Description and performance of a sectional aerosol microphysical model in the Community Earth System Model (CESM2)
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Abstract
We implemented the Community Aerosol and Radiation Model for Atmospheres (CARMA) in both the high- and low-top model versions of the Community Earth System Model Version 2 (CESM2). CARMA is a sectional microphysical model, which we use for aerosol in both the troposphere and stratosphere. CARMA is fully coupled to chemistry, clouds, radiation, and transport routines in CESM2. This development enables the comparison of simulations with a sectional (CARMA) and a modal (MAM4) aerosol microphysical model in the same modeling framework. The new implementation of CARMA has been adopted from previous work, with some additions that align with the current CESM2 Modal Aerosol Model (MAM4) implementation. The main updates include an interactive secondary organic aerosol description in CARMA, using the volatility basis set (VBS) approach, updated wet removal, and the use of transient emissions of aerosols and trace gases. In addition, we implemented an alternative aerosol nucleation scheme in CARMA, which is also used in MAM4. Detailed comparisons of stratospheric aerosol properties after the Mount Pinatubo eruption reveal the importance of prescribing sulfur injections in a larger region rather than in a single column to better represent the observed evolution of aerosols. Both CARMA and MAM4 in CESM2 are able to represent stratospheric and tropospheric aerosol properties reasonably well when compared to observations. Several differences in the performance of the two aerosol models show, in general, an improved representation of aerosols when using the sectional aerosol model in CESM2. These include a better representation of the aerosol size distribution after the Mount Pinatubo volcanic eruption in CARMA compared to MAM4. MAM4 produces on average smaller aerosols and less removal than CARMA, which results in a larger total mass. Both CARMA and MAM4 reproduce the stratospheric aerosol optical depth (AOD) within the error bar of the observations between 2001 and 2020, except for recent larger volcanic eruptions that are overestimated by both model configurations. The CARMA background surface area density and aerosol size distribution in the stratosphere and troposphere compare well to observations, with some underestimation of the Aitken-mode size range. MAM4 shows shortcomings in reproducing coarse-mode aerosol distributions in the stratosphere and troposphere. This work outlines additional development needs for CESM2 CARMA to improve the model compared to observations in both the troposphere and stratosphere.
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The model includes interactive aerosol processes and detailed representations of tropospheric and stratospheric chemistry, allowing assessment of how SAI influences air pollution and associated health risks through coupled changes in atmospheric temperatures, transport, and chemistry.
“This model includes interactive aerosol processes, whose evolution is simulated through the use of a modal approach (Liu et al., 2016), and a detailed representations of tropospheric and stratospheric chemistry (Emmons et al., 2020; Tilmes et al., 2023), allowing us to assess how SAI influences air pollution and associated health risks through coupled changes in atmospheric temperatures, transport”
From Air quality impacts of stratospheric aerosol injections are likely small and mainly driven by changes in climate, not aerosol settling (2026) · cites this paper as Tilmes et al., 2023
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Iacono, M. J., Delamere, J. S., Mlawer, E. J., Shephard, M. W., Clough, S. A., & Collins, W. D. (2008) · Journal of Geophysical Research Atmospheres · doi:10.1029/2008jd009944 · Cited by 5,769 · see citing works
Guenther, A., Jiang, X., Heald, C. L., Sakulyanontvittaya, T., Duhl, T. R., Emmons, L. K., & Wang, X. (2012) · Geoscientific model development · doi:10.5194/gmd-5-1471-2012 · Cited by 4,126 · see citing works
The Community Earth System Model Version 2 (CESM2)
Danabasoglu, G., Lamarque, J., Bacmeister, J. T., Bailey, D. A., DuVivier, A. K., Edwards, J., Emmons, L. K., Fasullo, J., García, R. R., Gettelman, A., et al. (2020) · Journal of Advances in Modeling Earth Systems · doi:10.1029/2019ms001916 · Cited by 3,273 · see citing works
Self-citationA single parameter representation of hygroscopic growth and cloud condensation nucleus activity
Petters, M. D., & Kreidenweis, S. M. (2007) · Atmospheric chemistry and physics · doi:10.5194/acp-7-1961-2007 · Cited by 3,035 · see citing works
The Collection 6 MODIS aerosol products over land and ocean
Levy, R. C., Mattoo, S., Munchak, L. A., Remer, L. A., Sayer, A. M., Patadia, F., & Hsu, N.-Y. C. (2013) · Atmospheric measurement techniques · doi:10.5194/amt-6-2989-2013 · Cited by 2,327 · see citing works
Zhang, G. J., & McFarlane, N. A. (1995) · ATMOSPHERE-OCEAN · doi:10.1080/07055900.1995.9649539 · Cited by 2,026 · see citing works
Wiedinmyer, C., Akagi, S. K., Yokelson, R. J., Emmons, L. K., Al-Saadi, J. A., Orlando, J. J., & Soja, A. J. (2011) · Geoscientific Model Development · doi:10.5194/gmd-4-625-2011 · Cited by 1,850 · see citing works
Randles, C. A., da Silva, A., Buchard, V., Colarco, P. R., Darmenov, A., Govindaraju, R. C., Smirnov, A., HOLBEN, B. N., Ferrare, R. A., Hair, J. W., et al. (2017) · Journal of Climate · doi:10.1175/jcli-d-16-0609.1 · Cited by 1,483 · see citing works
A size-segregated particle dry deposition scheme for an atmospheric aerosol module
Zhang, L. (2001) · Atmospheric Environment · doi:10.1016/s1352-2310(00)00326-5 · Cited by 1,379 · see citing works
Mineral Dust Entrainment and Deposition (DEAD) model: Description and 1990s dust climatology
Zender, C. S., Bian, H., & Newman, D. J. (2003) · Journal of Geophysical Research Atmospheres · doi:10.1029/2002jd002775 · Cited by 1,263 · see citing works
A parameterization of aerosol activation: 2. Multiple aerosol types
Abdul‐Razzak, H., & Ghan, S. J. (2000) · Journal of Geophysical Research Atmospheres · doi:10.1029/1999jd901161 · Cited by 1,086 · see citing works
Liu, X., Easter, R. C., Ghan, S. J., Zaveri, R. A., Rasch, P. J., Shi, X., Lamarque, J., Gettelman, A., Morrison, H., Vitt, F. M., et al. (2012) · Geoscientific model development · doi:10.5194/gmd-5-709-2012 · Cited by 1,020 · see citing works
Self-citationThe MERRA-2 Aerosol Reanalysis, 1980 Onward. Part II: Evaluation and Case Studies
Buchard, V., Randles, C. A., da Silva, A., Darmenov, A., Colarco, P. R., Govindaraju, R. C., Ferrare, R. A., Hair, J. H., Beyersdorf, A. J., Ziemba, L. D., et al. (2017) · Journal of Climate · doi:10.1175/jcli-d-16-0613.1 · Cited by 918 · see citing works
A Model of Marine Aerosol Generation Via Whitecaps and Wave Disruption
Monahan, E. C., Spiel, D. E., & Davidson, K. L. (1986) · Oceanographic sciences library · doi:10.1007/978-94-009-4668-2_16 · Cited by 832 · see citing works
The Whole Atmosphere Community Climate Model Version 6 (WACCM6)
Gettelman, A., Mills, M. J., Kinnison, D. E., Garcia, R. R., Smith, A. K., Marsh, D. R., Tilmes, S., Vitt, F., Bardeen, C. G., McInerny, J., et al. (2019) · Journal of Geophysical Research: Atmospheres · doi:10.1029/2019jd030943 · Cited by 786 · see citing works
Self-citationThe Maximum Intensity of Hurricanes
Emanuel, K. (1988) · Journal of the Atmospheric Sciences · doi:10.1175/1520-0469(1988)045 · Cited by 752 · see citing works
Kok, J. F. (2010) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1014798108 · Cited by 682 · see citing works
Colarco, P. R., da Silva, A., Chin, M., & Diehl, T. (2010) · Journal of Geophysical Research Atmospheres · doi:10.1029/2009jd012820 · Cited by 681 · see citing works
Liu, X., Ma, P.-L., Wang, H., Tilmes, S., Singh, B., Easter, R. C., Ghan, S. J., & Rasch, P. J. (2016) · Geoscientific Model Development · doi:10.5194/gmd-9-505-2016 · Cited by 671 · see citing works
Self-citationVehkamäki, H., Kulmala, M., Napari, I., Lehtinen, K. E. J., Timmreck, C., Noppel, M., & Laaksonen, A. (2002) · Journal of Geophysical Research Atmospheres · doi:10.1029/2002jd002184 · Cited by 665 · see citing works
The Regional Particulate Matter Model: 1. Model description and preliminary results
Binkowski, F. S., & Shankar, U. (1995) · Journal of Geophysical Research Atmospheres · doi:10.1029/95jd02093 · Cited by 617 · see citing works
The Chemistry Mechanism in the Community Earth System Model Version 2 (CESM2)
Emmons, L. K., Schwantes, R. H., Orlando, J. J., Tyndall, G., Kinnison, D., Lamarque, J., Marsh, D., Mills, M. J., Tilmes, S., Bardeen, C., et al. (2020) · Journal of Advances in Modeling Earth Systems · doi:10.1029/2019ms001882 · Cited by 613 · see citing works
Self-citationLaboratory simulations and parameterization of the primary marine aerosol production
Mårtensson, E. M., Nilsson, E. D., de Leeuw, G., Cohen, L. H., & Hansson, H. (2003) · Journal of Geophysical Research Atmospheres · doi:10.1029/2002jd002263 · Cited by 592 · see citing works
Stratospheric aerosol-Observations, processes, and impact on climate
Kremser, S., Thomason, L. W., von Hobe, M., Hermann, M., Deshler, T., Timmreck, C., Toohey, M., Stenke, A., Schwarz, J. P., Weigel, R., et al. (2016) · Reviews of Geophysics · doi:10.1002/2015rg000511 · Cited by 578 · see citing works
Self-citationGettelman, A., & Morrison, H. (2014) · Journal of Climate · doi:10.1175/jcli-d-14-00102.1 · Cited by 576 · see citing works
Air Quality and Climate Connections
Fiore, A. M., Naik, V., & Leibensperger, E. M. (2015) · Journal of the Air & Waste Management Association · doi:10.1080/10962247.2015.1040526 · Cited by 537 · see citing works
Algorithms for the calculation of scattering by stratified spheres
Toon, O. B., & Ackerman, T. P. (1981) · Applied Optics · doi:10.1364/ao.20.003657 · Cited by 515 · see citing works
Volcanic contribution to decadal changes in tropospheric temperature
Santer, B. D., Bonfils, C., Painter, J. F., Zelinka, M. D., Mears, C. A., Solomon, S., Schmidt, G. A., Fyfe, J. C., Cole, J. N. S., Nazarenko, L., et al. (2014) · Nature Geoscience · doi:10.1038/ngeo2098 · Cited by 460 · see citing works
Modeling dust emission caused by wind erosion
Gillette, D. A., & Passi, R. M. (1988) · Journal of Geophysical Research Atmospheres · doi:10.1029/jd093id11p14233 · Cited by 442 · see citing works
Multi-decadal satellite measurements of global volcanic degassing
Carn, S., Clarisse, L., & Prata, F. J. (2016) · Journal of Volcanology and Geothermal Research · doi:10.1016/j.jvolgeores.2016.01.002 · Cited by 385 · see citing works
Kerminen, V., & Kulmala, M. (2002) · Journal of Aerosol Science · doi:10.1016/s0021-8502(01)00194-x · Cited by 375 · see citing works
Hodžić, A., Kasibhatla, P. S., Jo, D. S., Cappa, C. D., Jimenez, J. L., Madronich, S., & Park, R. J. (2016) · Atmospheric chemistry and physics · doi:10.5194/acp-16-7917-2016 · Cited by 368 · see citing works
Climate models miss most of the coarse dust in the atmosphere
Adebiyi, A. A., & Kok, J. F. (2020) · Science Advances · doi:10.1126/sciadv.aaz9507 · Cited by 356 · see citing works
Global volcanic aerosol properties derived from emissions, 1990–2014, using CESM1(WACCM)
Mills, M. J., Schmidt, A., Easter, R. C., Solomon, S., Kinnison, D. E., Ghan, S. J., Neely, R. R., Marsh, D. R., Conley, A., Bardeen, C., et al. (2016) · Journal of Geophysical Research Atmospheres · doi:10.1002/2015jd024290 · Cited by 316 · see citing works
Self-citationA global space-based stratospheric aerosol climatology: 1979–2016
Thomason, L. W., Ernest, N., Millan, L. F., Rieger, L., Bourassa, A., Vernier, J., Manney, G. L., Luo, B., Arfeuille, F., & Peter, T. (2018) · Earth system science data · doi:10.5194/essd-10-469-2018 · Cited by 315 · see citing works
Ice nucleation parameterization for global models
Liu, X., & Penner, J. E. (2005) · Meteorologische Zeitschrift · doi:10.1127/0941-2948/2005/0059 · Cited by 305 · see citing works
Self-citationMIRAGE: Model description and evaluation of aerosols and trace gases
Easter, R. C., Ghan, S. J., Zhang, Y., Saylor, R., Chapman, E. G., Laulainen, N. S., Abdul‐Razzak, H., Leung, L.-Y. R., Bian, X., & Zaveri, R. A. (2004) · Journal of Geophysical Research Atmospheres · doi:10.1029/2004jd004571 · Cited by 303 · see citing works
Barth, M. C., Rasch, P. J., Kiehl, J. T., Benkovitz, C. M., & Schwartz, S. E. (2000) · Journal of Geophysical Research Atmospheres · doi:10.1029/1999jd900773 · Cited by 302 · see citing works
Guo, S., Bluth, G. J., Rose, W. I., Watson, I. M., & Prata, F. J. (2004) · Geochemistry Geophysics Geosystems · doi:10.1029/2003gc000654 · Cited by 255 · see citing works
Simulation of semi-explicit mechanisms of SOA formation from glyoxal in aerosol in a 3-D model
Knote, C., Hodžić, A., Jimenez, J. L., Volkamer, R., Orlando, J. J., Baidar, S., Brioude, J., Fast, J. D., Gentner, D. R., Goldstein, A. H., et al. (2014) · Atmospheric chemistry and physics · doi:10.5194/acp-14-6213-2014 · Cited by 251 · see citing works
Climate Forcing and Trends of Organic Aerosols in the Community Earth System Model (CESM2)
Tilmes, S., Hodzic, A., Emmons, L. K., Mills, M. J., Gettelman, A., Kinnison, D. E., Park, M., Lamarque, J. ‐., Vitt, F., Shrivastava, M., et al. (2019) · Journal of Advances in Modeling Earth Systems · doi:10.1029/2019ms001827 · Cited by 246 · see citing works
Self-citationMills, M. J., Richter, J. H., Tilmes, S., Kravitz, B., MacMartin, D. G., Glanville, A. A., Tribbia, J. J., Lamarque, J., Vitt, F. M., Schmidt, A., et al. (2017) · Journal of Geophysical Research Atmospheres · doi:10.1002/2017jd027006 · Cited by 238 · see citing works
Self-citationPhysical processes in polar stratospheric ice clouds
Toon, O. B., TURCO, R. P., Jordan, J., Goodman, J. K., & Ferry, G. V. (1989) · Journal of Geophysical Research Atmospheres · doi:10.1029/jd094id09p11359 · Cited by 235 · see citing works
Tilmes, S., Lamarque, J., Emmons, L. K., Kinnison, D. E., Ma, P., Liu, X., Ghan, S. J., Bardeen, C., Arnold, S. R., Deeter, M. N., et al. (2015) · Geoscientific model development · doi:10.5194/gmd-8-1395-2015 · Cited by 226 · see citing works
Self-citationBardeen, C. G., Toon, O. B., Jensen, E. J., Marsh, D. R., & Harvey, V. L. (2008) · Journal of Geophysical Research: Atmospheres · doi:10.1029/2007jd009515 · Cited by 217 · see citing works
Self-citationWang, H., Easter, R. C., Rasch, P. J., Wang, M., Liu, X., Ghan, S. J., Qian, Y., Yoon, J., Ma, P., & Vinoj, V. (2013) · Geoscientific model development · doi:10.5194/gmd-6-765-2013 · Cited by 216 · see citing works
Self-citationParameterization of optical properties for hydrated internally mixed aerosol
Ghan, S. J., & Zaveri, R. A. (2007) · Journal of Geophysical Research Atmospheres · doi:10.1029/2006jd007927 · Cited by 206 · see citing works
Laboratory, C. A. I. S. (2017) · UCAR/NCAR · doi:10.5065/d6rx99hx · Cited by 204 · see citing works
Microwave limb sounder measurement of stratospheric SO2 from the Mt. Pinatubo Volcano
Read, W. G., Froidevaux, L., & Waters, J. W. (1993) · Geophysical Research Letters · doi:10.1029/93gl00831 · Cited by 200 · see citing works
Ziemke, J. R., Chandra, S., Labow, G. J., Bhartia, P. K., Froidevaux, L., & Witte, J. C. (2011) · Atmospheric chemistry and physics · doi:10.5194/acp-11-9237-2011 · Cited by 200 · see citing works
Inclusion of Ice Microphysics in the NCAR Community Atmospheric Model Version 3 (CAM3)
Liu, X., Penner, J. E., Ghan, S. J., & Wang, M. (2007) · Journal of Climate · doi:10.1175/jcli4264.1 · Cited by 197 · see citing works
Self-citationYu, P., Rosenlof, K. H., Liu, S., Telg, H., Thornberry, T., Rollins, A. W., Portmann, R. W., Bai, Z., Ray, E., Duan, Y., et al. (2017) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1701170114 · Cited by 193 · see citing works
Self-citationWang, Y., Liu, X., Hoose, C., & Wang, B. (2014) · Atmospheric chemistry and physics · doi:10.5194/acp-14-10411-2014 · Cited by 155 · see citing works
Self-citationGlobal Changes in Secondary Atmospheric Pollutants During the 2020 COVID‐19 Pandemic
Gaubert, B., Bouarar, I., Doumbia, T., Liu, Y., Stavrakou, T., Deroubaix, A. M., Darras, S., Elguindi, N., Granier, C., Lacey, F. G., et al. (2021) · Journal of Geophysical Research Atmospheres · doi:10.1029/2020jd034213 · Cited by 144 · see citing works
Self-citationKokkola, H., Kühn, T., Laakso, A., Bergman, T., Lehtinen, K. E. J., Mielonen, T., Arola, A., Stadtler, S., Korhonen, H., Ferrachat, S., et al. (2018) · Geoscientific model development · doi:10.5194/gmd-11-3833-2018 · Cited by 128 · see citing works
Tilmes, S., Richter, J. H., Mills, M. J., Kravitz, B., MacMartin, D. G., Garcia, R. R., Kinnison, D. E., Lamarque, J., Tribbia, J., & Vitt, F. (2018) · Journal of Geophysical Research: Atmospheres · doi:10.1002/2017jd028146 · Cited by 127 · see citing works
Self-citationA new parameterization of H2SO4/H2O aerosol composition: Atmospheric implications
Tabazadeh, A., Toon, O. B., Clegg, S. L., & Hamill, P. (1997) · Geophysical Research Letters · doi:10.1029/97gl01879 · Cited by 123 · see citing works
The dependency of geoengineered sulfate aerosol on the emission strategy
Niemeier, U., Schmidt, H., & Timmreck, C. (2011) · Atmospheric Science Letters · doi:10.1002/asl.304 · Cited by 118 · see citing works
Hodžić, A., Madronich, S., Kasibhatla, P. S., Tyndall, G. S., Aumont, B., Jimenez, J. L., Lee‐Taylor, J., & Orlando, J. J. (2015) · Atmospheric chemistry and physics · doi:10.5194/acp-15-9253-2015 · Cited by 110 · see citing works
Microphysical simulations of large volcanic eruptions: Pinatubo and Toba
English, J. M., Toon, O. B., & Mills, M. J. (2013) · Journal of Geophysical Research Atmospheres · doi:10.1002/jgrd.50196 · Cited by 108 · see citing works
Self-citationPersisting volcanic ash particles impact stratospheric SO2 lifetime and aerosol optical properties
Zhu, Y., Toon, O. B., Jensen, E. J., Bardeen, C., Mills, M. J., Tolbert, M. A., Yu, P., & Woods, S. (2020) · Nature Communications · doi:10.1038/s41467-020-18352-5 · Cited by 103 · see citing works
Self-citationMicrophysical simulations of sulfur burdens from stratospheric sulfur geoengineering
English, J. M., Toon, O. B., & Mills, M. J. (2012) · Atmospheric chemistry and physics · doi:10.5194/acp-12-4775-2012 · Cited by 102 · see citing works
Self-citationPöschl, U., Canagaratna, M. R., Jayne, J. T., Molina, L. T., Worsnop, D. R., Kolb, C. E., & Molina, M. J. (1998) · The Journal of Physical Chemistry A · doi:10.1021/jp982809s · Cited by 102 · see citing works
Nucleation simulations in the wake of a jet aircraft in stratospheric flight
Zhao, R. J., & TURCO, R. P. (1995) · Journal of Aerosol Science · doi:10.1016/0021-8502(95)00010-a · Cited by 99 · see citing works
Extreme Maximum Land Surface Temperatures
Garratt, J. R. (1992) · Journal of applied meteorology · doi:10.1175/1520-0450(1992)031 · Cited by 97 · see citing works
Deshler, T., Luo, B., Kovilakam, M., Peter, T., & Kalnajs, L. (2019) · Journal of Geophysical Research Atmospheres · doi:10.1029/2018jd029558 · Cited by 97 · see citing works
Self-citationTang, W., Emmons, L. K., Buchholz, R. R., Wiedinmyer, C., Schwantes, R. H., He, C., Kumar, R., Pfister, G. G., Worden, H. M., Hornbrook, R. S., et al. (2022) · Journal of Geophysical Research Atmospheres · doi:10.1029/2022jd036650 · Cited by 93 · see citing works
Self-citationMicrophysical simulations of new particle formation in the upper troposphere and lower stratosphere
English, J. M., Toon, O. B., Mills, M. J., & Yu, F. (2011) · Atmospheric chemistry and physics · doi:10.5194/acp-11-9303-2011 · Cited by 91 · see citing works
Self-citationATom: Merged Atmospheric Chemistry, Trace Gases, and Aerosols, Version 2
Wofsy, S. C., Afshar, S., Allen, H. M., Apel, E. C., Asher, E., Barletta, B., Bent, J. D., Bian, H., Biggs, B., Blake, D. R., et al. (2021) · University of New Hampshire Scholars Repository (University of New Hampshire at Manchester) · doi:10.3334/ornldaac/1925 · Cited by 85 · see citing works
Murphy, D. M., Froyd, K. D., Bourgeois, I., Brock, C. A., Kupc, A., Peischl, J., Schill, G. P., Thompson, C. R., Williamson, C. J., & Yu, P. (2021) · Atmospheric Chemistry and Physics · doi:10.5194/acp-21-8915-2021 · Cited by 84 · see citing works
Self-citationZhao, X., Liu, X., Burrows, S. M., & Shi, Y. (2021) · Atmospheric chemistry and physics · doi:10.5194/acp-21-2305-2021 · Cited by 82 · see citing works
Self-citationEfficient In‐Cloud Removal of Aerosols by Deep Convection
Yu, P., Froyd, K. D., Portmann, R. W., Toon, O. B., Freitas, S. R., Bardeen, C., Brock, C. A., Fan, T., Gao, R. S., Katich, J. M., et al. (2018) · Geophysical Research Letters · doi:10.1029/2018gl080544 · Cited by 81 · see citing works
Self-citationBogenschutz, P., Gettelman, A., Morrison, H., Larson, V. E., Schanen, D. P., Meyer, N. R., & Craig, C. A. (2012) · Geoscientific model development · doi:10.5194/gmd-5-1407-2012 · Cited by 76 · see citing works
Quaglia, I., Timmreck, C., Niemeier, U., Visioni, D., Pitari, G., Brodowsky, C., Brühl, C., Dhomse, S. S., Franke, H., Laakso, A., et al. (2023) · Atmospheric chemistry and physics · doi:10.5194/acp-23-921-2023 · Cited by 69 · see citing works
Davis, N., Visioni, D., García, R. R., Kinnison, D. E., Marsh, D. R., Mills, M. J., Richter, J. H., Tilmes, S., Bardeen, C., Gettelman, A., et al. (2023) · Journal of Advances in Modeling Earth Systems · doi:10.1029/2022ms003579 · Cited by 69 · see citing works
Self-citationAmbient aerosol properties in the remote atmosphere from global-scale in situ measurements
Brock, C. A., Froyd, K. D., Dollner, M., Williamson, C. J., Schill, G. P., Murphy, D. M., Wagner, N. J., Kupc, A., Jimenez, J. L., Campuzano‐Jost, P., et al. (2021) · Atmospheric chemistry and physics · doi:10.5194/acp-21-15023-2021 · Cited by 67 · see citing works
Bardeen, C., Toon, O. B., Jensen, E. J., Hervig, M. E., RANDALL, C. E., Benze, S., Marsh, D. R., & Merkel, A. W. (2010) · Journal of Geophysical Research Atmospheres · doi:10.1029/2009jd012451 · Cited by 67 · see citing works
Self-citationYu, P., Toon, O. B., Bardeen, C., Mills, M. J., Fan, T., English, J. M., & Neely, R. R. (2015) · Journal of Advances in Modeling Earth Systems · doi:10.1002/2014ms000421 · Cited by 65 · see citing works
Self-citationAtmosphere–ocean–aerosol–chemistry–climate model SOCOLv4.0: description and evaluation
Sukhodolov, T., Egorova, T. A., Stenke, A., Ball, W. T., Brodowsky, C., Chiodo, G., Feinberg, A. I., Friedel, M., Karagodin‐Doyennel, A., Peter, T., et al. (2021) · Geoscientific model development · doi:10.5194/gmd-14-5525-2021 · Cited by 60 · see citing works
Davis, N., Callaghan, P. F., Simpson, I. R., & Tilmes, S. (2022) · Atmospheric chemistry and physics · doi:10.5194/acp-22-197-2022 · Cited by 52 · see citing works
Self-citationJo, D. S., Hodžić, A., Emmons, L. K., Tilmes, S., Schwantes, R. H., Mills, M. J., Campuzano‐Jost, P., Hu, W., Zaveri, R. A., Easter, R. C., et al. (2021) · Atmospheric chemistry and physics · doi:10.5194/acp-21-3395-2021 · Cited by 48 · see citing works
Self-citationLarge nitric acid particles at the top of an Arctic stratospheric cloud
Deshler, T., Larsen, N., Weissner, C., Schreiner, J., Mauersberger, K., Cairo, F., Adriani, A., Donfrancesco, G. D., Ovarlez, J., Ovarlez, H., et al. (2003) · Journal of Geophysical Research Atmospheres · doi:10.1029/2003jd003479 · Cited by 46 · see citing works
Self-citationFan, T., & Toon, O. B. (2011) · Atmospheric chemistry and physics · doi:10.5194/acp-11-4587-2011 · Cited by 44 · see citing works
Li, L., Mahowald, N. M., Kok, J. F., Liu, X., Wu, M., Leung, D. M., Hamilton, D. S., Emmons, L. K., Huang, Y., Sexton, N., et al. (2022) · Geoscientific model development · doi:10.5194/gmd-15-8181-2022 · Cited by 43 · see citing works
Self-citationRadiative Forcing of Nitrate Aerosols From 1975 to 2010 as Simulated by MOSAIC Module in CESM2‐MAM4
Lu, Z., Liu, X., Zaveri, R. A., Easter, R. C., Tilmes, S., Emmons, L. K., Vitt, F. M., Singh, B., Wang, H., Zhang, R., et al. (2021) · Journal of Geophysical Research Atmospheres · doi:10.1029/2021jd034809 · Cited by 43 · see citing works
Self-citationRadiative forcing from anthropogenic sulfur and organic emissions reaching the stratosphere
Yu, P., Murphy, D. M., Portmann, R. W., Toon, O. B., Froyd, K. D., Rollins, A. W., Gao, R. S., & Rosenlof, K. H. (2016) · Geophysical Research Letters · doi:10.1002/2016gl070153 · Cited by 40 · see citing works
Self-citationNeely III, R. R., & Schmidt, A. (2016) · NERC Environmental Data Service · doi:10.5285/76ebdc0b-0eed-4f70-b89e-55e606bcd568 · Cited by 36 · see citing works
Fisher, B. L., Krotkov, N. A., Bhartia, P. K., Li, C., Carn, S., Hughes, E. J., & Leonard, P. (2019) · Atmospheric measurement techniques · doi:10.5194/amt-12-5137-2019 · Cited by 33 · see citing works
Zhu, Y., Toon, O. B., Lambert, A., Kinnison, D. E., Brakebusch, M., Bardeen, C., Mills, M. J., & English, J. M. (2015) · Journal of Advances in Modeling Earth Systems · doi:10.1002/2015ms000427 · Cited by 31 · see citing works
Self-citationShan, Y., Liu, X., Lin, L., Ke, Z., & Lu, Z. (2021) · Journal of Geophysical Research Atmospheres · doi:10.1029/2020jd034173 · Cited by 29 · see citing works
Self-citationAbundant Nitrate and Nitric Acid Aerosol in the Upper Troposphere and Lower Stratosphere
Yu, P., Lian, S., Zhu, Y., Toon, O. B., Höpfner, M., & Borrmann, S. (2022) · Geophysical Research Letters · doi:10.1029/2022gl100258 · Cited by 27 · see citing works
Self-citationImproved cirrus simulations in a general circulation model using CARMA sectional microphysics
Bardeen, C., Gettelman, A., Jensen, E. J., Heymsfield, A. J., Conley, A., Delanoe͏̈, J., Deng, M., & Toon, O. B. (2013) · Journal of Geophysical Research Atmospheres · doi:10.1002/2013jd020193 · Cited by 26 · see citing works
Self-citationToward practical stratospheric aerosol albedo modification: Solar-powered lofting
Gao, R. S., Rosenlof, K. H., Kärcher, B., Tilmes, S., Toon, O. B., Maloney, C., & Yu, P. (2021) · Science Advances · doi:10.1126/sciadv.abe3416 · Cited by 25 · see citing works
Self-citationNumerical simulations of Asian dust storms using a coupled climate‐aerosol microphysical model
Su, L., & Toon, O. B. (2009) · Journal of Geophysical Research Atmospheres · doi:10.1029/2008jd010956 · Cited by 23 · see citing works
Global distribution of Asian, Middle Eastern, and North African dust simulated by CESM1/CARMA
Lian, S., Zhou, L., Murphy, D. M., Froyd, K. D., Toon, O. B., & Yu, P. (2022) · Atmospheric chemistry and physics · doi:10.5194/acp-22-13659-2022 · Cited by 22 · see citing works
Self-citationZhu, Y., Toon, O. B., Pitts, M. C., Lambert, A., Bardeen, C., & Kinnison, D. E. (2017) · Journal of Geophysical Research Atmospheres · doi:10.1002/2016jd025191 · Cited by 22 · see citing works
Self-citationJo, D. S., Tilmes, S., Emmons, L. K., Wang, S., & Vitt, F. M. (2023) · Geoscientific model development · doi:10.5194/gmd-16-3893-2023 · Cited by 13 · see citing works
Self-citationMid Latitude | University of Wyoming Stratospheric Aerosol Measurements
Deshler, T. (2022) · Figshare · doi:10.15786/21534894 · Cited by 8 · see citing works
Self-citationVertical Transports by Plumes within the Moderately Convective Marine Atmospheric Surface Layer
Mason, R. A., Shirer, H. N., Wells, R., & Young, G. S. (2002) · Journal of the Atmospheric Sciences · doi:10.1175/1520-0469(2002)059 · Cited by 5 · see citing works
fvitt/CAM: CARMA sectional aerosol microphysical model in CESM2
cacraigucar, & goldy (2023) · Zenodo (CERN European Organization for Nuclear Research) · doi:10.5281/zenodo.7829696 · Cited by 3 · see citing works
Rajagopalan (2002) · doi:10.1175/1520-0493(2002)130
Flagged first, then by citations
Research works printed but not linked: 1
- Seinfeld, J. H. and Pandis, S. N.: Atmospheric Chemistry and Physics, John Wiley and Sons, ISBN 9781119221166, 1998.
Cited by
Sorted by citations
Potential effects of climate change and solar radiation modification on renewable energy resources
Kumler, A., Kravitz, B., Draxl, C., Vimmerstedt, L. J., Benton, B., Lundquist, J. K., Martin, M., Buck, H. J., Wang, H., Lennard, C., et al. (2024) · Renewable and Sustainable Energy Reviews · doi:10.1016/j.rser.2024.114934 · Cited by 77 · see citing works
Increasing aerosol emissions from boreal biomass burning exacerbate Arctic warming
Zhong, Q., Schutgens, N. A. J., Veraverbeke, S., & van der Werf, G. R. (2024) · Nature Climate Change · doi:10.1038/s41558-024-02176-y · Cited by 37 · see citing works
Global Health and Climate Effects of Organic Aerosols from Different Sources
Jo, D. S., Nault, B. A., Tilmes, S., Gettelman, A., McCluskey, C. S., Hodžić, A., Henze, D. K., Nawaz, M. O., Fung, K. M., & Jimenez, J. L. (2023) · Environmental Science & Technology · doi:10.1021/acs.est.3c02823 · Cited by 30 · see citing works
Self-citationAnalysis of the global atmospheric background sulfur budget in a multi-model framework
Brodowsky, C., Sukhodolov, T., Chiodo, G., Aquila, V., Bekki, S., Dhomse, S. S., Höpfner, M., Laakso, A., Mann, G. W., Niemeier, U., et al. (2024) · Atmospheric chemistry and physics · doi:10.5194/acp-24-5513-2024 · Cited by 27 · see citing works
Self-citationBrown, H., Wagman, B., Bull, D., Peterson, K., Hillman, B., Liu, X., Ke, Z., & Lin, L. (2024) · Geoscientific model development · doi:10.5194/gmd-17-5087-2024 · Cited by 26 · see citing works
Self-citationAllen, R. J., Samset, B. H., Wilcox, L. J., & Fisher, R. A. (2024) · Science Advances · doi:10.1126/sciadv.adl4007 · Cited by 16 · see citing works
Brody, E., Visioni, D., Bednarz, E., Kravitz, B., MacMartin, D. G., Richter, J. H., & Tye, M. R. (2024) · Environmental Research Climate · doi:10.1088/2752-5295/ad53f3 · Cited by 19 · see citing works
Haywood, J., Boucher, O., Lennard, C., Storelvmo, T., Tilmes, S., & Visioni, D. (2025) · Frontiers in Climate · doi:10.3389/fclim.2025.1507479 · Cited by 12 · see citing works
Self-citationGurganus, C. W., Rollins, A. W., Waxman, E. M., Pan, L. L., Smith, W. P., Ueyama, R., Feng, W., Chipperfield, M. P., Atlas, E., Schwarz, J. P., et al. (2025) · Journal of Geophysical Research Atmospheres · doi:10.1029/2024jd042588 · Cited by 14 · see citing works
Zhu, Y., Akiyoshi, H., Aquila, V., Asher, E., Bednarz, E., Bekki, S., Brühl, C., Butler, A. H., Case, P., Chabrillat, S., et al. (2025) · Geoscientific model development · doi:10.5194/gmd-18-5487-2025 · Cited by 16 · see citing works
Self-citationKey Gaps in Models' Physical Representation of Climate Intervention and Its Impacts
Eastham, S. D., Butler, A. H., Doherty, S. J., Gasparini, B., Tilmes, S., Bednarz, E., Burkhardt, U., Chiodo, G., Cziczo, D. J., Diamond, M., et al. (2025) · Journal of Advances in Modeling Earth Systems · doi:10.1029/2024ms004872 · Cited by 7 · see citing works
Self-citationNorgren, M., Kalnajs, L., & Deshler, T. (2024) · Journal of Geophysical Research Atmospheres · doi:10.1029/2024jd040992 · Cited by 7 · see citing works
Self-citationEvaluating the Importance of Nitrate‐Containing Aerosols for the Asian Tropopause Aerosol Layer
Zhu, Y., Yu, P., Wang, X., Bardeen, C., Borrmann, S., Höpfner, M., Mahnke, C., Weigel, R., Krämer, M., Deshler, T., et al. (2024) · Journal of Geophysical Research Atmospheres · doi:10.1029/2024jd041283 · Cited by 7 · see citing works
Self-citationLorenzo, G. R., Ziemba, L. D., Arellano, A. F., Barth, M. C., Crosbie, E., DiGangi, J. P., Diskin, G. S., Ferrare, R. A., Hilario, M. R. A., Shook, M. A., et al. (2025) · Atmospheric chemistry and physics · doi:10.5194/acp-25-5469-2025 · Cited by 7 · see citing works
Self-citationOn the Budget and Atmospheric Fate of Sulfur Emissions From Large Volcanic Eruptions
Scaillet, B., & Oppenheimer, C. (2024) · Geophysical Research Letters · doi:10.1029/2023gl107180 · Cited by 7 · see citing works
Niu, Q., McCluskey, C. S., & McFarquhar, G. M. (2025) · Journal of Geophysical Research Atmospheres · doi:10.1029/2024jd042734 · Cited by 5 · see citing works
Axebrink, E., Sporre, M. K., & Friberg, J. (2025) · Atmospheric chemistry and physics · doi:10.5194/acp-25-2047-2025 · Cited by 5 · see citing works
Short-lived halogen sources and chemistry in the Community Earth System Model v2 (CESM2-SLH)
Fernández, R. P., Cuevas, C. A., Villamayor, J., Feinberg, A. I., Kinnison, D. E., Vitt, F. M., Bossolasco, A. G., Barrera, J. A., Reynoso, A., Tomazzeli, O. G., et al. (2026) · Geoscientific model development · doi:10.5194/gmd-19-9325-2026 · Cited by 6 · see citing works
Self-citationJain, A. K., Eastham, S. D., & Hastings, D. E. (2023) · doi:10.22541/essoar.170110669.90121203/v1 · Cited by 4 · see citing works
Wang, C., Visioni, D., Chua, G., & Bednarz, E. M. (2026) · Atmospheric Chemistry and Physics · doi:10.5194/acp-26-1339-2026 · Cited by 3 · see citing works
Mao, J., Yu, F., Murphy, B. N., An, J., Zhang, Y., Luo, G., Lin, S., & Hallar, A. G. (2025) · Journal of Geophysical Research Atmospheres · doi:10.1029/2025jd044021 · Cited by 2 · see citing works
The impact of aerosol forcing on the statistical attribution of heatwaves
Kraulich, F., Pfleiderer, P., & Sippel, S. (2025) · Weather and Climate Extremes · doi:10.1016/j.wace.2025.100803 · Cited by 2 · see citing works
Tilmes, S., Visioni, D., Quaglia, I., Zhu, Y., Bardeen, C., Vitt, F. M., & Yu, P. (2026) · Atmospheric chemistry and physics · doi:10.5194/acp-26-2649-2026 · Cited by 2 · see citing works
Self-citationAn unrecognized mode of small particles in the lower stratosphere
Lyu, M., Ahern, A. T., Schill, G. P., Lawler, M. J., Murphy, D. M., Taylor, S. J., Fodel, A., Abou‐Ghanem, M., Gurganus, C. W., Zhu, Y., et al. (2026) · Science · doi:10.1126/science.adw8939 · Cited by 5 · see citing works
Self-citationKohl, M., Brühl, C., Schallock, J., Tost, H., Jöckel, P., Jost, A., Beirle, S., Höpfner, M., & Pozzer, A. (2025) · Geoscientific model development · doi:10.5194/gmd-18-3985-2025 · Cited by 2 · see citing works
Mahfouz, N., Beydoun, H., Mülmenstädt, J., Keen, N. D., Varble, A. C., Bertagna, L., Bogenschutz, P., Bradley, A., Christensen, M. W., Clevenger, T. C., et al. (2025) · Atmospheric chemistry and physics · doi:10.5194/acp-25-15105-2025 · Cited by 4 · see citing works
Fiedler, S., O’Connor, F. M., Watson‐Parris, D., Allen, R. J., Collins, W. J., Griffiths, P. T., Kasoar, M. R., Kikstra, J., Kok, J. F., Murray, L. T., et al. (2026) · Geoscientific model development · doi:10.5194/gmd-19-3477-2026 · Cited by 1 · see citing works
Efficacy assessment of stratospheric aerosol scrubbing as a counter climate intervention strategy
Jones, A. C., Haywood, J., Henry, M., & Duffey, A. (2026) · Atmospheric chemistry and physics · doi:10.5194/acp-26-7589-2026 · Cited by 1 · see citing works
Frederick, S. G., Mohebalhojeh, M., Curtis, J. H., West, M., & Riemer, N. (2026) · Atmospheric chemistry and physics · doi:10.5194/acp-26-4863-2026 · Cited by 1 · see citing works
Quaglia, I., Visioni, D., Bednarz, E., Zhu, Y., Stenchikov, G. L., Aquila, V., Liu, C., Mann, G. W., Peng, Y., Sekiya, T., et al. (2026) · Atmospheric chemistry and physics · doi:10.5194/acp-26-7677-2026 · Cited by 1 · see citing works
Self-citationTesting the Limits of the World's Largest Control Task
Agrawal, E., & de Witt, C. S. (2025) · Wiley eBooks · doi:10.1002/9781394204847.ch12 · Cited by 2 · see citing works
Lorenzo, G. R. (2025) · doi:10.5194/egusphere-2024-2604-ac1
Climatic and ecological responses to Bennu-type asteroid collisions
Dai, L., & Timmermann, A. (2025) · Science Advances · doi:10.1126/sciadv.adq5399
Modulation of quasi-biennial oscillation by volcanic sulfate aerosols
Chavan, P., Fadnavis, S. S., Laakso, A., Vernier, J.-P., Tilmes, S., Chandran, S. P. R., Sagar, V., & Müller, R. (2026) · Frontiers in Environmental Science · doi:10.3389/fenvs.2026.1831183
Self-citation
- Authors
- Tilmes, S., Mills, M. J., Zhu, Y., Bardeen, C. G., Vitt, F., Yu, P., Fillmore, D., Liu, X., Toon, B., & Deshler, T.
- Affiliations
- NSF National Center for Atmospheric Research (US)
- National Oceanic and Atmospheric Administration (US)
- Jinan University (CN)
- Texas A&M University (US)
- University of Wyoming (US)
- Corresponding author
- Tilmes, Simone
- ORCID
- Venue
- Geoscientific Model Development
- Publisher
- Copernicus GmbH
- Published
- 2023-11-01
- Volume
- 16
- Issue
- 21
- Pages
- 6087-6125
- ISSN
- 1991-959X (ISSN-L)
- 1991-9603
- OpenAlex
- W4388183871
- Cited by
- 35
- References
- 101
- Citations by year
- 2026: 9 · 2025: 15 · 2024: 9 · 2023: 2
- FWCI
- 3.94
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- Geoscientific model development (publishedVersion, cc-by)
- Geoscientific Model Development Discussions (acceptedVersion, cc-by)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- NOAA Institutional Repository (submittedVersion, cc-by)
- Funders
- National Oceanic and Atmospheric Administration (03-01-07-001, NA22OAR4310477)
- National Science Foundation (1852977)
- Topics
- Physical Sciences › Environmental Science › Global and Planetary Change › Atmospheric aerosols and clouds
- Physical Sciences › Earth and Planetary Sciences › Atmospheric Science › Atmospheric chemistry and aerosols
- Physical Sciences › Earth and Planetary Sciences › Atmospheric Science › Atmospheric Ozone and Climate
- Keywords
- aerosol microphysics, sectional aerosol model, CARMA, CESM2, stratospheric aerosols, Mount Pinatubo eruption, volcanic aerosols, aerosol optical depth, secondary organic aerosol, volatility basis set, aerosol nucleation, wet removal, aerosol size distribution, aerosol emissions, aerosol-climate modeling, model intercomparison
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
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