Air quality and meteorological drivers in Kathmandu Valley, Nepal: A 2021–2023 observational study
Air pollution in Kathmandu Valley threatens public health. Using 2021–2023 data from two urban monitoring stations (Ratna Park and Kirtipur), we analyzed associations between particulate matter (PM2.5, PM10, and total suspended particles [TSP]), temperature, and precipitation using descriptive statistics, correlation analysis, regression analysis, analysis of variance, and cluster analysis. At Ratna Park, PM2.5 concentrations were highest in winter (December–February), with a monthly mean peak of 95.8 μg/m3 in January, driven by temperature inversions and stagnant conditions. Seasonal mean PM2.5 was highest during the pre-monsoon season (60.6 μg/m3), followed by winter (52.5 μg/m3), with no statistically significant difference (p = 0.34). PM10 and TSP peaked in the pre-monsoon season (March–May) due to resuspension of dust from dry, bare surfaces and increased convective activity. PM2.5 showed strong negative correlations with minimum temperature (r = −0.57) and precipitation (r = −0.60). Meteorological factors significantly affect pollutant concentrations; however, unmeasured emission sources are likely to play an important role as well. PM10 and TSP drove poor Air Quality Index (AQI) levels during the pre-monsoon period, while PM2.5 was the primary contributor to winter AQI. Multiple linear regression at Ratna Park explained 68% of the variance in PM2.5, while ridge regression confirmed the negative influence of minimum temperature and precipitation, with a stable coefficient despite multicollinearity. The study provides evidence-based insights to support air quality enhancement, public health planning, and policy-making for Kathmandu Valley and similar topographically characterized urban regions. These findings have a direct impact on the health of over 2.5 million valley residents, mostly during winter and the pre-monsoon period.
- Shrestha SL. Quantifying effects of meteorological parameters on air pollution in Kathmandu Valley through regression models. Environ Monit Assess. 2022;194(9):684. doi: 10.1007/s10661-022-10347-7
- World Health Organization. WHO global air quality guidelines: particulate matter (PM2.5 and PM10), ozone, nitrogen dioxide, sulfur dioxide and carbon monoxide. 2021. Available from: https://www.who.int/publications/i/ item/9789240034228/ [Last accessed on January 31, 2026].
- Rentschler J, Leonova N. Global air pollution exposure and poverty. Nat Commun. 2023;14:4432. doi: 10.1038/s41467-023-39797-4
- Regmi RP, Kitada T, Maharjan S, Shrestha S, Shrestha S, Regmi G. Wintertime boundary layer evolution and air pollution potential over the Kathmandu Valley, Nepal. J Geophys Res Atmos. 2019;124(8):4299-4325. doi: 10.1029/2018JD030198
- Gautam SP, Silwal A, Baral B, Subedi S, Lamichhane N, Chapagain NP, Adhikari B. Influence of the rainfall and temperature oscillation on air quality in Kathmandu valley: the wavelet analysis. Environ Eng Res. 2023;28(6). doi: 10.4491/eer.2022.694
- Government of Nepal. National Ambient Air Quality Standards, 2012. Scribd; 2012. Available from: https:// www.scribd.com/document/251151966/Nepal-Standard- Ambient-Air-Quality-2012 [Last accessed on May 2, 2026]
- Bi S, Hu J, Shao L, Feng T, Appolloni A. Can public transportation development improve urban air quality? Evidence from China. Urban Climate. 2024;54:101825.
- World Health Organization. WHO Global Ambient Air Quality Database (Update 2022). World Health Organization; 2022.
- Wang Q, Li S, Liu H, et al. Association of exposure to air pollutants and mortality risk: A systematic review. BMC Public Health. 2024;24:3251. doi: 10.1186/s12889-024-19210-5
- Awez J, Khan T, Ali M. Assessing air pollution crisis in South Asia: the health, economic, and environmental implications through case studies of Lahore, Delhi, and Dhaka. Pak Lang Humanit Rev. 2024;8(2):224-235. doi: 10.47205/plhr.2024(8-II-S)22
- Anita WM, Uttajug A, Seposo XT, et al. Interplay of climate change and air pollution: projection of under-5 mortality attributable to ambient particulate matter (PM2.5) in South Asia. Environ Res. 2024;248:118292. doi: 10.1016/j.envres.2024.118292
- Yang Z, Lau YY, Lei Z. Analysis of pollution prevention performance of vessels in Southeast Asia: implications towards vessel emission control and reduction. Ocean Coast Manage. 2024;248:106942. doi: 10.1016/j.ocecoaman.2023.106942
- Lapere R, Menut L, Mailler S, Huneeus N. Seasonal variation in atmospheric pollutants transport in central Chile: dynamics and consequences. Atmos Chem Phys. 2021;21:6431–6454. doi: 10.5194/acp-21-6431-2021
- Guttikunda SK, Nishadh KA, Gota S, et al. Air quality, emissions, and source contributions analysis for the Greater Bengaluru region of India. Atmos Pollut Res. 2019;10(3):941- 953. doi: 10.1016/j.apr.2019.01.002
- Dutta A, Jinsart W. Air pollution in Delhi, India: Its status and association with respiratory diseases. PLoS ONE. 2022;17(9):e0274444. doi: 10.1371/journal.pone.0274444
- Verma S, Rafiuddin M, Suryanarayanan U, Tiwari S, Puravankara R. Investigating the impact of meteorology and emissions on PM2.5 and PM10 in Delhi using machine learning. EGUsphere. 2025. doi: 10.5194/egusphere-2025-2300
- Ranjan R, Kumar S, Singh R. Monitoring of traffic noise pollution in urban Patna, Bihar, India. Noise Vib Worldw. 2023;54(4-5):183-193. doi: 10.1177/09574565231161644
- Lelieveld J, Bourtsoukidis E, Brühl C, et al. The South Asian monsoon—pollution pump and purifier. Science. 2018;361(6399):270-273. doi: 10.1126/science.aar2501
- Irfan H. Air pollution and cardiovascular health in South Asia: a comprehensive review. Curr Probl Cardiol. 2024;49(2):102199. doi: 10.1016/j.cpcardiol.2023.102199
- Abdul Jabbar S, Tul Qadar L, Ghafoor S, et al. Air quality, pollution and sustainability trends in South Asia: a population-based study. Int J Environ Res Public Health. 2022;19(12):7534. doi: 10.3390/ijerph19127534
- Begum BA, Biswas SK, Hopke PK. Key issues in controlling air pollutants in Dhaka, Bangladesh. Atmos Environ. 2011;45(40):7705-7713. doi: 10.1016/j.atmosenv.2010.10.022
- Rahman MM, Mahamud S, Thurston GD. Recent spatial gradients and time trends in Dhaka, Bangladesh, air pollution and their human health implications. J Air Waste Manag Assoc. 2019;69(4):478-501. doi: 10.1080/10962247.2018.1548388
- Kan H, Chen B, Hong C. Health impact of outdoor air pollution in China: current knowledge and future research needs. Environ Health Perspect. 2009;117(5):A187.
- Huang W, Wang L, Wang W, et al. The carcinogenicity of outdoor air pollution. Lancet Oncol. 2013;14(13):1262-1263. doi: 10.1016/S1470-2045(13)70487-X
- Aunan K, Hansen MH, Wang S. Introduction: air pollution in China. China Q. 2018;234:279-298. doi: 10.1017/S0305741017001369
- Zeng Y, Cao Y, Qiao X, Seyler BC, Tang Y. Air pollution reduction in China: recent success but great challenge for the future. Sci Total Environ. 2019;663:329-337. doi: 10.1016/j.scitotenv.2019.01.262
- Hettige H, Huq M, Pargal S, Wheeler D. Determinants of pollution abatement in developing countries: evidence from South and Southeast Asia. World Dev. 1996;24(12):1891- 1904. doi: 10.1016/S0305-750X(96)00076-9
- Khwaja MA, Umer F, Shaheen N, Sherazi A, Shaheen FH. Air pollution reduction and control in South Asia. Islamabad, Pakistan: Sustainable Development Policy Institute; 2012.
- Lamichhane GP, Maharjan N, Pandey B, et al. Status of Air Quality in Nepal Annual Report, 2021. Kathmandu, Nepal: Department of Environment; 2021.
- Becker S, Sapkota RP, Pokharel B, et al. Particulate matter variability in Kathmandu based on in-situ measurements, remote sensing, and reanalysis data. Atmos Res. 2021;258:105623. doi: 10.1016/j.atmosres.2021.105623
- Bhusal P, Shrestha SM, Dhital NB, Bhandari GS, Das B, Pandit R. Analysis of invehicle air quality and load factor as environmental and social dimensions of sustainable urban mobility: a case study from Kathmandu valley, Nepal. J Air Pollut Health. 2024;9(1). doi: 10.18502/japh.v9i1.15078
- Lamichhane GP, Maharjan N, Paudel R, Prakash KC, Pandey B. Status of Air Quality in Nepal Annual Report, 2022. Government of Nepal, Department of Environment; 2023.
- Bajgai DP, Adhikari S, Saikia A, et al. A year-long observational analysis of atmospheric trace gases and particulate matter in Kathmandu. Atmos Environ. 2026;366:121704. doi: 10.1016/j.atmosenv.2025.121704.
- Xu J, Zhang Y, Wang Y, et al. Seasonal dynamics and planetary boundary layer influences on aerosol chemical components from one-year observation. Atmos Chem Phys. 2025;25:18599–18616. doi: 10.5194/acp-25-18599-2025
- Chaudhary AK, Telee LBS, Karki M, Kumar V. Statistical analysis of air quality dataset of Kathmandu, Nepal, with a new extended Kumaraswamy exponential distribution. Environ Sci Pollut Res Int. 2024;31(18):26789-26804. doi: 10.1007/s11356-024-32129-z
- Chaudhary AK, Telee LBS, Karki M, Kumar V. Modified inverse exponentiated exponential Poisson distribution to analyze air quality dataset of Kathmandu, Nepal. Int J Stat Appl Math. 2024;9(4):125-138. doi: 10.22271/maths.2024.v9.i4b.1783
- R Core Team. R: A language and environment for statistical computing. Version 4.3.1. R Foundation for Statistical Computing; 2024. Available from: https://www.R-project. org/ [Last accessed on February 11, 2026].
