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An In-Field Assessment of the P.ALP Device in Four Different Real Working Conditions: A Performance Evaluation in
Giacomo Fanti1, Francesca Borghi2, Davide Campagnolo1
1Department of Science and High Technology, University of Insubria, 22100 Como, Italy.
The P.ALP prototype monitors PM2.5 levels, showing variable performance across different environments and concentrations. Calibration is needed for accurate air quality monitoring in real-world applications.
Area of Science:
- Environmental Science
- Air Quality Monitoring
- Sensor Technology
Background:
- Particulate matter (PM2.5) poses significant health risks.
- Low-cost sensors offer potential for widespread air quality monitoring.
- Assessing the performance of new monitoring devices is crucial.
Purpose of the Study:
- To evaluate the precision and accuracy of the P.ALP prototype for PM2.5 monitoring.
- To assess the P.ALP's performance across diverse microenvironments.
- To determine the suitability of the P.ALP for real-world air quality assessments.
Main Methods:
- Co-location of four P.ALP prototypes with reference instrumentation.
- Data collection over 20 days in office, home, outdoor, and occupational settings.
- Statistical analysis including linear regression and Bland-Altman plots, applying US EPA criteria.
Main Results:
- P.ALP performance varied significantly with microenvironment and PM2.5 concentration.
- Acceptable monitoring of PM2.5 variations was observed, but not at extreme low or high concentrations.
- The device showed potential for customization but requires application-specific calibration factors.
Conclusions:
- The P.ALP prototype demonstrates potential for PM2.5 monitoring but requires careful calibration.
- Environmental conditions and PM2.5 levels impact sensor accuracy.
- Further development and calibration are necessary for reliable field deployment.
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