Abstract
In the Indo-Gangetic Plains, extensive crop residue burning (CRB) of wheat stubble is done during the month of May. Soot emitted following CRB, a serious environmental pollutant, affects cloud properties. Though important, it is poorly understood as an ice nucleating particle. During the summer season, on 13 May 2020, an unusually heavy rainfall event occurred over Rajasthan, India, which was studied using ground- and satellite-data. The sun photometer observations of the AERONET station on 12 May 2020 yielded an absorption Ångstorm exponent value of 1.01. This value corresponds to black carbon (BC) and indicates its dominance as a fine aerosol associated with CRB. The HYSPLIT model indicated a downwind trajectory towards Rajasthan from Haryana and Punjab (source of CRB). Atmospheric ageing and oxygenation of BC probably increased the number of hydrophilic surface sites. Thus, soot comprising BC particles got activated into cloud droplets through the heterogeneous nucleation of water vapour. As a result, the prevailing sub-saturation condition with 80% RH led to the wetting of BC particles through the nucleation of water vapour and increased ice concentration in the cloud anvils in the late night of 12 May 2020 and precipitated on 13 May 2020 (up to 58.2 mm). AERONET data highlights that the region had an abundance of BC produced from CRB. Apart from its water affinity, other particle characteristics such as porosity and polarity also augmented ice nucleation.
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References
Abdurrahman, M. I., Chaki, S., & Saini, G. (2020). Stubble burning: Effects on health & environment, regulations and management practices. Environmental Advances, 2, 100011.
Agarwal, R., Awasthi, A., Singh, N., Gupta, P. K., & Mittal, S. K. (2012). Effects of exposure to rice-crop residue burning smoke on pulmonary functions and oxygen saturation level of human beings in Patiala (India). Science of the Total Environment, 429, 161–166. https://doi.org/10.1016/j.scitotenv.2012.03.074
Aminou, D. M. A. (2002). MSG’s SEVIRI Instrument. European Science Agency Bulletin, 111, 15–17.
Andreae, M. O., & Rosenfeld, D. (2008). Aerosol-cloud–precipitation interactions. Part 1. The nature and sources of cloud-active aerosols. Earth Science Reviews, 89, 13–41.
Bhuvaneshwari, S., Hettiarachchi, H., & Meegoda, J. (2019). Crop residue burning in India: Policy challenges and potential solutions. International Journal of Environmental Research and Public Health, 16, 832.
Bond, T. C., Doherty, S. J., Fahey, D. W., Forster, P. M., Berntsen, T., DeAngelo, B. J., et al. (2013). Bounding the role of black carbon in the climate system: A scientific assessment. Journal of Geophysical Research - d: Atmospheres, 118(11), 5380–5552. https://doi.org/10.1002/jgrd.50171
Cao, X., Liang, J., Tian, P., Zhang, L., Quan, X., & Liu, W. (2014). The mass concentration and optical properties of black carbon aerosols over a semi–arid region in the northwest of China. Atmospheric Pollution Research, 5, 601–609. https://doi.org/10.5094/APR.2014.069
Chawala, P., & Sandhu, H. A. S. (2020). Stubble burn area estimation and its impact on ambient air quality of Patiala & Ludhiana district, Punjab. India. Heliyon, 6, e03095.
Creamean, J. M., Suski, K. J., Rosenfeld, D., Cazorla, A., DeMott, P. J., Sullivan, R. C., White, A. B., Ralph, F. M., Minnis, P., Comstock, J. M., Tomlinson, J. M., & Prather, K. A. (2013). Dust and biological aerosols from the Sahara and Asia influence precipitation in the western U.S. Science, 339, 1572–1578. https://doi.org/10.1126/science.1227279
Crouzet, Y., & Marlow, W. H. (1995). Calculations of the equilibrium vapor pressure of water over adhering 50–200-nm spheres. Aerosol Science and Technology, 22, 43–59.
Cusworth, D. H., Mickley, L. J., Sulprizio, M. P., Liu, T., Marlier, M. E., DeFries, R. S., Guttikunda, S. K., & Gupta, P. (2018). Quantifying the influence of agricultural fires in northwest India on urban air pollution in Delhi. India. Environment Research Letters, 13, 044018. https://doi.org/10.1088/1748-9326/aab303
David, R. O., Marcolli, C., Fahrni, J., Qiu, Y., Perez Sirkin, Y. A., Molinero, V., Mahrt, F., Brühwiler, D., Lohmann, U., & Kanji, Z. A. (2019). Pore condensation and freezing is responsible for ice formation below water saturation for porous particles. Proceedings National Academy of Sciences USA, 116, 8184–8189.
de Tomasi, F., & Perrone, M. R. (2003). Lidar measurements of tropospheric water vapor and aerosol profiles over southeastern Italy. Journal of Geophysical Research Atmosphere, 108, 4286. https://doi.org/10.1029/2002JD002781
Deep, A., Pandey, C. P., Nandan, H., Singh, N., Yadav, G., Joshi, P. C., Purohit, K. D., & Bhatt, S. C. (2021). Aerosols optical depth and Ångström exponent over different regions in Garhwal Himalaya. India. Environmental Monitoring and Assessment, 193, 324. https://doi.org/10.1007/s10661-021-09048-4
Desouza, N. D., & Blaise, D. (2020). Impact of aerosols on deep convective clouds using integrated remote sensing techniques. Air Quality, Atmosphere and Health, 13, 815–825. https://doi.org/10.1007/s11869-020-00838-2
Domingo-García, M., López-Garzón, F. J., & Pérez-Mendoza, M. (2000). Effect of some oxidation treatments on the textural characteristics and surface chemical nature of an activated carbon. Journal of Colloid and Interface Science, 222, 233–240. https://doi.org/10.1006/jcis.1999.6619
Eck, T. F., Holben, B. N., Reid, J. S., Dubovik, O., Smirnov, A., O’Neill, N. T., Slutsker, I., & Kinne, S. (1999). Wavelength dependence of the optical depth of biomass burning, urban, and desert dust aerosols. Journal of Geophysical Research Atmospheres, 104, 31333–31349. https://doi.org/10.1029/1999JD900923
Falk, J., Korhonen, K., Malmborg, V. B., Gren, L., Eriksson, A. C., Karjalainen, P., Markkula, L., Bengtsson, P. E., Virtanen, A., Svenningsson, B., Pagels, J., & Kristensen, T. B. (2021). Immersion freezing ability of freshly emitted soot with various physico-chemical characteristics. Atmosphere, 12, 1173. https://doi.org/10.3390/atmos12091173
Friedman, B., Kulkarni, G., Beránek, J., Zelenyuk, A., Thornton, J. A., & Cziczo, D. J. (2011). Ice nucleation and droplet formation by bare and coated soot particles. Journal of Geophysical Research, 116, D17203. https://doi.org/10.1029/2011JD015999
Gao, Y., & Zhang, M. (2018). Changes in the diurnal variations of clouds and precipitation induced by anthropogenic aerosols over East China in August 2008. Atmospheric Pollution Research, 9, 513–525. https://doi.org/10.1016/j.apr.2017.11.013
Ghude, S. D., Chate, D. M., Jena, C., Beig, G., Kumar, R., Barth, M. C., Pfister, G. G., Fadnavis, S., & Pithani, P. (2016). Premature mortality in India due to PM 2.5 and ozone exposure. Geophysical Research Letters, 43, 4650–4658. https://doi.org/10.1002/2016GL068949
Gomes, L., Miranda, H. S., Soares-Filho, B., Rodrigues, L., Oliveira, U., & Bustamante, M. M. C. (2020). Responses of plant biomass in the Brazilian savanna to frequent fires. Frontiers in Forests and Global Change, 3, 507710. https://doi.org/10.3389/ffgc.2020.507710
Hagihara, Y., Okamoto, H., & Luo, Z. J. (2014). Joint analysis of cloud top heights from CloudSat and CALIPSO: New insights into cloud top microphysics. Journal of Geophysical Research Atmospheres, 119, 4087–4106.
Holben, B. N., Eck, T. F., Slutsker, I., Tanré, D., Buis, J. P., Setzer, A., Vermote, E., Reagan, J. A., Kaufman, Y. J., Nakajima, T., Lavenu, F., Jankowiak, I., & Smirnov, A. (1998). AERONET—A federated instrument network and data archive for aerosol characterization. Remote Sensing of Environment, 66, 1–16. https://doi.org/10.1016/S0034-4257(98)00031-5
Holben, B. N., Tanre, D., Smirnov, A., Eck, T., Slutsker, I., Abuhassan, N., Newcomb, W., Schafer, J., Chatenet, B., Lavenu, F., Kaufman, Y., Castle, J. V., Setzer, A., Markham, B., Clark, D., Frouin, R., Halthore, R., Karneli, A., O’Neill, N., … Zibordi, G. (2001). An emerging ground-based aerosol climatology: Aerosol optical depth from AERONET. Journal of Geophysical Research, 106, 12067–12097.
Hoose, C., & Möhler, O. (2012). Heterogeneous ice nucleation on atmospheric aerosols: A review of results from laboratory experiments. Atmospheric Chemistry and Physics, 12, 9817–9854.
IMD. (2020). All India Weather Summary and Forecast Bulletin, 15 May 2020. National Weather Forecasting Centre, India Meteorological Department, New Delhi. https://www.imd.gov.in
Jain, N., Bhatia, A., & Pathak, H. (2014). Emission of air pollutants from crop residue burning in India. Aerosol Air Quality Research, 14, 422–430. https://doi.org/10.4209/aaqr.2013.01.0031
Jat, M. L., Chakraborty, D., Ladha, J. K., Rana, D. S., Gathala, M. K., McDonald, A., & Gerard, B. (2020). Conservation agriculture for sustainable intensification in South Asia. Nature Sustainability, 3, 336–343.
Jethva, H., Chand, D., Torres, O., Gupta, P., Lyapustin, A., & Patadia, F. (2018). Agricultural burning and air quality over northern India: A synergistic analysis using NASA’s A-train satellite data and ground measurements. Aerosol Air Quality Research, 18, 1756–1773.
Jing, F., & Singh, R. P. (2020). Optical properties of dust and crop burning emissions over India using ground and satellite data. Science of the Total Environment, 718, 134476.
Jones, J. M., Ross, A. B., & Williams, A. (2005). Atmospheric chemistry implications of the emission of biomass smoke. Journal of the Energy Institute, 78, 199–200.
Kalinga, O. A., & Gan, T. Y. (2010). Estimation of rainfall from infrared-microwave satellite data for basin scale hydrologic modeling. Hydrological Processes, 24, 2068–2086.
Kaskaoutis, D. G., Kumar, S., Sharma, D., Singh, R. P., Kharol, S. K., Sharma, M., Singh, A. K., Singh, S., Singh, A., & Singh, D. (2014). Effects of crop residue burning on aerosol properties, plume characteristics, and long-range transport over northern India. Journal of Geophysical Research Atmospheres, 119, 5424–5444.
Koehler, K. A., DeMott, P. J., Kreidenweis, S. M., Popovicheva, O. B., Petters, M. D., Carrico, C. M., Kireeva, E. D., Khokhlova, T. D., & Shonija, N. K. (2009). Cloud condensation nuclei and ice nucleation activity of hydrophobic and hydrophilic soot particles. Physical Chemistry Chemical Physics, 11, 7906–7920. https://doi.org/10.1039/b905334b
Koren, I. (2004). Measurement of the effect of Amazon smoke on inhibition of cloud formation. Science, 303, 1342–1345. https://doi.org/10.1126/science.1089424
Kumari, S., Lakhani, A., & Kumari, K. M. (2020). Transport of aerosols and trace gases during dust and crop-residue burning events in Indo-Gangetic Plain: Influence on surface ozone levels over downwind region. Atmospheric Environment, 241, 117829. https://doi.org/10.1016/j.atmosenv.2020.117829
Levin, E. J. T., McMeeking, G. R., DeMott, P. J., McCluskey, C. S., Carrico, C. M., Nakao, S., et al. (2016). Ice-nucleating particle emissions from biomass combustion and the potential importance of soot aerosol. Journal of Geophysical Research: Atmospheres, 121, 5888–5903. https://doi.org/10.1002/2016JD024879
Li, Y., Tan, H., Wang, X., Bai, S., Mei, J., You, X., Ruan, R., & Yang, F. (2018). Characteristics and mechanism of soot formation during the fast pyrolysis of biomass in an entrained flow reactor. Energy & Fuels, 32, 11477–11488. https://doi.org/10.1021/acs.energyfuels.8b00752
Liu, X. (2002). Effect of Mount Pinatubo H2SO4/H2O aerosol on ice nucleation in the upper troposphere using a global chemistry and transport model. Journal of Geophysical Research, 107, 4141.
Liu, L., Kong, S., Zhang, Y., Wang, Y., Xu, L., Yan, Q., Lingaswamy, A. P., Shi, Z., Lv, S., Niu, H., Shao, L., Hu, M., Zhang, D., Chen, J., Zhang, X., & Li, W. (2017). Morphology, composition, and mixing state of primary 334 particles from combustion sources - Crop residue, wood, and solid waste. Scientific Reports, 7, 5047. https://doi.org/10.1038/s41598-017-05357-2
Ma, Y., Chen, C., Wang, J., Jiang, Y., Zheng, Z., Chen, H., & Zheng, J. (2019). Evolution in physiochemical and cloud condensation nuclei activation properties of crop residue burning particles during photochemical aging. Journal of Environmental Sciences, 77, 43–53.
Mahrt, F., Marcolli, C., David, R. O., Grönquist, P., Barthazy Meier, E. J., Lohmann, U., & Kanji, Z. A. (2018). Ice nucleation abilities of soot particles determined with the Horizontal Ice Nucleation Chamber. Atmospheric Chemistry and Physics, 18, 13363–13392. https://doi.org/10.5194/acp-18-13363-2018
Marcolli, C. (2014). Deposition nucleation viewed as homogeneous or immersion freezing in pores and cavities. Atmospheric Chemistry and Physics, 14, 2071–2104. https://doi.org/10.5194/acp-14-2071-2014
McGraw, Z., Storelvmo, T., Samset, B. H., & Stjern, C. W. (2020). Global radiative impacts of black carbon acting as ice nucleating particles. Geophysical Research Letters, 47, e2020GL089056.
Moore, R. A., Bomar, C., Kobziar, L. N., & Christner, B. C. (2021). Wildland fire as an atmospheric source of viable microbial aerosols and biological ice nucleating particles. ISME Journal, 15, 461–472. https://doi.org/10.1038/s41396-020-00788-8
Murray, B. J., O’Sullivan, D., Atkinson, J. D., & Webb, M. E. (2012). Ice nucleation by particles immersed in supercooled cloud droplets. Chemical Society Reviews, 41, 6519–6554. https://doi.org/10.1039/c2cs35200a
Omar, A. H., Winker, D. M., Vaughan, M. A., Hu, Y., Trepte, C. R., Ferrare, R. A., Lee, K.-P., Hostetler, C. A., Kittaka, C., Rogers, R. R., Kuehn, R. E., & Liu, Z. (2009). The CALIPSO automated aerosol classification and Lidar ratio selection algorithm. Journal of Atmospheric and Oceanic Technology, 26, 1994–2014. https://doi.org/10.1175/2009JTECHA1231.1
Pandey, R., & Vyas, B. M. (2004). Study of total column ozone, precipitable water content and AOD at Udaipur, a tropical station. Current Science, 86, 305.
Petters, M. D., Parsons, M. T., Prenni, A. J., DeMott, P. J., Kreidenweis, S. M., Carrico, C. M., Sullivan, A. P., McMeeking, G. R., Levin, E., Wold, C. E., Collett, J. L., & Moosmüller, H. (2009). Ice nuclei emissions from biomass burning. Journal of Geophysical Research, 114, D07209. https://doi.org/10.1029/2008JD011532
Pruppacher, H. R., & Klett, J. D. (2010). Microphysics of clouds and precipitation. Springer, Netherlands. https://doi.org/10.1007/978-0-306-48100-0
Reichardt, J., Ansmann, A., Serwazi, M., Weitkamp, C., & Michaelis, W. (1996). Unexpectedly low ozone concentration in midlatitude tropospheric ice clouds: A case study. Geophysical Research Letters, 23, 1929–1932. https://doi.org/10.1029/96GL01856
Sawlani, R., Agnihotri, R., Sharma, C., Patra, P. K., Dimri, A. P., Ram, K., & Verma, R. L. (2019). The severe Delhi SMOG of 2016: A case of delayed crop residue burning, coincident fire cracker emissions, and atypical meteorology. Atmospheric Pollution Research, 10, 868–879. https://doi.org/10.1016/j.apr.2018.12.015
Schuster, G. L., Dubovik, O., Arola, A., Eck, T. F., & Holben, B. N. (2016). Remote sensing of soot carbon – Part 2: Understanding the absorption Ångström exponent. Atmospheric Chemistry and Physics, 16, 1587–1602.
Thumaty, K. C., Rodda, S. R., Singhal, J., Gopalakrishnan, R., Jha, C. S., Parsi, G. D., & Dadhwal, V. K. (2015). Spatio-temporal characterization of agriculture residue burning in Punjab and Haryana, India, using MODIS and Suomi NPP VIIRS Data. Current Science, 109, 1850.
Trubetskaya, A., Brown, A., Tompsett, G. A., Timko, M. T., Kling, J., Broström, M., Andersen, M. L., & Umeki, K. (2018). Characterization and reactivity of soot from fast pyrolysis of lignocellulosic compounds and monolignols. Applied Energy, 212, 1489–1500.
Weingartner, E., Burtscher, H., & Baltensperger, U. (1997). Hygroscopic properties of carbon and diesel soot particles. Atmospheric Environment, 31, 2311–2327. https://doi.org/10.1016/S1352-2310(97)00023-X
Wong, Y. J., Shiu, H.-Y., Chang, J.H.-H., Ooi, M. C. G., Li, H.-H., Homma, R., Shimizu, Y., Chiueh, P.-T., Maneechot, L., & Sulaiman, N. M. N. (2022). Spatiotemporal impact of COVID-19 on Taiwan air quality in the absence of a lockdown: Influence of urban public transportation use and meteorological conditions. Journal of Cleaner Production, 365, 132893. https://doi.org/10.1016/j.jclepro.2022.132893
Yu, H., Kaufman, Y. J., Chin, M., Feingold, G., Remer, L. A., Anderson, T. L., Balkanski, Y., Bellouin, N., Boucher, O., Christopher, S., DeCola, P., Kahn, R., Koch, D., Loeb, N., Reddy, M. S., Schulz, M., Takemura, T., & Zhou, M. (2006). A review of measurement-based assessments of the aerosol direct radiative effect and forcing. Atmospheric Chemistry and Physics, 6, 613–666.
Yun, Y., Penner, J. E., & Popovicheva, O. (2013). The effects of hygroscopicity on ice nucleation of fossil fuel combustion aerosols in mixed-phase clouds. Atmospheric Chemistry and Physics, 13, 4339–4348.
Zawadzka, O., & Markowicz, K. (2014). Retrieval of aerosol optical depth from optimal interpolation approach applied to SEVIRI data. Remote Sensing, 6, 7182–7211.
Zhang, Y., Yu, F., Luo, G., Fan, J., & Liu, S. (2021). Impacts of long-range transported mineral dust on summertime convective cloud and precipitation: A case study over the Taiwan region. Atmospheric Chemistry and Physics, 21, 17433–17451.
Zhang, S., Huang, Z., Li, M., Shen, X., Wang, Y., Dong, Q., Bi, J., Zhang, J., Li, W., Li, Z., & Song, X. (2022). Vertical structure of dust aerosols observed by a ground-based Raman Lidar with polarization capabilities in the center of the Taklimakan Desert. Remote Sensing, 14, 2461.
Zhao, B., Wang, Y., Gu, Y., Liou, K.-N., Jiang, J. H., Fan, J., Liu, X., Huang, L., & Yung, Y. L. (2019). Ice nucleation by aerosols from anthropogenic pollution. Nature Geosciences, 12, 602–607. https://doi.org/10.1038/s41561-019-0389-4
Acknowledgements
We acknowledge with sincere gratitude the AERONET data provided by Dr. Brent Holben, NASA, USA, and Dr. Panuganti C.S. Devara, Principal Investigator of the AERONET Station, Amity University, Gurgaon, India. Weather data for the other locations were retrieved from https://www.weatheronline.in/weather/maps/city. We are grateful to the National Aeronautical Space Agency (NASA), the National Oceanic and Atmospheric Administration (NOAA), and the National Snow and Ice Data Centre (NSIDC) for the use of MODIS and CALIPSO images, the EOSDIS data, and the access to Panoply Software. We appreciate the European Organization for Exploitation of Meteorological Satellites (EUMETSAT) for the satellite-derived data from Meteosat Second Generation. We are also grateful to the India Meteorological Department and the Ministry of Water Resources, Government of Rajasthan, for the rainfall data from the ground-based meteorological weather stations.
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Desouza, N.D., Blaise, D. & Velmourougane, K. Soot Aerosols from Wheat Stubble Burning Lead to Ice Nucleation and Heavy Rainfall Over Arid Rajasthan, India. Water Air Soil Pollut 234, 200 (2023). https://doi.org/10.1007/s11270-023-06213-y
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DOI: https://doi.org/10.1007/s11270-023-06213-y