Drone measurements reveal high near-surface urban haze
Abstract Post-winter haze events in Delhi, India, comprise great air quality challenges, yet remain poorly understood due to limited measurements of vertical profiles of particulate matter (PM) concentrations. This study employs a drone-mounted PM low-cost sensor (PM-LCS) with an optimized sampling system to capture vertical PM 2.5 profiles during March 2021. Elevated PM 2.5 concentrations (160 µg/m 3 ) were observed at an altitude of 100 m, being 60% higher than ground level. Vertical profiles of the PM 1 /PM 2.5 ratio under humid conditions (RH > 70%), showed that haze formation is likely driven by hygroscopic inorganic aerosols. Comparison with model simulations showed significant underestimation of PM 2.5 (−52.6 ± 5.5%) during morning haze episodes, coinciding with a dry bias in modeled RH (−30.1 ± 8.3%). During non-hazy episodes, PM 2.5 underestimation decreased to 10.8 ± 1.2% with a minimal RH bias. This suggests that the dry bias of the model limits its ability to simulate aerosol hygroscopic growth. Overall, our findings demonstrate that drone-mounted PM-LCS provides a valuable vertical air quality assessment tool.
Authors
- Samira Atabakhsh (ORCID: https://orcid.org/0000-0002-9800-5779)
- Birgit Wehner (ORCID: https://orcid.org/0000-0003-0611-4466)
- Sherin Hassan Bran
- Anil Kumar Mandariya (ORCID: https://orcid.org/0000-0003-4354-7359)
- Shravan Deshmukh (ORCID: https://orcid.org/0000-0001-5110-1969)
- George Biskos (ORCID: https://orcid.org/0000-0003-0512-6115)
- Pravash Tiwari (ORCID: https://orcid.org/0000-0003-4770-4526)
- Nisar Baig (ORCID: https://orcid.org/0009-0004-3889-2697)
- Dilip Kumar Ganguly (ORCID: https://orcid.org/0000-0001-5282-0156)
- Ajit Ahlawat (ORCID: https://orcid.org/0000-0002-0272-4753)
- Palak Balyan (ORCID: https://orcid.org/0000-0003-2979-6666)
- Kajal Julaha (ORCID: https://orcid.org/0000-0001-7716-6904)
- Mira L. Pöhlker
- Ravindra Khaiwal
- Sagnik Dey
- Vikram Singh
- Mayank Kumar
- Yele Sun
- Prashant Kumar
- Kostas Karatzas
Publication Details
- Journal
- npj Clean Air
- Published
- 2026-02-02
- DOI
- https://doi.org/10.1038/s44407-025-00044-3
- Citations
- 1
- Primary Topic
- Air Quality Monitoring and Forecasting
- Type
- article
- Field-Weighted Citation Impact
- 21.83