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ORBIT: A new, reduced-complexity air quality model for South Asia

ORBIT: A new, reduced-complexity air quality model for South Asia

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Authors

Sumil Thakrar

Abstract

Exposure to outdoor air pollution is the most important environmental health risk worldwide, associated with over a million deaths each year in South Asia alone. To understand how to improve air quality, it is necessary to model how changes in emissions affect changes in pollutant concentrations and human
health. However, air quality modeling typically demands substantial computation and expertise, limiting the capacity to inform policy. Reduced complexity air quality models (RCMs) have been developed, but for South Asia many models are unavailable or have poor performance. Here, I present ORBIT, a new reduced complexity model currently implemented for South Asia at 0.5° x 0.625° resolution. ORBIT can natively report health damages, and has many features that distinguish it from other RCMs. Its predictions of annual PM2.5 concentrations (R: 0.76, normalized mean error (NME): 21.6%, normalized mean bias (NMB): 4.2%) meet the goals for published benchmarks. I have used ORBIT to produce marginal health damage estimates per 1,000 kg pollution for each primary pollutant, month, and time of day, for each subdistrict in South Asia.

DOI

https://doi.org/10.31223/X5VF8P

Subjects

Atmospheric Sciences, Environmental Engineering, Environmental Sciences

Keywords

air pollution, air quality model, South Asia, reduced-complexity model

Dates

Published: 2026-10-11 15:08

Last Updated: 2026-10-11 15:08

License

CC BY Attribution 4.0 International

Additional Metadata

Conflict of interest statement:
None.

Data Availability:
ORBIT is open-source. Code is available at https://github.com/SumilThakr/orbit and all data required to run the model is described in the GitHub model documentation.

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