Bulk cloud microphysical properties as seen from numerical simulation and remote sensing products: case study of a hailstorm event over the La Plata Basin
Angel Liduvino Vara-Vela A F * , Natália Machado Crespo A E , Éder Paulo Vendrasco B , Noelia Rojas Benavente A , Marcos Vinicius Bueno de Morais A C , Jorge Alberto Martins C , Vaughan Trevor James Phillips D , Fabio Luiz Teixeira Gonçalves A and Maria Assunção Faus da Silva Dias AA
B
C
D
E
F
Abstract
Hailstorms develop over the La Plata Basin, in south-eastern South America, more often during later winter and early austral spring, between September and October. These systems have significant socioeconomic impacts over the region. Thus, a better understanding of how atmospheric drivers modulate the formation of hailstorms is important to improve the forecast of such phenomena. In this study, we selected a hailstorm event observed over the eastern La Plata Basin during 14–15 July 2016 to evaluate the performance of the Brazilian developments on the Regional Atmospheric Modelling System (BRAMS) model. The ability of the model in simulating cloud microphysical properties was evaluated by comparing simulations driven by different global forcings against in situ and remote sensing observations. The model results showed good skill in capturing the basic characteristics of the thunderstorm, particularly in terms of the spatial distribution of hydrometeors. The simulated spatial distribution of hail covers locations where hail fall was reported. The BRAMS simulations suggest that, despite relatively low values of the convective available potential energy (CAPE) (700–1000 J kg−1), environments with strong 0–8-km bulk shear (60–70 kt, ~30.9–36.0 m s–1) can promote the formation of ice clouds and hail fall over the eastern La Plata Basin. To be more conclusive, however, further research is needed to understand how different combinations of CAPE and shear affect hail formation over the region.
Keywords: BRAMS model, cloud microphysics, hailstorms, La Plata Basin, numerical simulation, precipitation, remote sensing, SALLJ event.
References
Albrecht BA (1989) Aerosols, cloud microphysics and fractional cloudiness. Science 245, 1227-1230.
| Crossref | Google Scholar | PubMed |
Anand M, Pal S (2023) Exploring atmospheric boundary layer depth variability in frontal environments over an arid region. Boundary-Layer Meteorology 186, 251-285.
| Crossref | Google Scholar |
Arakawa A, Jung JH, Wu CM (2011) Toward unification of the multiscale modeling of the atmosphere. Atmospheric Chemistry and Physics 11, 3731-3742.
| Crossref | Google Scholar |
Beal A, Hallak R, Martins LD, Martins JA, Biz G, Rudke AP, Tarley CRT (2020) Climatology of hail in the triple border Paraná, Santa Catarina (Brazil) and Argentina. Atmospheric Research 234, 104747.
| Crossref | Google Scholar |
Beal A, Martins LD, Martins JA, Rudke AP, de Almeida DS, Costa LM, Tarley CRT (2021) Evaluation of the chemical composition of hailstones from triple border Paraná, Santa Catarina (Brazil) and Argentina. Atmospheric Pollution Research 12(3), 184-192.
| Crossref | Google Scholar |
Beal A, Martins JA, Rudke AP, de Almeida DS, da Silva I, Sobrinho OM, de Fátima Andrade M, Tarley CRT, Martins LD (2022) Chemical characterization of PM2.5 from region highly impacted by hailstorms in South America. Environmental Science and Pollution Research International 29, 5840-5851.
| Crossref | Google Scholar | PubMed |
Bela MM, Longo KM, Freitas SR, Moreira DS, Beck V, Wofsy SC, Gerbig C, Wiedemann K, Andreae MO, Artaxo P (2015) Ozone production and transport over the Amazon Basin during the dry-to-wet and wet-to-dry transition seasons. Atmospheric Chemistry and Physics 15, 757-782.
| Crossref | Google Scholar |
Browning KA, Foote GB (1976) Airflow and hail growth in supercell storms and some implications for hail suppression. Quarterly Journal of the Royal Meteorological Society 102, 499-533.
| Crossref | Google Scholar |
Bryan GH, Wyngaard JC, Fritsch JM (2003) Resolution requirements for the simulation of deep moist convection. Monthly Weather Review 131(10), 2394-2416.
| Crossref | Google Scholar |
Camponogara G, Silva Dias MAF, Carrió GG (2014) Relationship between Amazon biomass burning aerosols and rainfall over the La Plata Basin. Atmospheric Chemistry and Physics 14, 4397-4407.
| Crossref | Google Scholar |
Camponogara G, Faus da Silva Dias MA, Carrió GG (2018) Biomass burning CCN enhance the dynamics of a mesoscale convective system over the La Plata Basin: a numerical approach. Atmospheric Chemistry and Physics 18, 2081-2096.
| Crossref | Google Scholar |
Cecil DJ, Blankenship CB (2012) Toward a global climatology of severe hailstorms as estimated by satellite passive microwave imagers. Journal of Climate 25, 687-703.
| Crossref | Google Scholar |
Chen Q, Koren I, Altaratz O, Heiblum RH, Dagan G, Pinto L (2017) How do changes in warm-phase microphysics affect deep convective clouds? Atmospheric Chemistry and Physics 17, 9585-9598.
| Crossref | Google Scholar |
Chen Q, Yin Y, Jiang H, Chu Z, Xue L, Shi R, Zhang X, Chen J (2019) The roles of mineral dust as cloud condensation nuclei and ice nuclei during the evolution of a hail storm. Journal of Geophysical Research: Atmospheres 124(14), 14262-284.
| Crossref | Google Scholar |
Cotton WR, Pielke RA, Sr, Walko RL, Liston GE, Tremback CJ, Jiang H, McAnelly RL, Harrington JY, Nicholls ME, Carrio GG, McFadden JP (2003) RAMS 2001: current status and future directions. Meteorology and Atmospheric Physics 82, 5-29.
| Crossref | Google Scholar |
Crespo NM, da Rocha RP, de Jesus EM (2020a) Cyclone density and characteristics in different reanalysis datasets over South America. In ‘EGU2020: Sharing Geoscience Online’, 4–8 May 2020, held virtually. Session AS1.23, presentation EGU2020-11316. (EGU General Assembly) Available at https://presentations.copernicus.org/EGU2020/EGU2020-11316_presentation.pdf [Online poster presentation]
Crespo NM, da Rocha RP, Sprenger M, Wernli H (2020b) A potential vorticity perspective on cyclogenesis over centre-eastern South America. International Journal of Climatology 41, 663-678.
| Crossref | Google Scholar |
de Jesus EM, da Rocha RP, Crespo NM, Reboita MS, Gozzo LF (2021) Multi-model climate projections of the main cyclogenesis hot-spots and associated winds over the eastern coast of South America. Climate Dynamics 56, 537-557.
| Crossref | Google Scholar |
Dennis EJ, Kumjian MR (2017) The impact of vertical wind shear on hail growth in simulated supercells. Journal of the Atmospheric Sciences 74, 641-663.
| Crossref | Google Scholar |
Durkee JD, Mote TL (2010) A climatology of warm-season mesoscale convective complexes in subtropical South America. International Journal of Climatology 30, 418-431.
| Crossref | Google Scholar |
Eirund GK, Drossaart van Dusseldorp S, Brem BT, Dedekind Z, Karrer Y, Stoll M, Lohmann U (2022) Aerosol–cloud–precipitation interactions during a Saharan dust event – a summertime case-study from the Alps. Quarterly Journal of the Royal Meteorological Society 148, 943-961.
| Crossref | Google Scholar |
Eliasson S, Holl G, Buehler SA, Kuhn T, Stengel M, Iturbide‐Sanchez F, Johnston M (2013) Systematic and random errors between collocated satellite ice water path observations. Journal of Geophysical Research: Atmospheres 118, 2629-2642.
| Crossref | Google Scholar |
Foote GB (1984) A Study of hail growth utilizing observed storm conditions. Journal of Climate and Applied Meteorology 23, 84-101.
| Crossref | Google Scholar |
Freire JLM, Coelho CAS, Freitas SR, et al. (2022) Assessing the contribution of dynamical downscaling to austral autumn northeast Brazil seasonal precipitation prediction performance. Climate Services 27, 100321.
| Crossref | Google Scholar |
Freitas SR, Longo KM, Silva Dias MAF, et al. (2005) Monitoring the transport of biomass burning emissions in South America. Environmental Fluid Mechanics 5, 135-167.
| Crossref | Google Scholar |
Freitas SR, Longo KM, Silva Dias MAF, et al. (2009) The coupled aerosol and tracer transport model to the Brazilian developments on the regional atmospheric modeling system (CATT-BRAMS) – part 1: model description and evaluation. Atmospheric Chemistry and Physics 9, 2843-2861.
| Crossref | Google Scholar |
Freitas SR, Panetta J, Longo KM, et al. (2017) The Brazilian developments on the regional atmospheric modeling system (BRAMS 5.2): an integrated environmental model tuned for tropical areas. Geoscientific Model Development 10, 189-222.
| Crossref | Google Scholar | PubMed |
Freud E, Rosenfeld D (2012) Linear relation between convective cloud drop number concentration and depth for rain initiation. Journal of Geophysical Research: Atmospheres 117, D02207.
| Crossref | Google Scholar |
Funk C, Peterson P, Landsfeld M, Pedreros D, Verdin J, Shukla S, Husak G, Rowland J, Harrison L, Hoell A, Michaelsen J (2015) The climate hazards infrared precipitation with stations – a new environmental record for monitoring extremes. Scientific Data 2, 150066.
| Crossref | Google Scholar | PubMed |
Gao J, Stensrud DJ (2012) Assimilation of reflectivity data in a convective-scale, cycled 3DVAR framework with hydrometeor classification. Journal of the Atmospheric Sciences 69(3), 1054-1065.
| Crossref | Google Scholar |
Gilmore MS, Straka JM, Rasmussen EN (2004) Precipitation and Evolution sensitivity in simulated deep convective storms: comparisons between liquid-only and simple ice and liquid phase microphysics. Monthly Weather Review 132(8), 1897-1916.
| Crossref | Google Scholar |
Gordon J, Albert D (2000) A comprehensive severe weather fore-cast checklist and reference guide. TSp 10, NWS central region. Technical Service Publication. (NOAA National Weather Service: Kansas City, MO, USA) Available at https://library.metoffice.gov.uk/portal/Default/en‐GB/RecordView/Index/181168
Greene DR, Clark RA (1972) Vertically integrated liquid water – a new analysis tool. Monthly Weather Review 100(7), 548-552.
| Crossref | Google Scholar |
Grell GA, Freitas SR (2014) A scale and aerosol aware stochastic convective parameterization for weather and air quality modeling. Atmospheric Chemistry and Physics 14, 5233-5250.
| Crossref | Google Scholar |
Hersbach H, Bell B, Berrisford P, et al. (2020) The ERA5 global reanalysis. Quarterly Journal of the Royal Meteorological Society 146, 1999-2049.
| Crossref | Google Scholar |
Iacono MJ, Delamere JS, Mlawer EJ, Shephard MW, Clough SA, Collins WD (2008) Radiative forcing by long-lived greenhouse gases: calculations with the AER radiative transfer models. Journal of Geophysical Research: Atmospheres 113, D13103.
| Crossref | Google Scholar |
Ilotoviz E, Khain AP, Benmoshe N, Phillips VTJ, Ryzhkov AV (2016) Effect of aerosols on freezing drops, hail, and precipitation in a midlatitude storm. Journal of the Atmospheric Sciences 73, 109-144.
| Crossref | Google Scholar |
Jaenicke R (2005) Abundance of cellular material and proteins in the atmosphere. Science 308, 73.
| Crossref | Google Scholar | PubMed |
Johnson AW, Sugden KE (2014) Evaluation of sounding-derived thermodynamic and wind-related parameters associated with large hail events. E-Journal of Severe Storms Meteorology 9(5), 1-42.
| Crossref | Google Scholar |
Koch SE, desJardins M, Kocin PJ (1983) An interactive Barnes objective map analysis scheme for use with satellite and conventional data. Journal of Applied Meteorology and Climatology 22, 1487-1503.
| Crossref | Google Scholar |
Kumjian MR, Lebo ZJ, Ward AM (2019) Storms producing large accumulations of small hail. Journal of Applied Meteorology and Climatology 58, 341-364.
| Crossref | Google Scholar |
Lavin-Gullon A, Feijoo M, Solman S, Fernandez J, da Rocha RP, Bettolli ML (2021) Synoptic forcing associated with extreme precipitation events over southeastern South America as depicted by a CORDEX FPS set of convection-permitting RCMs. Climate Dynamics 56, 3187-3203.
| Crossref | Google Scholar |
Lin Y, Kumjian MR (2022) Influences of CAPE on hail production in simulated supercell storms. Journal of the Atmospheric Sciences 79(1), 179-204.
| Crossref | Google Scholar |
Lin YL, Farley RD, Orville HD (1983) Bulk parameterization of the snow field in a cloud model. Journal of Climate and Applied Meteorology 22(6), 1065-1092.
| Crossref | Google Scholar |
Liu Y, Daum PH, Guo H, Peng Y (2008) Dispersion bias, dispersion effect, and the aerosol-cloud conundrum. Environmental Research Letters 3, 045021.
| Crossref | Google Scholar |
Mahrt F, Kilchhofer K, Marcolli C, Gronquist P, David RO, Rosch M, Lohmann U, Kanji ZA (2020) The impact of cloud processing on the ice nucleation abilities of soot particles at cirrus temperatures. Journal of Geophysical Research: Atmospheres 125, e2019JD030922.
| Crossref | Google Scholar |
Mantoani MC, Quintino TB, Emygdio APM, Guerra LCC, Dias MAFS, Dias PLS, Rodrigues F, Silva DMC, Duo Filho VB, Rudke AP, Alves RA, Martins LD, Martins JA, Siqueira A, Boschilia SM, Carotenuto F, Šantl-Temkiv T, Phillips V, Gonçalves FLT (2023) Biological characterisation of hailstones from two storms in south Brazil. Aerobiology 1, 98-108.
| Crossref | Google Scholar |
Marengo JA, Douglas MW, Silva Dias PL (2002) The South American low-level jet east of the Andes during the 1999 LBA-TRMM and LBA-WET AMC campaign. Journal of Geophysical Research: Atmospheres 107, 8079.
| Crossref | Google Scholar |
Marinescu PJ, van den Heever SC, Heikenfeld M, et al. (2021) Impacts of varying concentrations of cloud condensation nuclei on deep convective cloud updrafts – a multimodel assessment. Journal of the Atmospheric Sciences 78, 1147-1172.
| Crossref | Google Scholar |
Martins JA, Silva Dias MAF, Gonçalves FLT (2009) Impact of biomass burning aerosols on precipitation in the Amazon: a modeling case study. Journal of Geophysical Research: Atmospheres 114(D2), D02207.
| Crossref | Google Scholar |
Martins JA, Brand VS, Capucim MN, Felix RR, Martins LD, Freitas ED, Gonçalves FLT, Hallak R, Dias MAFS, Cecil DJ (2017) Climatology of destructive hailstorms in Brazil. Atmospheric Research 184, 126-138.
| Crossref | Google Scholar |
Mattingly KS, Mote TL (2016) Variability in warm-season atmospheric circulation and precipitation patterns over subtropical South America: relationships between the South Atlantic convergence zone and large-scale organized convection over the La Plata basin. Climate Dynamics 48, 241-263.
| Crossref | Google Scholar |
Mellor GL, Yamada T (1982) Development of a turbulence closure model for geophysical fluid problems. Reviews of Geophysics 20, 851-875.
| Crossref | Google Scholar |
Meyers MP, Walko RL, Harrington JY, Cotton WR (1997) New RAMS cloud microphysics parameterization. Part II: the two-moment scheme. Atmospheric Research 45, 3-39.
| Crossref | Google Scholar |
Miller RC (1972) Notes on analysis and severe storm forecasting procedures of the Air Force Global Weather Central. Technical Report 200 (Rev.). (Air Weather Service, US Air Force) Available at https://apps.dtic.mil/sti/pdfs/AD0744042.pdf
Mölders N, Kramm G (2010) A case study on wintertime inversions in Interior Alaska with WRF. Atmospheric Research 95, 314-332.
| Crossref | Google Scholar |
Moreira DS, Freitas SR, Bonatti JP, Mercado LM, Rosário NMÉ, Longo KM, Miller JB, Gloor M, Gatti LV (2013) Coupling between the JULES land-surface scheme and the CCATT-BRAMS atmospheric chemistry model (JULES-CCATT-BRAMS1.0): applications to numerical weather forecasting and the CO2 budget in South America. Geoscientific Model Development 6, 1243-1259.
| Crossref | Google Scholar |
Morrison H, van Lier-Walqui M, Fridlind AM, Grabowski WW, Harrington JY, Hoose C, Korolev A, Kumjian MR, Milbrandt JA, Pawlowska H, Posselt DJ, Prat OP, Reimel KJ, Shima SI, van Diedenhoven B, Xue L (2020) Confronting the challenge of modeling cloud and precipitation microphysics. Journal of Advances in Modeling Earth Systems 12(8), e2019MS001689.
| Crossref | Google Scholar | PubMed |
Mosier RM, Schumacher C, Orville RE, Carey LD (2011) Radar nowcasting of cloud-to-ground lightning over Houston, Texas. Weather and Forecasting 26(2), 199-212.
| Crossref | Google Scholar |
Nakajima T, King MD (1990) Determination of the optical thickness and effective particle radius of clouds from reflected solar radiation measurements. Part I: theory. Journal of the Atmospheric Sciences 47, 1878-1893.
| Crossref | Google Scholar |
Nesbitt SW, Salio PV, Ávila E, et al. (2021) A storm safari in subtropical South America: Proyecto RELAMPAGO. Bulletin of the American Meteorological Society 102(8), E1621-E1644.
| Crossref | Google Scholar |
O’Sullivan D, Murray BJ, Ross JF, Whale TF, Price HC, Atkinson JD, Umo NS, Webb ME (2015) The relevance of nanoscale biological fragments for ice nucleation in clouds. Scientific Reports 5, 8082.
| Crossref | Google Scholar | PubMed |
Pavani CAB, Freitas SR, Lima WFA, Coelho SMSdC, Rosário NMÉd, Moreira DS, Yoshida MC (2016) Incluindo funcionalidades no modelo BRAMS para simular o transporte de cinzas vulcânicas: descrição e análise de sensibilidade aplicada ao evento eruptivo do Puyehue em 2011. Revista Brasileira de Meteorologia 31(4), 377-393 [In Portuguese].
| Crossref | Google Scholar |
Pielke RA, Cotton WR, Walko RL, Tremback CJ, Lyons WA, Grasso LD, Nicholls ME, Moran MD, Wesley DA, Lee TJ, Copeland JH (1992) A comprehensive meteorological modeling system – RAMS. Meteorology and Atmospheric Physics 49, 69-91.
| Crossref | Google Scholar |
Prein AF, Holland GJ (2018) Global estimates of damaging hail hazard. Weather and Climate Extremes 22, 10-23.
| Crossref | Google Scholar |
Rasmussen KL, Houze RA (2011) Orogenic convection in subtropical South America as seen by the TRMM satellite. Monthly Weather Review 139, 2399-2420.
| Crossref | Google Scholar |
Rasmussen KL, Houze RA (2016) Convective Initiation near the Andes in subtropical South America. Monthly Weather Review 144, 2351-2374.
| Crossref | Google Scholar |
Rasmussen RM, Levizzani V, Pruppacher HR (1984) A Wind tunnel and theoretical study on the melting behavior of atmospheric ice particles: III. experiment and theory for spherical ice particles of radius > 500 μm. Journal of the Atmospheric Sciences 41, 381-388.
| Crossref | Google Scholar |
Roberts NM, Lean HW (2008) Scale-selective verification of rainfall accumulations from high-resolution forecasts of convective events. Monthly Weather Review 136(1), 78-97.
| Crossref | Google Scholar |
Romatschke U, Houze RA (2010) Extreme summer convection in South America. Journal of Climate 23, 3761-3791.
| Crossref | Google Scholar |
Rozante JR, Moreira DS, de Goncalves LGG, Vila DA (2010) Combining TRMM and surface observations of precipitation: technique and validation over South America. Weather Forecasting 25(3), 885-894.
| Crossref | Google Scholar |
Rybka H, Burkhardt U, Köhler M, Arka I, Bugliaro L, Görsdorf U, Horváth Á, Meyer CI, Reichardt J, Seifert A, Strandgren J (2021) The behavior of high-CAPE (convective available potential energy) summer convection in large-domain large-eddy simulations with ICON. Atmospheric Chemistry and Physics 21, 4285-4318.
| Crossref | Google Scholar |
Saha S, Moorthi S, Wu X, et al. (2014) The NCEP climate forecast system version 2. Journal of Climate 27, 2185-2208.
| Crossref | Google Scholar |
Salio P, Nicolini M, Zipser EJ (2007) Mesoscale convective systems over southeastern South America and their relationship with the South American low-level jet. Monthly Weather Review 135, 1290-1309.
| Crossref | Google Scholar |
Sesartic A, Lohmann U, Storelvmo T (2013) Modelling the impact of fungal spore ice nuclei on clouds and precipitation. Environmental Research Letters 8, 014029.
| Crossref | Google Scholar |
Silva CMS, de Freitas SR, Gielow R (2012) Numerical simulation of the diurnal cycle of rainfall in SW Amazon basin during the 1999 rainy season: the role of convective trigger function. Theoretical and Applied Climatology 109, 473-483.
| Crossref | Google Scholar |
Slingo A (1989) A GCM parameterization for the shortwave radiative properties of water clouds. Journal of the Atmospheric Sciences 46, 1419-1427.
| Crossref | Google Scholar |
Smith PL, Myers CG, Orville HD (1975) Radar reflectivity factor calculations in numerical cloud models using bulk parameterization of precipitation. Journal of Applied Meteorology and Climatology 14(6), 1156-1165.
| Crossref | Google Scholar |
Souza DO, Alvalá RCS, Nascimento MG (2016) Urbanization effects on the microclimate of Manaus: a modeling study. Atmospheric Research 167, 237-248.
| Crossref | Google Scholar |
Su L, Fung JCH (2018) Investigating the role of dust in ice nucleation within clouds and further effects on the regional weather system over East Asia – part 1: model development and validation. Atmospheric Chemistry and Physics 18, 8707-8725.
| Crossref | Google Scholar |
Takahashi T (1976) Hail in an axisymmetric cloud model. Journal of the Atmospheric Sciences 33, 1579-1601.
| Crossref | Google Scholar |
Thompson G, Eidhammer T (2014) A study of aerosol impacts on clouds and precipitation development in a large winter cyclone. Journal of the Atmospheric Sciences 71, 3636-3658.
| Crossref | Google Scholar |
Twomey S (1977) The influence of pollution on the shortwave albedo of clouds. Journal of the Atmospheric Sciences 34, 1149-1152.
| Crossref | Google Scholar |
Vara-Vela AL, Herdies DL, Alvim DS, Vendrasco ÉP, Figueroa SN, Pendharkar J, Reyes Fernandez JP (2021) A new predictive framework for Amazon forest fire smoke dispersion over South America. Bulletin of the American Meteorological Society 102, E1700-E1713.
| Crossref | Google Scholar |
Velasco I, Fritsch JM (1987) Mesoscale convective complexes in the Americas. Journal of Geophysical Research: Atmospheres 92, 9591-9613.
| Crossref | Google Scholar |
Vera C, Baez J, Douglas M, Emmanuel CB, Marengo J, Meitin J, Nicolini M, Nogues-Paegle J, Paegle J, Penalba O, Salio P, Saulo C, Silva Dias MA, Silva Dias P, Zipser E (2006) The South American Low-Level Jet Experiment. Bulletin of the American Meteorological Society 87, 63-78.
| Crossref | Google Scholar |
Verrier S, Barthès L, Mallet C (2013) Theoretical and empirical scale dependency of Z-R relationships: evidence, impacts, and correction. Journal of Geophysical Research: Atmospheres 118, 7435-7449.
| Crossref | Google Scholar |
Walko RL, Cotton WR, Meyers MP, et al. (1995) New RAMS cloud microphysics parameterization: part I: the single-moment scheme. Atmospheric Research 38, 29-62.
| Crossref | Google Scholar |
Yang P, Bi L, Baum BA, Liou K-N, Kattawar GW, Mishchenko MI, Cole B (2013) Spectrally consistent scattering, absorption, and polarization properties of atmospheric ice crystals at wavelengths from 0.2 to 100 µm. Journal of the Atmospheric Sciences 70, 330-347.
| Crossref | Google Scholar |
Zemp DC, Schleussner C-F, Barbosa HMJ, van der Ent RJ, Donges JF, Heinke J, Sampaio G, Rammig A (2014) On the importance of cascading moisture recycling in South America. Atmospheric Chemistry and Physics 14, 13337-13359.
| Crossref | Google Scholar |
Zhao DF, Buchholz A, Tillmann R, Kleist E, Wu C, Rubach F, Kiendler-Scharr A, Rudich Y, Wildt J, Mentel TF (2017) Environmental conditions regulate the impact of plants on cloud formation. Nature Communications 8, 14067.
| Crossref | Google Scholar |
Ziegler CL, Ray PS, Knight NC (1983) Hail growth in an Oklahoma multicell storm. Journal of the Atmospheric Sciences 40, 1768-1791.
| Crossref | Google Scholar |
Zipser EJ, Cecil DJ, Liu C, Nesbitt SW, Yorty DP (2006) Where are the most intense thunderstorms on Earth? Bulletin of the American Meteorological Society 87, 1057-1072.
| Crossref | Google Scholar |