Calibration and Performance Evaluation of Low-Cost Air Quality Sensors in an Urban Environment of Western India

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Authors: Yash Dahima, Tapaswini Sarangi, Yogeshkumar Patel, Lokesh Kumar Sahu, Narendra Ojha, Aditya Vaishya
Cited by: 0
References: 15

Abstract

Confidence in the use of low-cost sensors (LCS), as a viable alternative to expensive research-grade instruments, is increasing for air quality monitoring due to low-budget and ease of deployment. However, numerous studies have suggested significant variations in their performances under varying environmental conditions, therefore highlighting the need of detailed evaluations and careful calibrations prior to their applications for the region of interest. Such studies have been relatively few in India and particularly lacking in the semi-arid urban environments of western India. In this regard, we calibrated LCS for measurements of particle size distribution (OPC-N3) and ozone (O3) (Alphasense OXB4) utilizing reference-grade measurements (GRIMM, Thermo), and have evaluated the performance of LCS over Ahmedabad. For computing PM2.5, the corrections have been derived from the particle mass size distribution, which improved the accuracy significantly compared to the reference measurements (R2∼ 0.7, normalized mean absolute bias ∼ 29%). O3variability is calibrated using reference O3and sensor-measured temperature and relative humidity, with aid of machine learning. Measurements from the two O3sensors showed good inter-correlation and agreement with the reference (R2∼ 0.7). Our study fills a gap of calibration and performance evaluation of LCSs in a distinct urban environment of western India and highlights the need for careful corrections in order to have reliable air quality measurements. LCS based measurements were found to capture typical features of the urban air quality in this region and therefore can be deployed to quantify trends and to understand the important factors governing aerosols and O3. The study can serve as a reference for future developments towards the low-cost comprehensive measurements of atmospheric composition, including other key air pollutants.

Fields of Study & Subjects

Air Quality Monitoring and Forecasting Air Quality and Health Impacts Atmospheric chemistry and aerosols

Publication details

Journal / source
IEEE Sensors Letters
Volume
10
Issue
2
Pages
1–4
Publication date
5 January 2026