Review of aerosol-cloud interactions: Mechanisms, significance, and challenges

Journal of the Atmospheric Sciences

Volumn 73, Issue 11, 2016, Pages 4221-4252

  Fan, Jiwen ^a   Wang, Yuan ^b   Rosenfeld, Daniel ^c   Liu, Xiaohong ^d  

^a PACIFIC NORTHWEST NATIONAL LABORATORY   (United States)

^b CALIFORNIA INSTITUTE OF TECHNOLOGY   (United States)

^c HEBREW UNIVERSITY OF JERUSALEM   (Israel)

^d UNIVERSITY OF WYOMING   (United States)

Author keywords

Aerosols; Cloud microphysics; Clouds; Convective storms

Indexed keywords

AEROSOLS; ATMOSPHERIC RADIATION; CLOUDS; PARAMETER ESTIMATION;

AEROSOL-CLOUD INTERACTION; CLOUD MICROPHYSICS; CONVECTIVE STORMS; LARGE-SCALE CIRCULATION; PRECIPITATION EXTREMES; PROFILE MEASUREMENT; SPATIAL AND TEMPORAL SCALE; TEMPORAL AND SPATIAL SCALE;

PRECIPITATION (METEOROLOGY);

EID: 84994128820     PISSN: 00224928     EISSN: 15200469     Source Type: Journal    
DOI: 10.1175/JAS-D-16-0037.1     Document Type: Review

References (293)

1. Ackerman, A. S., O. B. Toon, and P. V. Hobbs, 1993: Dissipation of marine stratiform clouds and collapse of the marine boundary layer due to the depletion of cloud condensation nuclei by clouds. Science, 262, 226-229, doi:10.1126/science.262.5131.226
2. Ackerman, A. S., M. P. Kirkpatrick, D. E. Stevens, and O. B. Toon, 2004: The impact of humidity above stratiform clouds on indirect aerosol climate forcing. Nature, 432, 1014-1017, doi:10.1038/nature03174
3. Agee, E. M., T. S. Chen, and K. E. Dowell, 1973: Review of mesoscale cellular convection. Bull. Amer. Meteor. Soc., 54, 1004-1012, doi:10.1175/1520-0477(1973)054<1004:AROMCC>2.0.CO;2
4. Albrecht, B. A., 1989: Aerosols, cloud microphysics, and fractional cloudiness. Science, 245, 1227-1230, doi:10.1126/science.245.4923.1227
5. Allen, R. J., and S. C. Sherwood, 2010: Aerosol-cloud semi-direct effect and land-sea temperature contrast in a GCM. Geophys. Res. Lett., 37, L07702, doi:10.1029/2010GL042759
6. Altaratz, O., I. Koren, L. A. Remer, and E. Hirsch, 2014: Review: Cloud invigoration by aerosols-Coupling between microphysics and dynamics. Atmos. Res., 140-141, 38-60, doi:10.1016/j.atmosres.2014.01.009
7. Andreae, M. O., D. Rosenfeld, P. Artaxo, A. A. Costa, G. P. Frank, K. M. Longo, and M. A. Silva-Dias, 2004: Smoking rain clouds over the Amazon. Science, 303, 1337-1342, doi:10.1126/science.1092779
8. Baker, M. B., and R. J. Charlson, 1990: Bistability of CCN concentrations and thermodynamics in the cloud-topped boundary layer. Nature, 345, 142-145, doi:10.1038/345142a0
9. Barahona, D., and A. Nenes, 2009: Parameterizing the competition between homogeneous and heterogeneous freezing in ice cloud formation-Polydisperse ice nuclei. Atmos. Chem. Phys., 9, 5933-5948, doi:10.5194/acp-9-5933-2009
10. Bell, T. L., D. Rosenfeld, K.-M. Kim, J.-M. Yoo, M.-I. Lee, and M. Hahnenberger, 2008: Midweek increase in U.S. summer rain and storm heights suggests air pollution invigorates rainstorms. J. Geophys. Res., 113, D02209, doi:10.1029/2007JD008623
11. Bell, T. L., D. Rosenfeld, and K.-M. Kim, 2009: Weekly cycle of lightning: Evidence of storm invigoration by pollution. Geophys. Res. Lett., 36, L23805, doi:10.1029/2009GL040915
12. Berg, L. K., M. Shrivastava, R. C. Easter, J. D. Fast, E. G. Chapman, Y. Liu, and R. A. Ferrare, 2015: A new WRF-Chem treatment for studying regional-scale impacts of cloud processes on aerosol and trace gases in parameterized cumuli. Geosci. Model Dev., 8, 409-429, doi:10.5194/gmd-8-409-2015
13. Bergeron, T., 1935: On the physics of clouds and precipitation. Proces Verbaux de l'Association de Météorologie, International Union of Geodesy and Geophysics, 156-178
14. Bollasina, M. A., Y. Ming, and V. Ramaswamy, 2011: Anthropogenic aerosols and the weakening of the South Asian summer monsoon. Science, 334, 502-505, doi:10.1126/science.1204994
15. Bollasina, M. A., Y. Ming, and V. Ramaswamy, 2013: Earlier onset of the Indian monsoon in the late twentieth century: The role of anthropogenic aerosols. Geophys. Res. Lett., 40, 3715-3720, doi:10.1002/grl.50719
16. Bond, T. C., and Coauthors, 2013: Bounding the role of black carbon in the climate system: A scientific assessment. J. Geophys. Res. Atmos., 118, 5380-5552, doi:10.1002/jgrd.50171
17. Booth, B. B., N. J. Dunstone, P. R. Halloran, T. Andrews, and N. Bellouin, 2012: Aerosols implicated as a prime driver of twentieth-century North Atlantic climate variability. Nature, 484, 228-232, doi:10.1038/nature10946
18. Borys, R. D., D. H. Lowenthal, S. A. Cohn, and W. O. J. Brown, 2003: Mountaintop and radar measurements of anthropogenic aerosol effects on snow growth and snowfall rate. Geophys. Res. Lett., 30, 1538, doi:10.1029/2002GL016855
19. Boucher, O., and Coauthors, 2013: Clouds and aerosols. Climate Change 2013: The Physical Science Basis, T. F. Stocker, et al., Eds., Cambridge University Press, 571-658
20. Carrió, G. G., H. Jiang, and W. R. Cotron, 2005: Impact of aerosol intrusions on Arctic boundary layer clouds. Part II: Sea ice melting rates. J. Atmos. Sci., 62, 3094-3105, doi:10.1175/JAS3558.1
21. Carrió, G. G., W. R. Cotton, and A. M. Loftus, 2014: On the response of hailstorms to enhanced CCN concentrations. Atmos. Res., 143, 342-350, doi:10.1016/j.atmosres.2014.03.002
22. Carslaw, K. S., and Coauthors, 2013: Large contribution of natural aerosols to uncertainty in indirect forcing. Nature, 503, 67-71, doi:10.1038/nature12674
23. Chen, S.-H., S.-H. Wang, and M. Waylonis, 2010: Modification of Saharan air layer and environmental shear over the eastern Atlantic Ocean by dust-radiation effects. J. Geophys. Res., 115, D21202, doi:10.1029/2010JD014158
24. Chen, S.-H., and Coauthors, 2015: Modeling the effects of dust-radiative forcing on the movement of Hurricane Helene (2006). Quart. J. Roy. Meteor. Soc., 141, 2563-2570, doi:10.1002/qj.2542
25. Chen, Y.-C., M. W. Christensen, L. Xue, A. Sorooshian, G. L. Stephens, R. M. Rasmussen, and J. H. Seinfeld, 2012: Occurrence of lower cloud albedo in ship tracks. Atmos. Chem. Phys., 12, 8223-8235, doi:10.5194/acp-12-8223-2012
26. Chen, Y.-C., M. W. Christensen, G. L. Stephens, and J. H. Seinfeld, 2014: Satellite-based estimate of global aerosol-cloud radiative forcing by marine warm clouds. Nat. Geosci., 7, 643-646, doi:10.1038/ngeo2214
27. Chen, Y.-C., M. W. Christensen, D. J. Diner, and M. J. Garay, 2015: Aerosol-cloud interactions in ship tracks using Terra MODIS/MISR. J. Geophys. Res. Atmos., 120, 2819-2833, doi:10.1002/2014JD022736
28. Christensen, M. W., and G. L. Stephens, 2011: Microphysical and macrophysical responses of marine stratocumulus polluted by underlying ships: Evidence of cloud deepening. J. Geophys. Res., 116, D03201, doi:10.1029/2010JD014638
29. Christensen, M. W., and G. L. Stephens, 2012: Microphysical and macrophysical responses of marine stratocumulus polluted by underlying ships: 2. Impacts of haze on precipitating clouds. J. Geophys. Res., 117, D11203, doi:10.1029/2011JD017125
30. Coakley, J. A., R. L. Bernstein, and P. A. Durkee, 1987: Effect of ship-stack effluents on cloud reflectivity. Science, 237, 1020-1022, doi:10.1126/science.237.4818.1020
31. Collis, S., A. Protat, P. T. May, and C. Williams, 2013: Statistics of storm updraft velocities from TWP-ICE including verification with profiling measurements. J. Appl. Meteor. Climatol., 52, 1909-1922, doi:10.1175/JAMC-D-12-0230.1
32. Connolly, P. J., T. W. Choularton, M. W. Gallagher, K. N. Bower, M. J. Flynn, and J. A. Whiteway, 2006: Cloud-resolving simulations of intense tropical Hector thunderstorms: Implications for aerosol-cloud interactions. Quart. J. Roy. Meteor. Soc., 132, 3079-3106, doi:10.1256/qj.05.86
33. Connolly, P. J., O. Mohler, P. R. Field, H. Saathoff, R. Burgess, T. Choularton, and M. Gallagher, 2009: Studies of heterogeneous freezing by three different desert dust samples. Atmos. Chem. Phys., 9, 2805-2824, doi:10.5194/acp-9-2805-2009
34. Cotton, W. R., and Coauthors, 2003: RAMS 2001: Current status and future directions. Meteor. Atmos. Phys., 82, 5-29, doi:10.1007/s00703-001-0584-9
35. Cotton, W. R., G. M. Krall, and G. G. Carrió, 2012: Potential indirect effects of aerosol on tropical cyclone intensity: Convective fluxes and cold-pool activity. Trop. Cyclone Res. Rev., 1, 293-306, doi:10.6057/2012TCRR03.05
36. Creamean, J. M., and Coauthors, 2013: Dust and biological aerosols from the Sahara and Asia influence precipitation in the western U.S. Science, 339, 1572-1578, doi:10.1126/science.1227279
37. Curry, J. A., 1986: Interactions among turbulence, radiation and microphysics in Arctic stratus clouds. J. Atmos. Sci., 43, 90-106, doi:10.1175/1520-0469(1986)043<0090:IATRAM>2.0.CO;2
38. Curry, J. A., P. V. Hobbs, M. D. King, D. A. Randall, and P. Minnis, 2000: FIRE Arctic Clouds Experiment. Bull. Amer. Meteor. Soc., 81, 5-29, doi:10.1175/1520-0477(2000)081<0005:FACE>2.3.CO;2
39. Cziczo, D. J., and Coauthors, 2004: Observations of organic species and atmospheric ice formation. Geophys. Res. Lett., 31, L12116, doi:10.1029/2004GL019822
40. Cziczo, D. J., and Coauthors, 2013: Clarifying the dominant sources and mechanisms of cirrus cloud formation. Science, 340, 1320-1324, doi:10.1126/science.1234145
41. de Boer, G., T. Hashino, G. J. Tripoli, and E. W. Eloranta, 2013: A numerical study of aerosol influence on mixed-phase stratiform clouds through modulation of the liquid phase. Atmos. Chem. Phys., 13, 1733-1749, doi:10.5194/acp-13-1733-2013
42. DeMott, P. J., and Coauthors, 2010: Predicting global atmospheric ice nuclei distributions and their impacts on climate. Proc. Natl. Acad. Sci. USA, 107, 11 217-11 222, doi:10.1073/pnas.0910818107
43. Diao, M., M. A. Zondlo, A. J. Heymsfield, S. P. Beaton, and D. C. Rogers, 2013: Evolution of ice crystal regions on the microscale based on in situ observations. Geophys. Res. Lett., 40, 3473-3478, doi:10.1002/grl.50665
44. Dunion, J. P., and C. S. Velden, 2004: The impact of the Saharan air layer on Atlantic tropical cyclone activity. Bull. Amer. Meteor. Soc., 85, 353-365, doi:10.1175/BAMS-85-3-353
45. Durant, A. J., and R. A. Shaw, 2005: Evaporation freezing by contact nucleation inside-out. Geophys. Res. Lett., L20814, doi:10.1029/2005GL024175
46. Earle, M. E., P. S. K. Liu, J. W. Strapp, A. Zelenyuk, D. Imre, G. M. McFarquhar, N. C. Shantz, and W. R. Leaitch, 2011: Factors influencing the microphysics and radiative properties of liquid-dominated Arctic clouds: Insight from observations of aerosol and clouds during ISDAC. J. Geophys. Res., 116, D00T09, doi:10.1029/2011jd015887
47. Ekman, A. M. L., 2014: Do sophisticated parameterizations of aerosol-cloud interactions in CMIP5 models improve the representation of recent observed temperature trends? J. Geophys. Res. Atmos., 119, 817-832, doi:10.1002/2013JD020511
48. Ekman, A. M. L., A. Engstrom, and C. Wang, 2007: The effect of aerosol composition and concentration on the development and anvil properties of a continental deep convective cloud. Quart. J. Roy. Meteor. Soc., 133, 1439-1452, doi:10.1002/qj.108
49. Emanuel, K. A., 2013: Downscaling CMIP5 climate models shows increased tropical cyclone activity over the 21st century. Proc. Natl. Acad. Sci. USA, 110, 12 219-12 224, doi:10.1073/pnas.1301293110
50. Fan, J., and Coauthors, 2009: Dominant role by vertical wind shear in regulating aerosol effects on deep convective clouds. J. Geophys. Res., 114, D22206, doi:10.1029/2009JD012352
51. Fan, J., J. M. Comstock, and M. Ovchinnikov, 2010: The cloud condensation nuclei and ice nuclei effects on tropical anvil characteristics and water vapor of the tropical tropopause layer. Environ. Res. Lett., 5, 044005, doi:10.1088/1748-9326/5/4/044005
52. Fan, J., J. M. Comstock, M. Ovchinnikov, S. A. McFarlane, G. McFarquhar, and G. Allen, 2010: Tropical anvil characteristics and water vapor of the tropical tropopause layer: Impact of heterogeneous and homogeneous freezing parameterizations. J. Geophys. Res., 115, D00K33, doi:10.1029/2010JD014650
53. Fan, J., S. Ghan, M. Ovchinnikov, X. Liu, P. J. Rasch, and A. Korolev, 2011: Representation of Arctic mixed-phase clouds and the Wegener-Bergeron-Findeisen process in climate models: Perspectives from a cloud-resolving study. J. Geophys. Res., 116, D00T07, doi:10.1029/2010JD015375
54. Fan, J., L. R. Leung, Z. Li, H. Morrison, H. Chen, Y. Zhou, Y. Qian, and Y. Wang, 2012: Aerosol impacts on clouds and precipitation in eastern China: Results from bin and bulk microphysics. J. Geophys. Res., 117, D00K36, doi:10.1029/2011JD016537
55. Fan, J., D. Rosenfeld, Y. Ding, L. R. Leung, and Z. Li, 2012: Potential aerosol indirect effects on atmospheric circulation and radiative forcing through deep convection. Geophys. Res. Lett., 39, L09806, doi:10.1029/2012GL051851
56. Fan, J., L. R. Leung, D. Rosenfeld, Q. Chen, Z. Li, J. Zhang, and H. Yan, 2013: Microphysical effects determine macrophysical response for aerosol impacts on deep convective clouds. Proc. Natl. Acad. Sci. USA, 110, E4581-E4590, doi:10.1073/pnas.1316830110
57. Fan, J., and Coauthors, 2014: Aerosol impacts on California winter clouds and precipitation during CalWater 2011: Local pollution versus long-range transported dust. Atmos. Chem. Phys., 14, 81-101, doi:10.5194/acp-14-81-2014
58. Fan, J., and Coauthors, 2015: Improving representation of convective transport for scale-aware parameterization: 1. Convection and cloud properties simulated with spectral bin and bulk microphysics. J. Geophys. Res. Atmos., 120, 3485-3509, doi:10.1002/2014JD022142
59. Fan, J., D. Rosenfeld, Y. Yang, C. Zhao, L. R. Leung, and Z. Li, 2015: Substantial contribution of anthropogenic air pollution to catastrophic floods in Southwest China. Geophys. Res. Lett., 42, 6066-6075, doi:10.1002/2015GL064479
60. Fan, S. M., 2013: Modeling of observed mineral dust aerosols in the Arctic and the impact on winter season low-level clouds. J. Geophys. Res. Atmos., 118, 11 161-11 174, doi:10.1002/jgrd.50842
61. Feingold, G., I. Koren, H. Wang, H. Xue, and W. A. Brewer, 2010: Precipitation-generated oscillations in open cellular cloud fields. Nature, 466, 849-852, doi:10.1038/nature09314
62. Feingold, G., I. Koren, T. Yamaguchi, and J. Kazil, 2015: On the reversibility of transitions between closed and open cellular convection. Atmos. Chem. Phys., 15, 7351-7367, doi:10.5194/acp-15-7351-2015
63. Field, P. R., and Coauthors, 2012: Ice in Clouds Experiment-Layer Clouds. Part II: Testing characteristics of heterogeneous ice formation in lee wave clouds. J. Atmos. Sci., 69, 1066-1079, doi:10.1175/JAS-D-11-026.1
64. Findeisen, W., 1938: Kolloid-meteorologische Vorgange bei Neiderschlagsbildung. Meteor. Z., 55, 121-133
65. Freud, E., and D. Rosenfeld, 2012: Linear relation between convective cloud drop number concentration and depth for rain initiation. J. Geophys. Res., 117, D02207, doi:10.1029/2011JD016457
66. Fridlind, A. M., and Coauthors, 2012: A comparison of TWP-ICE observational data with cloud-resolving model results. J. Geophys. Res., 117, D05204, doi:10.1029/2011JD016595
67. Ganguly, D., P. J. Rasch, H. Wang, and J.-H. Yoon, 2012: Climate response of the South Asian monsoon system to anthropogenic aerosols. J. Geophys. Res., 117, D13209, doi:10.1029/2012JD017508
68. García-García, F., and R. List, 1992: Laboratory measurements and parameterizations of supercooled water skin temperatures and bulk properties of gyrating hailstones. J. Atmos. Sci., 49, 2058-2073, doi:10.1175/1520-0469(1992)049<2058:LMAPOS>2.0.CO;2
69. Garrett, T. J., and C. Zhao, 2006: Increased Arctic cloud longwave emissivity associated with pollution from mid-latitudes. Nature, 440, 787-789, doi:10.1038/nature04636
70. Garrett, T. J., M. M. Maestas, S. K. Krueger, and C. T. Schmidt, 2009: Acceleration by aerosol of a radiative-thermodynamic cloud feedback influencing Arctic surface warming. Geophys. Res. Lett., 36, L19804, doi:10.1029/2009GL040195
71. Gerber, H., 1996: Microphysics of marine stratocumulus clouds with two drizzle modes. J. Atmos. Sci., 53, 1649-1662, doi:10.1175/1520-0469(1996)053<1649:MOMSCW>2.0.CO;2
72. Gettelman, A., and H. Morrison, 2015: Advanced two-moment bulk microphysics for global models. Part I: Off-line tests and comparison with other schemes. J. Climate, 28, 1268-1287, doi:10.1175/JCLI-D-14-00102.1
73. Gettelman, A., X. Liu, D. Barahona, U. Lohmann, and C. Chen, 2012: Climate impacts of ice nucleation. J. Geophys. Res., 117, D20201, doi:10.1029/2012JD017950
74. Goren, T., and D. Rosenfeld, 2012: Satellite observations of ship emission induced transitions from broken to closed cell marine stratocumulus over large areas. J. Geophys. Res., 117, D17206, doi:10.1029/2012JD017981
75. Goren, T., and D. Rosenfeld, 2014: Decomposing aerosol cloud radiative effects into cloud cover, liquid water path and Twomey components in marine stratocumulus. Atmos. Res., 138, 378-393, doi:10.1016/j.atmosres.2013.12.008
76. Goren, T., and D. Rosenfeld, 2015: Extensive closed cell marine stratocumulus downwind of Europe-A large aerosol cloud mediated radiative effect or forcing? J. Geophys. Res. Atmos., 120, 6098-6116, doi:10.1002/2015JD023176
77. Grabowski, W. W., 2014: Extracting microphysical impacts in large-eddy simulations of shallow convection. J. Atmos. Sci., 71, 4493-4499, doi:10.1175/JAS-D-14-0231.1
78. Grabowski, W. W., 2015: Untangling microphysical impacts on deep convection applying a novel modeling methodology. J. Atmos. Sci., 72, 2446-2464, doi:10.1175/JAS-D-14-0307.1
79. Grabowski, W. W., and H. Morrison, 2011: Indirect impact of atmospheric aerosols in idealized simulations of convective-radiative quasi equilibrium. Part II: Double-moment microphysics. J. Climate, 24, 1897-1912, doi:10.1175/2010JCLI3647.1
80. Grell, G. A., and S. R. Freitas, 2014: A scale and aerosol aware stochastic convective parameterization for weather and air quality modeling. Atmos. Chem. Phys., 14, 5233-5250, doi:10.5194/acp-14-5233-2014
81. Gryspeerdt, E., P. Stier, and D. G. Partridge, 2014: Satellite observations of cloud regime development: The role of aerosol processes. Atmos. Chem. Phys., 14, 1141-1158, doi:10.5194/acp-14-1141-2014
82. Gu, Y., K. N. Liou, Y. Xue, C. R. Mechoso, W. Li, and Y. Luo, 2006: Climatic effects of different aerosol types in China simulated by the UCLA general circulation model. J. Geophys. Res., 111, D15201, doi:10.1029/2005JD006312
83. Guo, J., M. Deng, J. Fan, Z. Li, Q. Chen, P. Zhai, Z. Dai, and X. Li, 2014: Precipitation and air pollution at mountain and plain stations in northern China: Insights gained from observations and modeling. J. Geophys. Res. Atmos., 119, 4793-4807, doi:10.1002/2013JD021161
84. Gustafson, W. I., L. K. Berg, R. C. Easter, and S. J. Ghan, 2008: The Explicit-Cloud Parameterized-Pollutant hybrid approach for aerosol-cloud interactions in multiscale modeling framework models: Tracer transport results. Environ. Res. Lett., 3, 025005, doi:10.1088/1748-9326/3/2/025005
85. Haag, W., B. Karcher, J. Strom, A. Minikin, U. Lohmann, J. Ovarlez, and A. Stohl, 2003: Freezing thresholds and cirrus cloud formation mechanisms inferred from in situ measurements of relative humidity. Atmos. Chem. Phys., 3, 1791-1806, doi:10.5194/acp-3-1791-2003
86. Hack, J. J., and J. A. Pedretti, 2000: Assessment of solution uncertainties in single-column modeling frameworks. J. Climate, 13, 352-365, doi:10.1175/1520-0442(2000)013<0352:AOSUIS>2.0.CO;2
87. Hallett, J., and S. C. Mossop, 1974: Production of secondary ice particles during riming process. Bull. Amer. Meteor. Soc., 55, 679-679
88. Harrington, J. Y., T. Reisin, W. R. Cotton, and S. M. Kreidenweis, 1999: Cloud resolving simulations of Arctic stratus: Part II: Transition-season clouds. Atmos. Res., 51, 45-75, doi:10.1016/S0169-8095(98)00098-2
89. Hazra, A., P. Mukhopadhyay, S. Taraphdar, J. P. Chen, and W. R. Cotton, 2013: Impact of aerosols on tropical cyclones: An investigation using convection-permitting model simulation. J. Geophys. Res. Atmos., 118, 7157-7168, doi:10.1002/jgrd.50546
90. Herbener, S. R., S. C. van den Heever, G. G. Carrió, S. M. Saleeby, and W. R. Cotton, 2014: Aerosol indirect effects on idealized tropical cyclone dynamics. J. Atmos. Sci., 71, 2040-2055, doi:10.1175/JAS-D-13-0202.1
91. Hill, A. A., G. Feingold, and H. Jiang, 2009: The influence of entrainment and mixing assumption on aerosol-cloud interactions in marine stratocumulus. J. Atmos. Sci., 66, 1450-1464, doi:10.1175/2008JAS2909.1
92. Hiranuma, N., and Coauthors, 2015: A comprehensive laboratory study on the immersion freezing behavior of illite NX particles: A comparison of 17 ice nucleation measurement techniques. Atmos. Chem. Phys., 15, 2489-2518, doi:10.5194/acp-15-2489-2015
93. Hogan, R. J., M. D. Behera, E. J. O'Connor, and A. J. Illingworth, 2004: Estimate of the global distribution of stratiform supercooled liquid water clouds using the LITE lidar. Geophys. Res. Lett., 31, L05106, doi:10.1029/2003GL018977
94. Hoose, C., and O. Möhler, 2012: Heterogeneous ice nucleation on atmospheric aerosols: A review of results from laboratory experiments. Atmos. Chem. Phys., 12, 9817-9854, doi:10.5194/acp-12-9817-2012
95. Houze, R. A., K. L. Rasmussen, M. D. Zuluaga, and S. R. Brodzik, 2015: The variable nature of convection in the tropics and subtropics: A legacy of 16 years of the Tropical Rainfall Measuring Mission satellite. Rev. Geophys., 53, 994-1021, doi:10.1002/2015RG000488
96. Hu, N., and X. Liu, 2013: A modeling study of the effect of anthropogenic aerosols on drought in the late spring of south China. Acta Meteor. Sin., 27, 701-715, doi:10.1007/s13351-013-0506-z
97. Iguchi, T., T. Nakajima, A. P. Khain, K. Saito, T. Takemura, and K. Suzuki, 2008: Modeling the influence of aerosols on cloud microphysical properties in the east Asia region using a mesoscale model coupled with a bin-based cloud microphysics scheme. J. Geophys. Res., 113, D14215, doi:10.1029/2007JD009774
98. IPCC, 2007: Climate Change 2007: The Physical Science Basis. Cambridge University Press, 996 pp
99. IPCC, 2013: Climate Change 2013: The Physical Science Basis. Cambridge University Press, 1535 pp., doi:10.1017/CBO9781107415324
100. Jackson, R. C., and Coauthors, 2012: The dependence of ice microphysics on aerosol concentration in arctic mixed-phase stratus clouds during ISDAC and M-PACE. J. Geophys. Res., 117, D15207, doi:10.1029/2012JD017668
101. Jensen, E. J., O. B. Toon, H. B. Selkirk, J. D. Spinhirne, and M. R. Schoeberl, 1996: On the formation and persistence of subvisible cirrus clouds near the tropical tropopause. J. Geophys. Res., 101, 21 361-21 375, doi:10.1029/95JD03575
102. Jiang, H., Y. Yin, L. Yang, S. Z. Yang, H. Su, and K. Chen, 2014: The characteristics of atmospheric ice nuclei measured at different altitudes in the Huangshan Mountains in Southeast China. Adv. Atmos. Sci., 31, 396-406, doi:10.1007/s00376-013-3048-5
103. Jiang, H., Y. Yin, H. Su, Y. P. Shan, and R. J. Gao, 2015: The characteristics of atmospheric ice nuclei measured at the top of Huangshan (the Yellow Mountains) in Southeast China using a newly built static vacuum water vapor diffusion chamber. Atmos. Res., 153, 200-208, doi:10.1016/j.atmosres.2014.08.015
104. Jiang, H. L., W. R. Cotton, J. O. Pinto, J. A. Curry, and M. J. Weissbluth, 2000: Cloud resolving simulations of mixed-phase Arctic stratus observed during BASE: Sensitivity to concentration of ice crystals and large-scale heat and moisture advection. J. Atmos. Sci., 57, 2105-2117, doi:10.1175/1520-0469(2000)057<2105:CRSOMP>2.0.CO;2
105. Jiang, Y. Q., X. H. Liu, X. Q. Yang, and M. H. Wang, 2013: A numerical study of the effect of different aerosol types on East Asian summer clouds and precipitation. Atmos. Environ., 70, 51-63, doi:10.1016/j.atmosenv.2012.12.039
106. Kar, S. K., Y. A. Liou, and K. J. Ha, 2009: Aerosol effects on the enhancement of cloud-to-ground lightning over major urban areas of South Korea. Atmos. Res., 92, 80-87, doi:10.1016/j.atmosres.2008.09.004
107. Kärcher, B., J. Hendricks, and U. Lohmann, 2006: Physically based parameterization of cirrus cloud formation for use in global atmospheric models. J. Geophys. Res., 111, D01205, doi:10.1029/2005JD006219
108. Karyampudi, V. M., and T. N. Carlson, 1988: Analysis and numerical simulations of the Saharan air layer and its effect on easterly wave disturbances. J. Atmos. Sci., 45, 3102-3136, doi:10.1175/1520-0469(1988)045<3102:AANSOT>2.0.CO;2
109. Kaufman, Y. J., I. Koren, L. A. Remer, D. Rosenfeld, and Y. Rudich, 2005: The effect of smoke, dust, and pollution aerosol on shallow cloud development over the Atlantic Ocean. Proc. Natl. Acad. Sci. USA, 102, 11 207-11 212, doi:10.1073/pnas.0505191102
110. Kazil, J., G. Feingold, H. Wang, and T. Yamaguchi, 2014: On the interaction between marine boundary layer cellular cloudiness and surface heat fluxes. Atmos. Chem. Phys., 14, 61-79, doi:10.5194/acp-14-61-2014
111. Khain, A. P., 2009: Notes on state-of-the-art investigations of aerosol effects on precipitation: A critical review. Environ. Res. Lett., 4, 015004, doi:10.1088/1748-9326/4/1/015004
112. Khain, A. P., D. Rosenfeld, and A. Pokrovsky, 2005: Aerosol impact on the dynamics and microphysics of deep convective clouds. Quart. J. Roy. Meteor. Soc., 131, 2639-2663, doi:10.1256/qj.04.62
113. Khain, A. P., N. Cohen, B. Lynn, and A. Pokrovsky, 2008: Possible aerosol effects on lightning activity and structure of hurricanes. J. Atmos. Sci., 65, 3652-3677, doi:10.1175/2008JAS2678.1
114. Khain, A. P., N. BenMoshe, and A. Pokrovsky, 2008: Factors determining the impact of aerosols on surface precipitation from clouds: An attempt at classification. J. Atmos. Sci., 65, 1721-1748, doi:10.1175/2007JAS2515.1
115. Khain, A. P., L. R. Leung, B. Lynn, and S. Ghan, 2009: Effects of aerosols on the dynamics and microphysics of squall lines simulated by spectral bin and bulk parameterization schemes. J. Geophys. Res., 114, D22203, doi:10.1029/2009JD011902
116. Khain, A. P., B. Lynn, and J. Dudhia, 2010: Aerosol effects on intensity of landfalling hurricanes as seen from simulations with the WRF Model with spectral bin microphysics. J. Atmos. Sci., 67, 365-384, doi:10.1175/2009JAS3210.1
117. Khain, A. P., D. Rosenfeld, A. Pokrovsky, U. Blahak, and A. Ryzhkov, 2011: The role of CCN in precipitation and hail in a mid-latitude storm as seen in simulations using a spectral (bin) microphysics model in a 2D dynamic frame. Atmos. Res., 99, 129-146, doi:10.1016/j.atmosres.2010.09.015
118. Khain, A. P., and Coauthors, 2015: Representation of microphysical processes in cloud-resolving models: Spectral (bin) microphysics versus bulk parameterization. Rev. Geophys., 53, 247-322, doi:10.1002/2014RG000468
119. Khain, A. P., B. Lynn, and J. Shpund, 2016: High resolution WRF simulations of Hurricane Irene: Sensitivity to aerosols and choice of microphysical schemes. Atmos. Res., 167, 129-145, doi:10.1016/j.atmosres.2015.07.014
120. Khairoutdinov, M. F., and C.-E. Yang, 2013: Cloud-resolving modelling of aerosol indirect effects in idealised radiative-convective equilibrium with interactive and fixed sea surface temperature. Atmos. Chem. Phys., 13, 4133-4144, doi:10.5194/acp-13-4133-2013
121. Koch, D., and A. D. Del Genio, 2010: Black carbon semi-direct effects on cloud cover: Review and synthesis. Atmos. Chem. Phys., 10, 7685-7696, doi:10.5194/acp-10-7685-2010
122. Koop, T., B. P. Luo, A. Tsias, and T. Peter, 2000: Water activity as the determinant for homogeneous ice nucleation in aqueous solutions. Nature, 406, 611-614, doi:10.1038/35020537
123. Koren, I., L. A. Remer, O. Altaratz, J. V. Martins, and A. Davidi, 2010: Aerosol-induced changes of convective cloud anvils produce strong climate warming. Atmos. Chem. Phys., 10, 5001-5010, doi:10.5194/acp-10-5001-2010
124. Koren, I., O. Altaratz, L. A. Remer, G. Feingold, J. V. Martins, and R. H. Heiblum, 2012: Aerosol-induced intensification of rain from the tropics to the mid-latitudes. Nat. Geosci., 5, 118-122, doi:10.1038/ngeo1364
125. Koren, I., G. Dagan, and O. Altaratz, 2014: From aerosol-limited to invigoration of warm convective clouds. Science, 344, 1143-1146, doi:10.1126/science.1252595
126. Korolev, A., 2007: Limitations of the Wegener-Bergeron-Findeisen mechanism in the evolution of mixed-phase clouds. J. Atmos. Sci., 64, 3372-3375, doi:10.1175/JAS4035.1
127. Korolev, A., and I. P. Mazin, 2003: Supersaturation of water vapor in clouds. J. Atmos. Sci., 60, 2957-2974, doi:10.1175/1520-0469(2003)060<2957:SOWVIC>2.0.CO;2
128. Kulkarni, G., J. Fan, J. M. Comstock, X. Liu, and M. Ovchinnikov, 2012: Laboratory measurements and model sensitivity studies of dust deposition ice nucleation. Atmos. Chem. Phys., 12, 7295-7308, doi:10.5194/acp-12-7295-2012
129. Kumjian, M. R., S. M. Ganson, and A. V. Ryzhkov, 2012: Freezing of raindrops in deep convective updrafts: A microphysical and polarimetric model. J. Atmos. Sci., 69, 3471-3490, doi:10.1175/JAS-D-12-067.1
130. Kumjian, M. R., A. P. Khain, N. Benmoshe, E. Ilotoviz, A. V. Ryzhkov, and V. T. J. Phillips, 2014: The anatomy and physics of ZDR columns: Investigating a polarimetric radar signature with a spectral bin microphysical model. J. Appl. Meteor. Climatol., 53, 1820-1843, doi:10.1175/JAMC-D-13-0354.1
131. Lance, S., and Coauthors, 2011: Cloud condensation nuclei as a modulator of ice processes in Arctic mixed-phase clouds. Atmos. Chem. Phys., 11, 8003-8015, doi:10.5194/acp-11-8003-2011
132. Larson, V. E., A. J. Smith, M. J. Falk, K. E. Kotenberg, and J.-C. Golaz, 2006: What determines altocumulus dissipation time? J. Geophys. Res., 111, D19207, doi:10.1029/2005JD007002
133. Lau, K.-M., and K.-M. Kim, 2006: Observational relationships between aerosol and Asian monsoon rainfall, and circulation. Geophys. Res. Lett., 33, L21810, doi:10.1029/2006GL027546
134. Lau, K.-M., M. K. Kim, and K. M. Kim, 2006: Asian summer monsoon anomalies induced by aerosol direct forcing: The role of the Tibetan Plateau. Climate Dyn., 26, 855-864, doi:10.1007/s00382-006-0114-z
135. Lawson, R. P., S. Woods, and H. Morrison, 2015: The microphysics of ice and precipitation development in tropical cumulus clouds. J. Atmos. Sci., 72, 2429-2445, doi:10.1175/JAS-D-14-0274.1
136. Lebo, Z. J., and J. H. Seinfeld, 2011: Theoretical basis for convective invigoration due to increased aerosol concentration. Atmos. Chem. Phys., 11, 5407-5429, doi:10.5194/acp-11-5407-2011
137. Lebo, Z. J., and H. Morrison, 2014: Dynamical effects of aerosol perturbations on simulated idealized squall lines. Mon. Wea. Rev., 142, 991-1009, doi:10.1175/MWR-D-13-00156.1
138. Lebo, Z. J., H. Morrison, and J. H. Seinfeld, 2012: Are simulated aerosol-induced effects on deep convective clouds strongly dependent on saturation adjustment? Atmos. Chem. Phys., 12, 9941-9964, doi:10.5194/acp-12-9941-2012
139. L'Ecuyer, T. S., W. Berg, J. Haynes, M. Lebsock, and T. Takemura, 2009: Global observations of aerosol impacts on precipitation occurrence in warm maritime clouds. J. Geophys. Res., 114, D09211, doi:10.1029/2008JD011273
140. Lee, S. S., 2012: Effect of aerosol on circulations and precipitation in deep convective clouds. J. Atmos. Sci., 69, 1957-1974, doi:10.1175/JAS-D-11-0111.1
141. Lee, S. S., W.-K. Tao, and C.-H. Jung, 2014: Aerosol effects on instability, circulations, clouds, and precipitation. Adv. Meteor., 2014, 683950, doi:10.1155/2014/683950
142. Lerach, D. G., B. J. Gaudet, and W. R. Cotton, 2008: Idealized simulations of aerosol influences on tornadogenesis. Geophys. Res. Lett., 35, L23806, doi:10.1029/2008GL035617
143. Li, G., Y. Wang, K.-H. Lee, Y. Diao, and R. Zhang, 2008: Increased winter precipitation over the North Pacific from 1984-1994 to 1995-2005 inferred from the Global Precipitation Climatology Project. Geophys. Res. Lett., 35, L13821, doi:10.1029/2008GL034668
144. Li, G., Y. Wang, and R. Zhang, 2008: Implementation of a two-moment bulk microphysics scheme to the WRF model to investigate aerosol-cloud interaction. J. Geophys. Res., 113, D15211, doi:10.1029/2007JD009361
145. Li, G., Y. Wang, K.-H. Lee, Y. Diao, and R. Zhang, 2009: Impacts of aerosols on the development and precipitation of a mesoscale squall line. J. Geophys. Res., 114, D17205, doi:10.1029/2008JD011581
146. Li, R., and Q.-L. Min, 2010: Impacts of mineral dust on the vertical structure of precipitation. J. Geophys. Res., 115, D09203, doi:10.1029/2009JD011925
147. Li, X., W.-K. Tao, A. P. Khain, J. Simpson, and D. E. Johnson, 2009: Sensitivity of a cloud-resolving model to bulk and explicit bin microphysical schemes. Part I: Comparisons. J. Atmos. Sci., 66, 3-21, doi:10.1175/2008JAS2646.1
148. Li, Z., and Coauthors, 2009: Uncertainties in satellite remote sensing of aerosols and impact on monitoring its long-term trend: A review and perspective. Ann. Geophys., 27, 2755-2770, doi:10.5194/angeo-27-2755-2009
149. Li, Z., F. Niu, J. Fan, Y. Liu, D. Rosenfeld, and Y. Ding, 2011: Long-term impacts of aerosols on the vertical development of clouds and precipitation. Nat. Geosci., 4, 888-894, doi:10.1038/ngeo1313
150. Lim, K.-S. S., and Coauthors, 2014: Investigation of aerosol indirect effects using a cumulus microphysics parameterization in a regional climate model. J. Geophys. Res. Atmos., 119, 906-926, doi:10.1002/2013JD020958
151. Liu, X., J. E. Penner, and M. Herzog, 2005: Global modeling of aerosol dynamics: Model description, evaluation, and interactions between sulfate and nonsulfate aerosols. J. Geophys. Res., 110, D18206, doi:10.1029/2004JD005674
152. Liu, X., J. E. Penner, and M. Wang, 2009: Influence of anthropogenic sulfate and black carbon on upper tropospheric clouds in the NCAR CAM3 model coupled to the IMPACT global aerosol model. J. Geophys. Res., 114, D03204, doi:10.1029/2008JD010492
153. Liu, X., X. Shi, K. Zhang, E. J. Jensen, A. Gettelman, D. Barahona, A. Nenes, and P. Lawson, 2012: Sensitivity studies of dust ice nuclei effect on cirrus clouds with the Community Atmosphere Model CAM5. Atmos. Chem. Phys., 12, 12 061-12 079, doi:10.5194/acp-12-12061-2012
154. Liu, Y., J. R. Sun, and B. Yang, 2009: The effects of black carbon and sulphate aerosols in China regions on East Asia monsoons. Tellus, 61B, 642-656, doi:10.1111/j.1600-0889.2009.00427.x
155. Loftus, A. M., and W. R. Cotton, 2014: A triple-moment hail bulk microphysics scheme. Part II: Verification and comparison with two-moment bulk microphysics. Atmos. Res., 150, 97-128, doi:10.1016/j.atmosres.2014.07.016
156. Loftus, A. M., W. R. Cotton, and G. G. Carrió, 2014: A triple-moment hail bulk microphysics scheme. Part I: Description and initial evaluation. Atmos. Res., 149, 35-57, doi:10.1016/j.atmosres.2014.05.013
157. Lohmann, U., J. Zhang, and J. Pi, 2003: Sensitivity studies of the effect of increased aerosol concentrations and snow crystal shape on the snowfall rate in the Arctic. J. Geophys. Res., 108, 4341, doi:10.1029/2003JD003377
158. Lohmann, U., J. Quaas, S. Kinne, and J. Feichter, 2007: Different approaches for constraining global climate models of the anthropogenic indirect aerosol effect. Bull. Amer. Meteor. Soc., 88, 243-249, doi:10.1175/BAMS-88-2-243
159. Lubin, D., and A. M. Vogelmann, 2006: A climatologically significant aerosol longwave indirect effect in the Arctic. Nature, 439, 453-456, doi:10.1038/nature04449
160. Lynn, B. H., Y. Yair, C. Price, G. Kelman, and A. J. Clark, 2012: Predicting cloud-to-ground and intracloud lightning in weather forecast models. Wea. Forecasting, 27, 1470-1488, doi:10.1175/WAF-D-11-00144.1
161. Lynn, B. H., and Coauthors, 2016: The sensitivity of Hurricane Irene to aerosols and ocean coupling: simulations with WRF spectral bin microphysics. J. Atmos. Sci., 73, 467-486, doi:10.1175/JAS-D-14-0150.1
162. Mace, G. G., M. Deng, B. Soden, and E. Zipser, 2006: Association of tropical cirrus in the 10-15-km layer with deep convective sources: An observational study combining millimeter radar data and satellite-derived trajectories. J. Atmos. Sci., 63, 480-503, doi:10.1175/JAS3627.1
163. Mansell, E. R., and C. L. Ziegler, 2013: Aerosol effects on simulated storm electrification and precipitation in a two-moment bulk microphysics model. J. Atmos. Sci., 70, 2032-2050, doi:10.1175/JAS-D-12-0264.1
164. Menon, S., J. Hansen, L. Nazarenko, and Y. F. Luo, 2002: Climate effects of black carbon aerosols in China and India. Science, 297, 2250-2253, doi:10.1126/science.1075159
165. Milbrandt, J. A., and M. K. Yau, 2006: A multimoment bulk microphysics parameterization. Part III: Control simulation of a hailstorm. J. Atmos. Sci., 63, 3114-3136, doi:10.1175/JAS3816.1
166. Min, M., and Z. Zhang, 2014: On the influence of cloud fraction diurnal cycle and sub-grid cloud optical thickness variability on all-sky direct aerosol radiative forcing. J. Quant. Spectrosc. Radiat. Transfer, 142, 25-36, doi:10.1016/j.jqsrt.2014.03.014
167. Min, Q.-L., R. Li, B. Lin, E. Joseph, S. Wang, Y. Hu, V. Morris, and F. Chang, 2009: Evidence of mineral dust altering cloud microphysics and precipitation. Atmos. Chem. Phys., 9, 3223-3231, doi:10.5194/acp-9-3223-2009
168. Ming, Y., and V. Ramaswamy, 2011: A model investigation of aerosol-induced changes in tropical circulation. J. Climate, 24, 5125-5133, doi:10.1175/2011JCLI4108.1
169. Mitchell, D. L., P. Rasch, D. Ivanova, G. McFarquhar, and T. Nousiainen, 2008: Impact of small ice crystal assumptions on ice sedimentation rates in cirrus clouds and GCM simulations. Geophys. Res. Lett., 35, L09806, doi:10.1029/2008GL033552
170. Mitra, S. K., U. Barth, and H. R. Pruppacher, 1990: A laboratory study of the efficiency with which aerosol-particles are scavenged by snow flakes. Atmos. Environ., 24A, 1247-1254, doi:10.1016/0960-1686(90)90089-6
171. Mitra, S. K., J. Brinkmann, and H. R. Pruppacher, 1992: A wind-tunnel study on the drop-to-particle conversion. J. Aerosol Sci., 23, 245-256, doi:10.1016/0021-8502(92)90326-Q
172. Morrison, H., 2012: On the robustness of aerosol effects on an idealized supercell storm simulated with a cloud system-resolving model. Atmos. Chem. Phys., 12, 7689-7705, doi:10.5194/acp-12-7689-2012
173. Morrison, H., and W. W. Grabowski, 2011: Cloud-system resolving model simulations of aerosol indirect effects on tropical deep convection and its thermodynamic environment. Atmos. Chem. Phys., 11, 10 503-10 523, doi:10.5194/acp-11-10503-2011
174. Morrison, H., G. de Boer, G. Feingold, J. Harrington, M. D. Shupe, and K. Sulia, 2011: Resilience of persistent Arctic mixed-phase clouds. Nat. Geosci., 5, 11-17, doi:10.1038/ngeo1332
175. Morrison, H., J. A. Milbrandt, G. H. Bryan, K. Ikeda, S. A. Tessendorf, and G. Thompson, 2015: Parameterization of cloud microphysics based on the prediction of bulk ice particle properties. Part II: Case study comparisons with observations and other schemes. J. Atmos. Sci., 72, 312-339, doi:10.1175/JAS-D-14-0066.1
176. Murray, B. J., D. O'Sullivan, J. D. Atkinson, and M. E. Webb, 2012: Ice nucleation by particles immersed in supercooled cloud droplets. Chem. Soc. Rev., 41, 6519-6554, doi:10.1039/c2cs35200a
177. Nabat, P., S. Somot, M. Mallet, F. Sevault, M. Chiacchio, and M. Wild, 2015: Direct and semi-direct aerosol radiative effect on the Mediterranean climate variability using a coupled regional climate system model. Climate Dyn., 44, 1127-1155, doi:10.1007/s00382-014-2205-6
178. Naccarato, K. P., O. Pinto Jr., and I. R. C. A. Pinto, 2003: Evidence of thermal and aerosol effects on the cloud-to-ground lightning density and polarity over large urban areas of Southeastern Brazil. Geophys. Res. Lett., 30, 1674, doi:10.1029/2003GL017496
179. Niemand, M., and Coauthors, 2012: A particle-surface-area-based parameterization of immersion freezing on desert dust particles. J. Atmos. Sci., 69, 3077-3092, doi:10.1175/JAS-D-11-0249.1
180. Niu, F., and Z. Li, 2012: Systematic variations of cloud top temperature and precipitation rate with aerosols over the global tropics. Atmos. Chem. Phys., 12, 8491-8498, doi:10.5194/acp-12-8491-2012
181. Noppel, H., U. Blahak, A. Seifert, and K. D. Beheng, 2010: Simulations of a hailstorm and the impact of CCN using an advanced two-moment cloud microphysical scheme. Atmos. Res., 96, 286-301, doi:10.1016/j.atmosres.2009.09.008
182. Ovchinnikov, M., A. Korolev, and J. Fan, 2011: Effects of ice number concentration on dynamics of a shallow mixed-phase stratiform cloud. J. Geophys. Res., 116, D00T06, doi:10.1029/2011JD015888
183. Paukert, M., and C. Hoose, 2014: Modeling immersion freezing with aerosol-dependent prognostic ice nuclei in Arctic mixed-phase clouds. J. Geophys. Res. Atmos., 119, 9073-9092, doi:10.1002/2014JD021917
184. Peng, J., Z. Li, H. Zhang, J. Liu, and M. Cribb, 2016: Systematic changes in cloud radiative forcing with aerosol loading for deep clouds in the tropics. J. Atmos. Sci., 73, 231-249, doi:10.1175/JAS-D-15-0080.1
185. Peng, J., and Coauthors, 2016: Markedly enhanced absorption and direct radiative forcing of black carbon under polluted urban environments. Proc. Natl. Acad. Sci. USA, 113, 4266-4271, doi:10.1073/pnas.1602310113
186. Penner, J. E., S. Y. Zhang, and C. C. Chuang, 2003: Soot and smoke aerosol may not warm climate. J. Geophys. Res., 108, 4657, doi:10.1029/2003JD003409
187. Penner, J. E., and Coauthors, 2006: Model intercomparison of indirect aerosol effects. Atmos. Chem. Phys., 6, 3391-3405, doi:10.5194/acp-6-3391-2006
188. Phillips, V. T. J., A. Khain, N. Benmoshe, and E. Ilotoviz, 2014: Theory of time-dependent freezing. Part I: Description of scheme for wet growth of hail. J. Atmos. Sci., 71, 4527-4557, doi:10.1175/JAS-D-13-0375.1
189. Phillips, V. T. J., A. Khain, N. Benmoshe, E. Ilotoviz, and A. Ryzhkov, 2015: Theory of time-dependent freezing. Part II: Scheme for freezing raindrops and simulations by a cloud model with spectral bin microphysics. J. Atmos. Sci., 72, 262-286, doi:10.1175/JAS-D-13-0376.1
190. Pincus, R., and M. B. Baker, 1994: Effect of precipitation on the albedo susceptibility of clouds in the marine boundary layer. Nature, 372, 250-252, doi:10.1038/372250a0
191. Pinto, J. O., 1998: Autumnal mixed-phase cloudy boundary layers in the Arctic. J. Atmos. Sci., 55, 2016-2038, doi:10.1175/1520-0469(1998)055<2016:AMPCBL>2.0.CO;2
192. Posselt, R., and U. Lohmann, 2009: Sensitivity of the total anthropogenic aerosol effect to the treatment of rain in a global climate model. Geophys. Res. Lett., 36, L02805, doi:10.1029/2008GL035796
193. Prenni, A. J., and Coauthors, 2007: Can ice-nucleating aerosols affect Arctic seasonal climate? Bull. Amer. Meteor. Soc., 88, 541-550, doi:10.1175/BAMS-88-4-541
194. Qian, Y., D. Gong, J. Fan, L. R. Leung, R. Bennartz, D. Chen, and W. Wang, 2009: Heavy pollution suppresses light rain in China: Observations and modeling. J. Geophys. Res., 114, D00K02, doi:10.1029/2008JD011575
195. Quaas, J., and Coauthors, 2009: Aerosol indirect effects-General circulation model intercomparison and evaluation with satellite data. Atmos. Chem. Phys., 9, 8697-8717, doi:10.5194/acp-9-8697-2009
196. Ramanathan, V., and G. Carmichael, 2008: Global and regional climate changes due to black carbon. Nature, 1, 221-227, doi:10.1038/ngeo156
197. Ramanathan, V., and Coauthors, 2001: Indian Ocean Experiment: An integrated analysis of the climate forcing and effects of the great Indo-Asian haze. J. Geophys. Res., 106, 28 371-28 398, doi:10.1029/2001JD900133
198. Randall, D. A., 1980: Conditional instability of the first kind upside-down. J. Atmos. Sci., 37, 125-130, doi:10.1175/1520-0469(1980)037<0125:CIOTFK>2.0.CO;2
199. Randall, D. A., 1980: Entrainment into a stratocumulus layer with distributed radiative cooling. J. Atmos. Sci., 37, 148-159, doi:10.1175/1520-0469(1980)037<0148:EIASLW>2.0.CO;2
200. Rayleigh, L., 1916: On convection currents in a horizontal layer of fluid, when the higher temperature is on the under side. Philos. Mag., 32, 529-546, doi:10.1080/14786441608635602
201. Ren, C., and A. R. Mackenzie, 2005: Cirrus parametrization and the role of ice nuclei. Quart. J. Roy. Meteor. Soc., 131, 1585-1605, doi:10.1256/qj.04.126
202. Rosenfeld, D., 1999: TRMM observed first direct evidence of smoke from forest fires inhibiting rainfall. Geophys. Res. Lett., 26, 3105-3108, doi:10.1029/1999GL006066
203. Rosenfeld, D., and I. M. Lensky, 1998: Satellite-based insights into precipitation formation processes in continental and maritime convective clouds. Bull. Amer. Meteor. Soc., 79, 2457-2476, doi:10.1175/1520-0477(1998)079<2457:SBIIPF>2.0.CO;2
204. Rosenfeld, D., and T. L. Bell, 2011: Why do tornados and hailstorms rest on weekends? J. Geophys. Res., 116, D20211, doi:10.1029/2011JD016214
205. Rosenfeld, D., Y. J. Kaufman, and I. Koren, 2006: Switching cloud cover and dynamical regimes from open to closed Benard cells in response to the suppression of precipitation by aerosols. Atmos. Chem. Phys., 6, 2503-2511, doi:10.5194/acp-6-2503-2006
206. Rosenfeld, D., U. Lohmann, G. B. Raga, C. D. O'Dowd, M. Kulmala, S. Fuzzi, A. Reissell, and M. O. Andreae, 2008: Flood or drought: How do aerosols affect precipitation? Science, 321, 1309-1313, doi:10.1126/science.1160606
207. Rosenfeld, D., and Coauthors, 2011: Glaciation temperatures of convective clouds ingesting desert dust, air pollution and smoke from forest fires. Geophys. Res. Lett., 38, L21804, doi:10.1029/2011GL049423
208. Rosenfeld, D., W. L. Woodley, A. Khain, W. R. Cotton, G. Carrió, I. Ginis, and J. H. Golden, 2012: Aerosol effects on microstructure and intensity of tropical cyclones. Bull. Amer. Meteor. Soc., 93, 987-1001, doi:10.1175/BAMS-D-11-00147.1
209. Rosenfeld, D., and Coauthors, 2014: Global observations of aerosol-cloud-precipitation-climate interactions. Rev. Geophys., 52, 750-808, doi:10.1002/2013RG000441
210. Rosenfeld, D., B. Fischman, Y. T. Zheng, T. Goren, and D. Giguzin, 2014: Combined satellite and radar retrievals of drop concentration and CCN at convective cloud base. Geophys. Res. Lett., 41, 3259-3265, doi:10.1002/2014GL059453
211. Rosenfeld, D., S. Sherwood, R. Wood, and L. Donner, 2014: Climate effects of aerosol-cloud interactions. Science, 343, 379-380, doi:10.1126/science.1247490
212. Rosenfeld, D., and Coauthors, 2016: Satellite retrieval of cloud condensation nuclei concentrations by using clouds as CCN chambers. Proc. Natl. Acad. Sci. USA, 113, 5828-5834, doi:10.1073/pnas.1514044113
213. Rotstayn, L. D., 2000: On the "tuning" of autoconversion parameterizations in climate models. J. Geophys. Res., 105, 15 495-15 507, doi:10.1029/2000JD900129
214. Saide, P. E., and Coauthors, 2015: Central American biomass burning smoke can increase tornado severity in the U.S. Geophys. Res. Lett., 42, 956-965, doi:10.1002/2014GL062826
215. Saleeby, S. M., and S. C. van den Heever, 2013: Developments in the CSU-RAMS aerosol model: Emissions, nucleation, regeneration, deposition, and radiation. J. Appl. Meteor. Climatol., 52, 2601-2622, doi:10.1175/JAMC-D-12-0312.1
216. Saleeby, S. M., S. R. Herbener, S. C. van den Heever, and T. L'Ecuyer, 2015: Impacts of cloud droplet-nucleating aerosols on shallow tropical convection. J. Atmos. Sci., 72, 1369-1385, doi:10.1175/JAS-D-14-0153.1
217. Sanap, S. D., and G. Pandithurai, 2015: The effect of absorbing aerosols on Indian monsoon circulation and rainfall: A review. Atmos. Res., 164-165, 318-327, doi:10.1016/j.atmosres.2015.06.002
218. Savre, J., and A. M. L. Ekman, 2015: Large-eddy simulation of three mixed-phase cloud events during ISDAC: Conditions for persistent heterogeneous ice formation. J. Geophys. Res. Atmos., 120, 7699-7725, doi:10.1002/2014JD023006
219. Seinfeld, J. H., and S. N. Pandis, 2006: Atmospheric Chemistry and Physics: From Air Pollution to Climate Change. 2nd ed. Wiley-Interscience, 1232 pp
220. Shrivastava, M., and Coauthors, 2013: Modeling aerosols and their interactions with shallow cumuli during the 2007 CHAPS field study. J. Geophys. Res. Atmos., 118, 1343-1360, doi:10.1029/2012JD018218
221. Solomon, A., M. D. Shupe, P. O. G. Persson, and H. Morrison, 2011: Moisture and dynamical interactions maintaining decoupled Arctic mixed-phase stratocumulus in the presence of a humidity inversion. Atmos. Chem. Phys., 11, 10 127-10 148, doi:10.5194/acp-11-10127-2011
222. Solomon, A., G. Feingold, and M. D. Shupe, 2015: The role of ice nuclei recycling in the maintenance of cloud ice in Arctic mixed-phase stratocumulus. Atmos. Chem. Phys., 15, 10 631-10 643, doi:10.5194/acp-15-10631-2015
223. Song, F., T. Zhou, and Y. Qian, 2014: Responses of East Asian summer monsoon to natural and anthropogenic forcings in the 17 latest CMIP5 models. Geophys. Res. Lett., 41, 596-603, doi:10.1002/2013GL058705
224. Song, K., and S. S. Yum, 2012: Anthropogenic radiative forcing of marine stratocumulus clouds under different thermodynamic conditions-An LES model study. Atmos. Res., 118, 370-389, doi:10.1016/j.atmosres.2012.07.018
225. Song, X., and G. J. Zhang, 2011: Microphysics parameterization for convective clouds in a global climate model: Description and single-column model tests. J. Geophys. Res., 116, D02201, doi:10.1029/2010JD014833
226. Song, X., G. J. Zhang, and J.-L. F. Li, 2012: Evaluation of microphysics parameterization for convective clouds in the NCAR Community Atmosphere Model CAM5. J. Climate, 25, 8568-8590, doi:10.1175/JCLI-D-11-00563.1
227. Stephens, G., and T. Slingo, 1992: An air-conditioned greenhouse. Nature, 358, 369-370, doi:10.1038/358369a0
228. Stevens, B., and G. Feingold, 2009: Untangling aerosol effects on clouds and precipitation in a buffered system. Nature, 461, 607-613, doi:10.1038/nature08281
229. Stocker, T. F., and Coauthors, 2013: Technical summary. Climate Change 2013: The Physical Science Basis, T. F. Stocker et al., Eds., Cambridge University Press, 33-115
230. Storer, R. L., and S. C. van den Heever, 2013: Microphysical processes evident in aerosol forcing of tropical deep convective clouds. J. Atmos. Sci., 70, 430-446, doi:10.1175/JAS-D-12-076.1
231. Storer, R. L., S. C. van den Heever, and G. L. Stephens, 2010: Modeling aerosol impacts on convective storms in different environments. J. Atmos. Sci., 67, 3904-3915, doi:10.1175/2010JAS3363.1
232. Sun, D., W. K. M. Lau, M. Kafatos, Z. Boybeyi, G. Leptoukh, C. Yang, and R. Yang, 2009: Numerical simulations of the impacts of the Saharan air layer on Atlantic tropical cyclone development. J. Climate, 22, 6230-6250, doi:10.1175/2009JCLI2738.1
233. Tao, W.-K., X. Li, A. Khain, T. Matsui, S. Lang, and J. Simpson, 2007: Role of atmospheric aerosol concentration on deep convective precipitation: Cloud-resolving model simulations. J. Geophys. Res., 112, D24S18, doi:10.1029/2007JD008728
234. Tao, W.-K., J.-P. Chen, Z. Li, C. Wang, and C. Zhang, 2012: Impact of aerosols on convective clouds and precipitation. Rev. Geophys., 50, RG2001, doi:10.1029/2011RG000369
235. Tao, W.-K., D. Wu, S. Lang, J.-D. Chern, C. Peters-Lidard, A. Fridlind, and T. Matsui, 2016: High-resolution NU-WRF simulations of a deep convective-precipitation system during MC3E: Further improvements and comparisons between Goddard microphysics schemes and observations. J. Geophys. Res. Atmos., 121, 1278-1305, doi:10.1002/2015JD023986
236. Teller, A., and Z. Levin, 2006: The effects of aerosols on precipitation and dimensions of subtropical clouds: A sensitivity study using a numerical cloud model. Atmos. Chem. Phys., 6, 67-80, doi:10.5194/acp-6-67-2006
237. Thompson, G., and T. Eidhammer, 2014: A study of aerosol impacts on clouds and precipitation development in a large winter cyclone. J. Atmos. Sci., 71, 3636-3658, doi:10.1175/JAS-D-13-0305.1
238. Twohy, C. H., 2015: Measurements of Saharan dust in convective clouds over the tropical eastern Atlantic Ocean. J. Atmos. Sci., 72, 75-81, doi:10.1175/JAS-D-14-0133.1
239. Twomey, S., 1977: Influence of pollution on shortwave albedo of clouds. J. Atmos. Sci., 34, 1149-1152, doi:10.1175/1520-0469(1977)034<1149:TIOPOT>2.0.CO;2
240. van den Heever, S. C., G. G. Carrio, W. R. Cotton, P. J. DeMott, and A. J. Prenni, 2006: Impacts of nucleating aerosol on Florida storms. Part I: Mesoscale simulations. J. Atmos. Sci., 63, 1752-1775, doi:10.1175/JAS3713.1
241. van den Heever, S. C., G. L. Stephens, and N. B. Wood, 2011: Aerosol indirect effects on tropical convection characteristics under conditions of radiative-convective equilibrium. J. Atmos. Sci., 68, 699-718, doi:10.1175/2010JAS3603.1
242. Varble, A., and Coauthors, 2011: Evaluation of cloud-resolving model intercomparison simulations using TWP-ICE observations: Precipitation and cloud structure. J. Geophys. Res., 116, D12206, doi:10.1029/2010JD015180
243. Varble, A., and Coauthors, 2014: Evaluation of cloud-resolving and limited area model intercomparison simulations using TWP-ICE observations: 1. Deep convective updraft properties. J. Geophys. Res. Atmos., 119, 13 891-13 918, doi:10.1002/2013JD021371
244. Varble, A., and Coauthors, 2014: Evaluation of cloud-resolving and limited area model intercomparison simulations using TWP-ICE observations: 2. Precipitation microphysics. J. Geophys. Res. Atmos., 119, 13 919-13 945, doi:10.1002/2013JD021372
245. Wang, C., 2005: A modeling study of the response of tropical deep convection to the increase of cloud condensation nuclei concentration: 1. Dynamics and microphysics. J. Geophys. Res., 110, D21211, doi:10.1029/2004JD005720
246. Wang, H., and G. Feingold, 2009: Modeling mesoscale cellular structures and drizzle in marine stratocumulus. Part I: Impact of drizzle on the formation and evolution of open cells. J. Atmos. Sci., 66, 3237-3256, doi:10.1175/2009JAS3022.1
247. Wang, H., T. Auligné, and H. Morrison, 2012: Impact of microphysics scheme complexity on the propagation of initial perturbations. Mon. Wea. Rev., 140, 2287-2296, doi:10.1175/MWR-D-12-00005.1
248. Wang, M., S. Ghan, M. Ovchinnikov, X. Liu, R. Easter, E. Kassianov, Y. Qian, and H. Morrison, 2011: Aerosol indirect effects in a multi-scale aerosol-climate model PNNL-MMF. Atmos. Chem. Phys., 11, 5431-5455, doi:10.5194/acp-11-5431-2011
249. Wang, M., and Coauthors, 2012: Constraining cloud lifetime effects of aerosols using A-Train satellite observations. Geophys. Res. Lett., 39, L15709, doi:10.1029/2012GL052204
250. Wang, M., X. Liu, K. Zhang, and J. M. Comstock, 2014: Aerosol effects on cirrus through ice nucleation in the Community Atmosphere Model CAM5 with a statistical cirrus scheme. J. Adv. Model. Earth Syst., 6, 756-776, doi:10.1002/2014MS000339
251. Wang, P. H., P. Minnis, M. P. McCormick, G. S. Kent, and K. M. Skeens, 1996: A 6-year climatology of cloud occurrence frequency from Stratospheric Aerosol and Gas Experiment II observations (1985-1990). J. Geophys. Res., 101, 29 407-29 429, doi:10.1029/96JD01780
252. Wang, Y., Q. Wan, W. Meng, F. Liao, H. Tan, and R. Zhang, 2011: Long-term impacts of aerosols on precipitation and lightning over the Pearl River Delta megacity area in China. Atmos. Chem. Phys., 11, 12 421-12 436, doi:10.5194/acp-11-12421-2011
253. Wang, Y., J. Fan, R. Zhang, L. R. Leung, and C. Franklin, 2013: Improving bulk microphysics parameterizations in simulations of aerosol effects. J. Geophys. Res. Atmos., 118, 5361-5379, doi:10.1002/jgrd.50432
254. Wang, Y., A. Khalizov, M. Levy, and R. Zhang, 2013: New directions: Light absorbing aerosols and their atmospheric impacts. Atmos. Environ., 81, 713-715, doi:10.1016/j.atmosenv.2013.09.034
255. Wang, Y., K.-H. Lee, Y. Lin, M. Levy, and R. Zhang, 2014: Distinct effects of anthropogenic aerosols on tropical cyclones. Nat. Climate Change, 4, 368-373, doi:10.1038/nclimate2144
256. Wang, Y., and Coauthors, 2014: Assessing the effects of anthropogenic aerosols on Pacific storm track using a multiscale global climate model. Proc. Natl. Acad. Sci. USA, 111, 6894-6899, doi:10.1073/pnas.1403364111
257. Wang, Y., R. Zhang, and R. Saravanan, 2014: Asian pollution climatically modulates mid-latitude cyclones following hierarchical modelling and observational analysis. Nat. Commun., 5, 3098, doi:10.1038/ncomms4098
258. Wang, Y., J. H. Jiang, and H. Su, 2015: Atmospheric responses to the redistribution of anthropogenic aerosols. J. Geophys. Res. Atmos., 120, 9625-9641, doi:10.1002/2015JD023665
259. Warren, S. G., C. J. Hahn, J. London, R. M. Chervin, and R. L. Jenne, 1988: Global distribution of total cloud cover and cloud type amounts over the ocean. NCAR Tech. Note NCAR/TN-317+STR, 42 pp. [Available online at http://www.atmos.washington.edu/CloudMap/Atlases/DistOcean.pdf.]
260. Wegener, A., 1911: Thermodynamik der Atmosphäre. J. A. Barth, 331 pp
261. Williams, E., and E. Mareev, 2014: Recent progress on the global electrical circuit. Atmos. Res., 135-136, 208-227, doi:10.1016/j.atmosres.2013.05.015
262. Williams, E., R. Zhang, and J. Rydock, 1991: Mixed-phase microphysics and cloud electrification. J. Atmos. Sci., 48, 2195-2203, doi:10.1175/1520-0469(1991)048<2195:MPMACE>2.0.CO;2
263. Williams, E., and Coauthors, 2002: Contrasting convective regimes over the Amazon: Implications for cloud electrification. J. Geophys. Res., 107, 8082, doi:10.1029/2001JD000380
264. Wood, R., C. S. Bretherton, D. Leon, A. D. Clarke, P. Zuidema, G. Allen, and H. Coe, 2011: An aircraft case study of the spatial transition from closed to open mesoscale cellular convection over the Southeast Pacific. Atmos. Chem. Phys., 11, 2341-2370, doi:10.5194/acp-11-2341-2011
265. Wu, G., and Coauthors, 2016: Advances in studying interactions between aerosols and monsoon in China. Sci. China Earth Sci., 59, 1-16, doi:10.1007/s11430-015-5198-z
266. Wu, L., H. Su, and J. H. Jiang, 2013: Regional simulation of aerosol impacts on precipitation during the East Asian summer monsoon. J. Geophys. Res. Atmos., 118, 6454-6467, doi:10.1002/jgrd.50527
267. Xie, S.-P., B. Lu, and B. Xiang, 2013: Similar spatial patterns of climate responses to aerosol and greenhouse gas changes. Nat. Geosci., 6, 828-832, doi:10.1038/ngeo1931
268. Xue, H., and G. Feingold, 2006: Large-eddy simulations of trade wind cumuli: Investigation of aerosol indirect effects. J. Atmos. Sci., 63, 1605-1622, doi:10.1175/JAS3706.1
269. Xue, H., G. Feingold, and B. Stevens, 2008: Aerosol effects on clouds, precipitation, and the organization of shallow cumulus convection. J. Atmos. Sci., 65, 392-406, doi:10.1175/2007JAS2428.1
270. Yan, H. R., Z. Q. Li, J. P. Huang, M. Cribb, and J. J. Liu, 2014: Long-term aerosol-mediated changes in cloud radiative forcing of deep clouds at the top and bottom of the atmosphere over the Southern Great Plains. Atmos. Chem. Phys., 14, 7113-7124, doi:10.5194/acp-14-7113-2014
271. Yang, P., K. N. Liou, L. Bi, C. Liu, B. Q. Yi, and B. A. Baum, 2015: On the radiative properties of ice clouds: Light scattering, remote sensing, and radiation parameterization. Adv. Atmos. Sci., 32, 32-63, doi:10.1007/s00376-014-0011-z
272. Yang, X., and Z. Li, 2014: Increases in thunderstorm activity and relationships with air pollution in southeast China. J. Geophys. Res. Atmos., 119, 1835-1844, doi:10.1002/2013JD021224
273. Yang, X., M. Ferrat, and Z. Li, 2013: New evidence of orographic precipitation suppression by aerosols in central China. Meteor. Atmos. Phys., 119, 17-29, doi:10.1007/s00703-012-0221-9
274. Yang, X., Z. Yao, Z. Li, and T. Fan, 2013: Heavy air pollution suppresses summer thunderstorms in central China. J. Atmos. Sol.-Terr. Phys., 95-96, 28-40, doi:10.1016/j.jastp.2012.12.023
275. Yang, Y., J. Fan, R. L. Leung, C. Zhao, Z. Li, and D. Rosenfeld, 2016: Mechanisms contributing to suppressed precipitation in Mt. Hua of central China. Part I: Mountain valley circulation. J. Atmos. Sci., 73, 1351-1366, doi:10.1175/JAS-D-15-0233.1
276. Yin, Y., and L. Chen, 2007: The effects of heating by transported dust layers on cloud and precipitation: A numerical study. Atmos. Chem. Phys., 7, 3497-3505, doi:10.5194/acp-7-3497-2007
277. You, L. G., S. Z. Yang, X. G. Wang, and J. X. Pi, 2002: Study of ice nuclei concentrations in Beijing in spring of 1995 and 1996. Acta Meteor. Sin., 60, 101-109
278. Yuan, T., Z. Li, R. Zhang, and J. Fan, 2008: Increase of cloud droplet size with aerosol optical depth: An observation and modeling study. J. Geophys. Res., 113, D04201, doi:10.1029/2006JC004067
279. Yuan, T., L. A. Remer, K. E. Pickering, and H. Yu, 2011: Observational evidence of aerosol enhancement of lightning activity and convective invigoration. Geophys. Res. Lett., 38, L04701, doi:10.1029/2010GL046052
280. Yuan, T., L. A. Remer, and H. Yu, 2011: Microphysical, macrophysical and radiative signatures of volcanic aerosols in trade wind cumulus observed by the A-Train. Atmos. Chem. Phys., 11, 7119-7132, doi:10.5194/acp-11-7119-2011
281. Yuan, T., and Coauthors, 2012: Aerosol indirect effect on tropospheric ozone via lightning. J. Geophys. Res., 117, D18213, doi:10.1029/2012JD017723
282. Yuter, S. E., M. A. Miller, M. D. Parker, P. M. Markowski, Y. Richardson, H. Brooks, and J. M. Straka, 2013: Comment on "Why do tornados and hailstorms rest on weekends?" by D. Rosenfeld and T. Bell. J. Geophys. Res. Atmos., 118, 7332-7338, doi:10.1002/jgrd.50526
283. Zhang, D. M., Z. Wang, A. Heymsfield, J. Fan, D. Liu, and M. Zhao, 2012: Quantifying the impact of dust on heterogeneous ice generation in midlevel supercooled stratiform clouds. Geophys. Res. Lett., 39, L18805, doi:10.1029/2012GL052831
284. Zhang, F., N. Bei, R. Rotunno, C. Snyder, and C. C. Epifanio, 2007: Mesoscale predictability of moist baroclinic waves: Convection permitting experiments and multistage error growth dynamics. J. Atmos. Sci., 64, 3579-3594, doi:10.1175/JAS4028.1
285. Zhang, H., G. M. McFarquhar, S. M. Saleeby, and W. R. Cotton, 2007: Impacts of Saharan dust as CCN on the evolution of an idealized tropical cyclone. Geophys. Res. Lett., 34, L14812, doi:10.1029/2007GL029876
286. Zhang, H., G. M. McFarquhar, W. R. Cotton, and Y. Deng, 2009: Direct and indirect impacts of Saharan dust acting as cloud condensation nuclei on tropical cyclone eyewall development. Geophys. Res. Lett., 36, L06802, doi:10.1029/2009GL037276
287. Zhang, R., G. Li, J. Fan, D. L. Wu, and M. J. Molina, 2007: Intensification of Pacific storm track linked to Asian pollution. Proc. Natl. Acad. Sci. USA, 104, 5295-5299, doi:10.1073/pnas.0700618104
288. Zhang, R., G. Wang, S. Guo, M. Zamora, Y. Lin, W. Wang, M. Hu, and Y. Wang, 2015: Formation of urban fine particulate matter. Chem. Rev., 115, 3803-3855, doi:10.1021/acs.chemrev.5b00067
289. Zhang, Y., X. Zhang, K. Wang, J. He, L. R. Leung, J. W. Fan, and A. Nenes, 2015: Incorporating an advanced aerosol activation parameterization into WRF-CAM5: Model evaluation and parameterization intercomparison. J. Geophys. Res. Atmos., 120, 6952-6979, doi:10.1002/2014JD023051
290. Zhao, C., and T. J. Garrett, 2015: Effects of Arctic haze on surface cloud radiative forcing. Geophys. Res. Lett., 42, 557-564, doi:10.1002/2014GL062015
291. Zheng, Y., and D. Rosenfeld, 2015: Linear relation between convective cloud base height and updrafts and application to satellite retrievals. Geophys. Res. Lett., 42, 6485-6491, doi:10.1002/2015GL064809
292. Zheng, Y., D. Rosenfeld, and Z. Li, 2015: Satellite inference of thermals and cloud-base updraft speeds based on retrieved surface and cloud-base temperatures. J. Atmos. Sci., 72, 2411-2428, doi:10.1175/JAS-D-14-0283.1
293. Zhu, Y. N., D. Rosenfeld, X. Yu, and Z. Q. Li, 2015: Separating aerosol microphysical effects and satellite measurement artifacts of the relationships between warm rain onset height and aerosol optical depth. J. Geophys. Res. Atmos., 120, 7726-7736, doi:10.1002/2015JD023547