before usage.
  • Collected meteorological data from a nearby weather station.
  • Applied time-series analysis, Pearson correlation, and multiple regression for data analysis.
  • Strong variation in indoor particulate levels was found depending on occupancy and ventilation.
  • Outdoor PM concentrations showed weak to moderate correlations with meteorological variables.
  • Moderate correlations were observed between indoor and outdoor PM levels, indicating some pollutant infiltration.
  • Pilot study demonstrates feasibility of low-cost sensors for long-term monitoring in educational settings.

Abstract

Sustainable management of indoor and outdoor air quality is essential for protecting public health, enhancing well-being, and supporting resilient urban environments. Low-cost air quality sensors enable continuous, real-time monitoring of key pollutants and, when combined with data analytics, provide scalable and cost-effective insights for smart building operation and environmental decision-making. This pilot study evaluates an indoor–outdoor air quality monitoring system deployed at the Faculty of Electrical Engineering and Information Technologies in Skopje, with a focus on: (i) PM2.5 and PM10 concentrations and their relationship with meteorological conditions and human occupancy; (ii) sensor responsiveness and reliability in an educational setting; and (iii) implications for sustainable building operation. From January to March 2025, two indoor sensors (a classroom and a faculty hall) and two outdoor rooftop sensors continuously measured PM2.5 and PM10 at one-minute intervals. All sensors were calibrated against a reference instrument prior to deployment, while meteorological data were obtained from a nearby station. Time-series analysis, Pearson correlation, and multiple regression were applied. Indoor particulate levels varied strongly with occupancy and ventilation status, whereas outdoor concentrations showed weak to moderate correlations with meteorological variables, particularly atmospheric pressure. Moderate correlations between indoor and outdoor PM suggest partial pollutant infiltration. Overall, this pilot study demonstrates the feasibility of low-cost sensors for long-term monitoring in educational buildings and highlights the need for adaptive, context-aware ventilation strategies to reduce indoor exposure.

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Cite This Study

Srbinovska et al. (2026) studied this question.

synapsesocial.com/papers/6980fdc7c1c9540dea80f81fhttps://doi.org/10.3390/su18031385
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