Andres Aharhel Mercado-Velazquez

Mr. Andres Aharhel Mercado-Velazquez

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Research Focus & Metrics

Academic Career Length

1Year (2026-Present)

(Calculated once Scilit publication data is synced: current year − year of first publication + 1)

Representative Publications

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12 October 2026 in Sensors
Verified
Journal Article
Open access
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AMAndres Aharhel Mercado-Velazquez
Andres Aharhel Mercado-Velazquez
PEPonciano Jorge Escamilla-Ambrosio
Ponciano Jorge Escamilla-Ambrosio
EBEliane Lucia Bodanese
Eliane Lucia Bodanese
MIMuhammad Islam
Muhammad Islam
FTFesal Toosy
Fesal Toosy
Stefan PosladStefan Poslad
Stefan Poslad
Low-cost sensors could increase the spatial granularity of air-quality monitoring at 700–1000 times less cost than reference stations (2026 prices), but few field studies evaluate them for gases. This study evaluates a three-tier architecture (low-cost metal oxide and optical, mid-cost electrochemical, high-cost government reference) over 10 months at two London sites, 1.6 km apart. The low-cost sensors and mid-cost NO2 sensor were calibrated with manufacturer curves, linear regression on temperature and relative humidity, and machine learning (ML). After field calibration, the low-cost PM2.5 sensor explains over half the reference variance at both sites, and linear calibration equals ML. The low-cost NO2 sensor agrees less with its reference than the PM2.5 sensor. The low-cost sensors explain over half the variance of a factory-calibrated mid-cost electrochemical CO sensor at both sites only with ML. The mid-cost NO2 and low-cost O3 sensors fail under all three methods. Calibrations trained on April–October 2025 stop describing November 2025–February 2026 data for NO2 at both sites and CO at one, whereas PM2.5 stays stable. Transferred between sites, PM2.5 calibrations reach R2≥0.56 and gas calibrations R2≤0.28. Low-cost PM2.5 sensors calibrated at a reference site could serve neighborhood-scale monitoring where reference stations are absent, whereas NO2 needs co-location.