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Investigating changes in atmospheric aerosols properties over the Indo-Gangetic Plain during different phases of COVID-19-induced lockdowns

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Abstract

Impact of COrona VIrus Diseases 2019 (COVID-19) restrictive measures on aerosol optical depth (AOD) and black carbon (BC) concentration is investigated for the western, central, and eastern Indo-Gangetic Plain (IGP) using satellite-based observations. Due to COVID-19-induced lockdown measures, a noticeable decline in AOD and BC concentrations was observed across the IGP when compared to pre-lockdown period of 2020 and the lockdown concurrent period of 2015–2019. During the total lockdown period, a maximum drop in AOD and BC was observed in the central IGP (26.5 % and 10.1 %), followed by western IGP (24.9% and 5.2%) and eastern IGP (23.2 % and 4.9 %) with respect to the same period of 2015–2019. We have removed seasonal influences on aerosol properties during the COVID-19 lockdown, by taking average seasonal variations during the period of 2015–2019 as reference and projecting the hypothetical AOD and BC for the lockdown period under normal scenario. The difference between the hypothetical AOD and BC (under normal scenario) and the retrieved AOD and BC for the lockdown period is the absolute percentage change in AOD and BC concentration due to the lockdown alone. This elimination of seasonal influence is a novel approach. Central IGP showed an absolute decrease in AOD and BC of 38.5% and 18.2% during the lockdown period followed by western IGP (34.6% and 7.7%) and eastern IGP (25.9% and 11.5%). The observed absolute reduction in AOD, 26–39 %, is significantly higher than the global average reduction in AOD of 2–5%. CALIPSO-derived aerosol sub-types over major location of the western, central, and eastern IGP suggests prevalence of anthropogenic activities during pre- and post-lockdown periods. During the lockdown, IGP was influenced by aerosols from natural sources, with mineral dust and polluted dust in the western and central IGP, and aerosols from marine regions in the eastern IGP. Replenishment of aerosols within the boundary layer were far quicker when compared to total column during post-lockdown. Overall, the study reveals a reduction in anthropogenic emissions during the COVID-19-induced lockdowns, leading to temporary improvements in air quality over the IGP. Our study presents a comprehensive analysis of COVID-19 lockdown impact on aerosols properties over the IGP and highlights unprecedented reductions in AOD (~ 40 %) and BC (~ 20 %), due to imposition of lockdown and subsequent cessation of aerosol sources, by removing seasonal influences.

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All the data used in the manuscript can be made available, upon reasonable request, with the corresponding author.

References

  • Arif M, Kumar R, Kumar R, Eric Z, Gourav P (2018) Ambient black carbon, PM2. 5 and PM10 at Patna: Influence of anthropogenic emissions and brick kilns. Sci Total Environ 624:1387–1400

    Article  CAS  Google Scholar 

  • Bao R, Zhang A (2020) Does lockdown reduce air pollution? Evidence from 44 cities in northern China. Sci Total Environ 731:139052

    Article  CAS  Google Scholar 

  • Bauwens M, Compernolle S, Stavrakou T, Müller JF, Van Gent J, Eskes H, Levelt PF, Van Der AR, Veefkind JP, Vlietinck J, Yu H (2020) Impact of coronavirus outbreak on NO2 pollution assessed using TROPOMI and OMI observations. Geophys Res Lett 47:e2020GL087978

    Article  CAS  Google Scholar 

  • Berman JD, Ebisu K (2020) Changes in US air pollution during the COVID-19 pandemic. Sci Total Environ 739:139864

    Article  CAS  Google Scholar 

  • Bilal M, Nichol JE, Wang L (2017) New customized methods for improvement of the MODIS C6 Dark Target and Deep Blue merged aerosol product. Remote Sens Environ 197:115–124

    Article  Google Scholar 

  • Biswas MS, Ayantika D (2021) Impact of COVID-19 control measures on trace gases (NO2, HCHO and SO2) and aerosols over India during pre-monsoon of 2020. Aerosol Air Qual Res 21:200306

    Article  CAS  Google Scholar 

  • Bond TC, Doherty SJ, Fahey DW, Forster PM, Berntsen T, DeAngelo BJ, Flanner MG, Ghan S, Kärcher B, Koch D (2013) Bounding the role of black carbon in the climate system: a scientific assessment. J Geophys Res: Atmospheres 118:5380–5552

    Article  CAS  Google Scholar 

  • Broomandi P, Karaca F, Nikfal A, Jahanbakhshi A, Tamjidi M, Kim JR (2020) Impact of COVID-19 event on the air quality in Iran. Aerosol Air Qual Res 20:1793–1804

    Article  CAS  Google Scholar 

  • Buchard V, Randles C, Da Silva A, Darmenov A, Colarco P, Govindaraju R, Ferrare R, Hair J, Beyersdorf A, Ziemba L (2017) The MERRA-2 aerosol reanalysis, 1980 onward. Part II: evaluation and case studies. J Clim 30:6851–6872

    Article  CAS  Google Scholar 

  • Cao S, Zhang S, Gao C, Yan Y, Bao J, Su L, Liu M, Peng N, Liu M (2021) A long-term analysis of atmospheric black carbon MERRA-2 concentration over China during 1980–2019. Atmos Environ 264

  • Chauhan A, Singh RP (2021) Effect of lockdown on HCHO and trace gases over India during March 2020. Aerosol Air Qual Res 21:200445

    Article  CAS  Google Scholar 

  • Clemente Á, Yubero E, Nicolás JF, Caballero S, Crespo J, Galindo N (2022) Changes in the concentration and composition of urban aerosols during the COVID-19 lockdown. Environ Res 203:111788

    Article  CAS  Google Scholar 

  • Cohen AJ, Brauer M, Burnett R, Anderson HR, Frostad J, Estep K, Balakrishnan K, Brunekreef B, Dandona L, Dandona R (2017) Estimates and 25-year trends of the global burden of disease attributable to ambient air pollution: an analysis of data from the Global Burden of Diseases Study 2015. Lancet 389:1907–1918

    Article  Google Scholar 

  • Dantas G, Siciliano B, França BB, da Silva CM, Arbilla G (2020) The impact of COVID-19 partial lockdown on the air quality of the city of Rio de Janeiro, Brazil. Sci Total Environ 729:139085

    Article  CAS  Google Scholar 

  • David LM, Ravishankara AR, Kodros JK, Venkataraman C, Sadavarte P, Pierce JR, Chaliyakunnel S, Millet DB (2018) Aerosol optical depth over India. J Geophys Res: Atmos 123:3688–3703

    Article  Google Scholar 

  • Dumka U, Kaskaoutis D, Francis D, Chaboureau JP, Rashki A, Tiwari S, Singh S, Liakakou E, Mihalopoulos N (2019) The role of the Intertropical discontinuity region and the heat low in dust emission and transport over the Thar Desert, India: a premonsoon case study. J Geophys Res: Atmos 124:13197–13219

    Article  CAS  Google Scholar 

  • Gaur A, Tripathi S, Kanawade V, Tare V, Shukla S (2014) Four-year measurements of trace gases (SO2, NOx, CO, and O3) at an urban location, Kanpur, in northern India. J Atmos Chem 71:283–301

    Article  CAS  Google Scholar 

  • Gautam R, Hsu NC, Lau KM (2010) Premonsoon aerosol characterization and radiative effects over the Indo-Gangetic Plains: implications for regional climate warming. J Geophys Res: Atmos 115

  • Gelaro R, McCarty W, Suárez MJ, Todling R, Molod A, Takacs L, Randles CA, Darmenov A, Bosilovich MG, Reichle R (2017) The modern-era retrospective analysis for research and applications, version 2 (MERRA-2). J Clim 30:5419–5454

    Article  Google Scholar 

  • Giles DM, Holben BN, Tripathi SN, Eck TF, Newcomb WW, Slutsker I, Dickerson RR, Thompson AM, Mattoo S, Wang SH (2011) Aerosol properties over the Indo-Gangetic Plain: a mesoscale perspective from the TIGERZ experiment. J Geophys Res: Atmos 116

  • Goel V, Hazarika N, Kumar M, Singh V, Thamban NM, Tripathi SN (2021) Variations in black carbon concentration and sources during COVID-19 lockdown in Delhi. Chemosphere 270:129435

    Article  CAS  Google Scholar 

  • Gogoi M et al (2021) Response of ambient BC concentration across the Indian region to the nation-wide lockdown: results from the ARFINET measurements of ISRO-GBP. Curr Sci 120:341–351

    Article  CAS  Google Scholar 

  • Haque MS, Singh R (2017) Air pollution and human health in Kolkata, India: a case study. Climate 5:77

    Article  Google Scholar 

  • Jethva H, Satheesh SK, Srinivasan J (2005) Seasonal variability of aerosols over the Indo-Gangetic basin. J Geophys Res Atmos 110

  • Kanawade V, Tripathi S, Bhattu D, Shamjad P (2014) Sub-micron particle number size distributions characteristics at an urban location, Kanpur, in the Indo-Gangetic Plain. Atmos Res 147-148:121–132

    Article  CAS  Google Scholar 

  • Kant Y, Mitra D, Chauhan P (2020) Space-based observations on the impact of COVID-19-induced lockdown on aerosols over India. Curr Sci 119:539–544

    Article  CAS  Google Scholar 

  • Kaskaoutis D, Kumar S, Sharma D, Singh RP, Kharol S, Sharma M, Singh A, Singh S, Singh A, Singh D (2014a) Effects of crop residue burning on aerosol properties, plume characteristics, and long-range transport over northern India. J Geophys Res: Atmos 119:5424–5444

    Article  Google Scholar 

  • Kaskaoutis DG, Badarinath K, Kumar Kharol S, Rani Sharma A, Kambezidis H (2009) Variations in the aerosol optical properties and types over the tropical urban site of Hyderabad, India. J Geophys Res: Atmos 114

  • Kaskaoutis DG, Houssos EE, Goto D, Bartzokas A, Nastos PT, Sinha PR, Kharol SK, Kosmopoulos PG, Singh RP, Takemura T (2014b) Synoptic weather conditions and aerosol episodes over Indo-Gangetic Plains. India Clim Dyn 43:2313–2331

    Article  Google Scholar 

  • Kim M-H, Omar AH, Tackett JL, Vaughan MA, Winker DM, Trepte CR, Hu Y, Liu Z, Poole LR, Pitts MC (2018) The CALIPSO version 4 automated aerosol classification and lidar ratio selection algorithm. Atmos Meas Tech 11:6107–6135

    Article  CAS  Google Scholar 

  • Kumar M, Parmar K, Kumar D, Mhawish A, Broday D, Mall R, Banerjee T (2018) Long-term aerosol climatology over Indo-Gangetic Plain: trend, prediction and potential source fields. Atmos Environ 180:37–50

    Article  CAS  Google Scholar 

  • Kumari P, Toshniwal D (2020) Impact of lockdown measures during COVID-19 on air quality–a case study of India. Int J Environ Health Res:1–8

  • Lara R, Megido L, Suárez-Peña B, Negral L, Fernández-Nava Y, Rodríguez-Iglesias J, Marañón E, Castrillón L (2023) Impact of COVID-19 restrictions on hourly levels of PM10, PM2. 5 and black carbon at an industrial suburban site in northern Spain. Atmos Environ 304:119781

    Article  CAS  Google Scholar 

  • Lawrence M, Lelieveld J (2010) Atmospheric pollutant outflow from southern Asia: a review. Atmos Chem Phys 10:11017–11096

    Article  CAS  Google Scholar 

  • Lelieveld J, Bourtsoukidis E, Brühl C, Fischer H, Fuchs H, Harder H, Hofzumahaus A, Holland F, Marno D, Neumaier M (2018) The South Asian monsoon—pollution pump and purifier. Science 361:270–273

    Article  CAS  Google Scholar 

  • Levy R, Mattoo S, Munchak L, Remer L, Sayer A, Patadia F, Hsu N (2013) The Collection 6 MODIS aerosol products over land and ocean. Atmos Meas Tech 6:2989–3034

    Article  Google Scholar 

  • Mahato S, Ghosh KG (2020) Short-term exposure to ambient air quality of the most polluted Indian cities due to lockdown amid SARS-CoV-2. Environ Res 188:109835

    Article  CAS  Google Scholar 

  • Mhawish A, Banerjee T, Broday DM, Misra A, Tripathi SN (2017) Evaluation of MODIS Collection 6 aerosol retrieval algorithms over Indo-Gangetic Plain: implications of aerosols types and mass loading. Remote Sens Eenviron 201:297–313

    Article  Google Scholar 

  • Moorthy KK, Suresh Babu S, Manoj MR, Satheesh SK (2013) Buildup of aerosols over the Indian Region. Geophys Res Lett 40:1011–1014

    Article  Google Scholar 

  • Mukherjee S, Verma A, Meena GS, Kodoli S, Buchunde P, Aslam MY, Patil RD, Panicker A, Safai PD, Pandithurai G (2022a) Compensatory effect of biomass burning on black carbon concentrations during COVID-19 lockdown at a high-altitude station in SW India. Atmos Pollut Res:101566

  • Mukherjee S, Verma A, Meena GS, Kodoli S, Buchunde P, Aslam MY, Patil RD, Panicker A, Safai PD, Pandithurai G (2022b) Compensatory effect of biomass burning on black carbon concentrations during COVID-19 lockdown at a high-altitude station in SW India. Atmos Pollut Res 13:101566

    Article  CAS  Google Scholar 

  • Naqvi H, Mutreja G, Hashim M, Singh A, Nawazuzzoha M, Naqvi D, Siddiqui M, Shakeel A, Chaudhary A, Naqvi A (2021) Global assessment of tropospheric and ground air pollutants and its correlation with COVID-19. Atmos Pollut Res 12:101172

    Article  CAS  Google Scholar 

  • Otmani A, Benchrif A, Tahri M, Bounakhla M, El Bouch M, Krombi M (2020) Impact of Covid-19 lockdown on PM10, SO2 and NO2 concentrations in Salé City (Morocco). Sci Total Environ 735:139541

    Article  CAS  Google Scholar 

  • Palle SNR, Tandule CR, Kalluri ROR, Gugamsetty B, Kotalo RG, Thotli LR, Akkiraju B, Lingala SSR (2021) The impact of lockdown on eBC mass concentration over a semi-arid region in southern India: ground observation and model simulations. Aerosol Air Qual Res 21:210101

    Article  CAS  Google Scholar 

  • Pandey SK, Vinoj V (2021) Surprising changes in aerosol loading over India amid COVID-19 lockdown. Aerosol Air Qual Res 21:200466

    Article  CAS  Google Scholar 

  • Pandithurai G, Dipu S, Dani KK, Tiwari S, Bisht DS, Devara PCS, Pinker RT (2008) Aerosol radiative forcing during dust events over New Delhi, India. J Geophys Res Atmos 113

  • Prabhu V, Soni A, Madhwal S, Gupta A, Sundriyal S, Shridhar V, Sreekanth V, Mahapatra PS (2020) Black carbon and biomass burning associated high pollution episodes observed at Doon valley in the foothills of the Himalayas. Atmos Res:243

  • Prasad P, Rastogi S, Singh R (2014) Study of satellite retrieved CO2 and CH4 concentration over India. Adv Space Res 54:1933–1940

    Article  CAS  Google Scholar 

  • Rajesh T, Ramachandran S (2022) Assessment of the coronavirus disease 2019 (COVID-19) pandemic imposed lockdown and unlock effects on black carbon aerosol, its source apportionment, and aerosol radiative forcing over an urban city in India. Atmos Res 267:105924

    Article  CAS  Google Scholar 

  • Ramanathan V, Chung C, Kim D, Bettge T, Buja L, Kiehl JT, Washington WM, Fu Q, Sikka DR, Wild M (2005) Atmospheric brown clouds: impacts on South Asian climate and hydrological cycle. Proc Natl Acad Sci USA 102:5326–5333

    Article  CAS  Google Scholar 

  • Randles C, Da Silva A, Buchard V, Colarco P, Darmenov A, Govindaraju R, Smirnov A, Holben B, Ferrare R, Hair J (2017) The MERRA-2 aerosol reanalysis, 1980 onward. Part I: System description and data assimilation evaluation. J Clim 30:6823–6850

    Article  CAS  Google Scholar 

  • Ratnam MV, Prasad P, Raj STA, Hoteit I (2021) Effect of lockdown due to COVID-19 on the aerosol and trace gases spatial distribution over India and adjoining regions. Aerosol Air Qual Res 21:200397

    Article  CAS  Google Scholar 

  • Remer LA, Kaufman Y, Tanré D, Mattoo S, Chu D, Martins JV, Li R-R, Ichoku C, Levy R, Kleidman R (2005) The MODIS aerosol algorithm, products, and validation. J Atmos Sci 62:947–973

    Article  Google Scholar 

  • Sanap S (2021) Global and regional variations in aerosol loading during COVID-19 imposed lockdown. Atmos Environ 246:118132

    Article  CAS  Google Scholar 

  • Sathe Y, Gupta P, Bawase M, Lamsal L, Patadia F, Thipse S (2021) Surface and satellite observations of air pollution in India during COVID-19 lockdown: implication to air quality. Sustain Cities Soc 66:102688

    Article  Google Scholar 

  • Saxena A, Raj S (2021) Impact of lockdown during COVID-19 pandemic on the air quality of North Indian cities. Urban Clim 35:100754

    Article  Google Scholar 

  • Sharma M, Singh RP, Kumar R (2016) Dynamical characteristics of atmospheric aerosols over IG region. Proc. SPIE 9876, Remote Sensing of the Atmosphere, Clouds, and Precipitation VI, pp 182–193

    Google Scholar 

  • Shukla N, Sharma GK, Baruah P, Shukla V, Gargava P (2020) Impact of shutdown due to COVID-19 pandemic on aerosol characteristics in Kanpur, India. J Health Pollut 10:201201

    Article  Google Scholar 

  • Singh A, Rastogi N, Sharma D, Singh D (2015) Inter and intra-annual variability in aerosol characteristics over northwestern Indo-Gangetic Plain. Aerosol Air Qual Res 15:376–386

    Article  CAS  Google Scholar 

  • Singh P, Vaishya A, Rastogi S (2016) Radiative characterization of aerosols in the central Indo-Gangetic plain. Proc. SPIE 9876, Remote Sensing of the Atmosphere, Clouds, and Precipitation VI, p 11

    Google Scholar 

  • Singh P, Vaishya A, Rastogi S, Babu SS (2020a) Seasonal heterogeneity in aerosol optical properties over the subtropical humid region of northern India. J Atmos Sol-Terr Phys 201:105246

    Article  Google Scholar 

  • Singh V, Singh S, Biswal A, Kesarkar AP, Mor S, Ravindra K (2020b) Diurnal and temporal changes in air pollution during COVID-19 strict lockdown over different regions of India. Environ Pollut 266:115368

    Article  CAS  Google Scholar 

  • Soni A, Mandariya AK, Rajeev P, Izhar S, Singh GK, Choudhary V, Qadri AM, Gupta AD, Singh AK, Gupta T (2021) Multiple site ground-based evaluation of carbonaceous aerosol mass concentrations retrieved from CAMS and MERRA-2 over the Indo-Gangetic Plain. Environ Sci: Atmos 1:577–590

    CAS  Google Scholar 

  • Srivastava A (2020) COVID-19 and air pollution and meteorology-an intricate relationship: a review. Chemosphere 263:128297

    Article  Google Scholar 

  • Srivastava AK, Bhoyar PD, Kanawade VP, Devara PC, Thomas A, Soni VK (2021) Improved air quality during COVID-19 at an urban megacity over the Indo-Gangetic Basin: from stringent to relaxed lockdown phases. Urban Clim 36:100791

    Article  Google Scholar 

  • Stein A, Draxler R, Rolph G, Stunder B, Cohen M, Nagan F (2015) NOAA’s HYSPLIT atmospheric transport and dispersion modeling system. Bull Am Meteorol Soc 96:2059–2077

    Article  Google Scholar 

  • Stohl A (1996) Trajectory statistics-a new method to establish source-receptor relationships of air pollutants and its application to the transport of particulate sulfate in Europe. Atmos Environ 30:579–587

    Article  CAS  Google Scholar 

  • Talukdar S, Jana S, Maitra A, Gogoi MM (2015) Characteristics of black carbon concentration at a metropolitan city located near land–ocean boundary in Eastern India. Atmos Res 153:526–534

    Article  CAS  Google Scholar 

  • Tiwari S, Kaskaoutis D, Soni VK, Attri SD, Singh AK (2018) Aerosol columnar characteristics and their heterogeneous nature over Varanasi, in the central Ganges valley. Environ Sci Pollut Res 25:24726–24745

    Article  CAS  Google Scholar 

  • Tiwari S, Singh A (2013) Variability of aerosol parameters derived from ground and satellite measurements over Varanasi located in the Indo-Gangetic Basin. Aerosol Air Qual Res 13:627–638

    Article  Google Scholar 

  • Tobías A, Carnerero C, Reche C, Massagué J, Via M, Minguillón MC, Alastuey A, Querol X (2020) Changes in air quality during the lockdown in Barcelona (Spain) one month into the SARS-CoV-2 epidemic. Sci Total Environ 726:138540

    Article  Google Scholar 

  • Tripathi S, Dey S, Chandel A, Srivastava S, Singh RP, Holben B (2005) Comparison of MODIS and AERONET derived aerosol optical depth over the Ganga Basin, India. Ann Geophys 23:1093–1101

    Article  Google Scholar 

  • Vadrevu KP, Ellicott E, Badarinath K, Vermote E (2011) MODIS derived fire characteristics and aerosol optical depth variations during the agricultural residue burning season, north India. Environ Pollut 159:1560–1569

    Article  CAS  Google Scholar 

  • Vaishya A, Singh P, Rastogi S, Babu SS (2017) Aerosol black carbon quantification in the central Indo-Gangetic Plain: seasonal heterogeneity and source apportionment. Atmos Res 185:13–21

    Article  CAS  Google Scholar 

  • Varpe SR, Kolhe AR, Singh P, Mahajan CM, Kutal GC, Patil RS, Prasad P, Aher GR (2022) Annual and Inter-annual variability coupled with comparison of MODIS-AERONET retrieved aerosol optical depth over a rural site in the central Indo-Gangetic Basin. Aerosol Sci Eng 6:197–211

    Article  Google Scholar 

  • Wang Y, Zhang X, Draxler RR (2009) TrajStat: GIS-based software that uses various trajectory statistical analysis methods to identify potential sources from long-term air pollution measurement data. Environ Model Soft 24:938–939

    Article  Google Scholar 

  • WHO (2020a) WHO Director-General's opening remarks at the media briefing on COVID-19. World Health Organization, Geneva, Switzerland

    Google Scholar 

  • WHO 2020b Statement on the second meeting of the International Health Regulations (2005) Emergency Committee regarding the outbreak of novel coronavirus (2019-nCov).

  • WHO 2020c Coronavirus disease 2019 (COVID-19): situation report, 82

  • WHO 2022 WHO global ambient air quality database (update 2022)

  • Winker D, Tackett J, Getzewich B, Liu Z, Vaughan M, Rogers R (2013) The global 3-D distribution of tropospheric aerosols as characterized by CALIOP. Atmos Chem Phys 13:3345–3361

    Article  CAS  Google Scholar 

  • Xu X, Yang X, Zhu B, Tang Z, Wu H, **e L (2020) Characteristics of MERRA-2 black carbon variation in east China during 2000–2016. Atmos Environ 222

  • Yan G, Yu H, Li M, Zheng X, Li S, Yao D, Liu M, Hu P (2022) Pollution characteristics of black carbon based on MERRA-2 reanalysis data in core city of Central Plains Economic Zone, China: Historical trend and potential sources. Front Environ Sci 10

  • Young SA, Vaughan MA, Garnier A, Tackett JL, Lambeth JD, Powell KA (2018) Extinction and optical depth retrievals for CALIPSO’s Version 4 data release. Atmos Meas Tech 11:5701–5727

    Article  CAS  Google Scholar 

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Acknowledgements

The authors acknowledge the Terra-Aqua/MODIS, MERRA-2 reanalysis, CALIPSO imageries, and NOAA-HYSPLIT model used in this publication.

Funding

This work was supported by the Aerosol Radiative Forcing over India (ARFI) project (SPL:GBP:ARFI:40) of the ISRO-GBP

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SR and AV conceptualized the research. Data collection and preliminary analysis were performed by PS with inputs from AV. PS wrote the first draft of the manuscript with significant inputs from AV. All the authors discussed the results and commented on the draft manuscript. AV and SR reviewed and edited the manuscript.

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Correspondence to Aditya Vaishya.

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Singh, ., Vaishya, A. & Rastogi, S. Investigating changes in atmospheric aerosols properties over the Indo-Gangetic Plain during different phases of COVID-19-induced lockdowns. Environ Sci Pollut Res 30, 100215–100232 (2023). https://doi.org/10.1007/s11356-023-29449-x

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