Analysis of aerosol effects on warm clouds over the Yangtze River Delta from multi-sensor satellite observations

Abstract. Aerosol effects on low warm clouds over the Yangtze River Delta (YRD, eastern China) are examined using co-located MODIS, CALIOP and CloudSat observations. By taking the vertical locations of aerosol and cloud layers into account, we use simultaneously observed aerosol and cloud data to investigate relationships between cloud properties and the amount of aerosol particles (using aerosol optical depth, AOD, as a proxy). Also, we investigate the impact of aerosol types on the variation of cloud properties with AOD. Finally, we explore how meteorological conditions affect these relationships using ERA-Interim reanalysis data. This study shows that the relation between cloud properties and AOD depends on the aerosol abundance, with a different behaviour for low and high AOD (i.e. AOD   0.35). This applies to cloud droplet effective radius (CDR) and cloud fraction (CF), but not to cloud optical thickness (COT) and cloud top pressure (CTP). COT is found to decrease when AOD increases, which may be due to radiative effects and retrieval artefacts caused by absorbing aerosol. Conversely, CTP tends to increase with elevated AOD, indicating that the aerosol is not always prone to expand the vertical extension. It also shows that the COT–CDR and CWP (cloud liquid water path)–CDR relationships are not unique, but affected by atmospheric aerosol loading. Furthermore, separation of cases with either polluted dust or smoke aerosol shows that aerosol–cloud interaction (ACI) is stronger for clouds mixed with smoke aerosol than for clouds mixed with dust, which is ascribed to the higher absorption efficiency of smoke than dust. The variation of cloud properties with AOD is analysed for various relative humidity and boundary layer thermodynamic and dynamic conditions, showing that high relative humidity favours larger cloud droplet particles and increases cloud formation, irrespective of vertical or horizontal level. Stable atmospheric conditions enhance cloud cover horizontally. However, unstable atmospheric conditions favour thicker and higher clouds. Dynamically, upward motion of air parcels can also facilitate the formation of thicker and higher clouds. Overall, the present study provides an understanding of the impact of aerosols on cloud properties over the YRD. In addition to the amount of aerosol particles (or AOD), evidence is provided that aerosol types and ambient environmental conditions need to be considered to understand the observed relationships between cloud properties and AOD.

[1]  A. Nenes,et al.  Effects of Ocean Ecosystem on Marine Aerosol-Cloud Interaction , 2010 .

[2]  H. Wernli,et al.  Aerosol- and updraft-limited regimes of cloud droplet formation: influence of particle number, size and hygroscopicity on the activation of cloud condensation nuclei (CCN) , 2009 .

[3]  David M. Winker,et al.  The CALIPSO mission: spaceborne lidar for observation of aerosols and clouds , 2003, SPIE Asia-Pacific Remote Sensing.

[4]  G. Feingold,et al.  A long-term study of aerosol–cloud interactions and their radiative effectat the Southern Great Plains using ground-based measurements , 2016 .

[5]  Ning Zhang,et al.  Modeling the impact of urbanization on the local and regional climate in Yangtze River Delta, China , 2010 .

[6]  Yoram J. Kaufman,et al.  Analysis of smoke impact on clouds in Brazilian biomass burning regions: An extension of Twomey's approach , 2001 .

[7]  J. Coakley,et al.  Aerosol and cloud property relationships for summertime stratiform clouds in the northeastern Atlantic from Advanced Very High Resolution Radiometer observations , 2005 .

[8]  Tianle Yuan,et al.  Increase of cloud droplet size with aerosol optical depth: An observation and modeling study , 2008 .

[9]  G. Feingold,et al.  Interactive comment on : " A long-term study of aerosol-cloud interactions and their radiative effect at a mid latitude continental site using ground-based measurements " , 2016 .

[10]  N. Loeb,et al.  An estimate of aerosol indirect effect from satellite measurements with concurrent meteorological analysis , 2010 .

[11]  Teruyuki Nakajima,et al.  A Study of the Aerosol Effect on a Cloud Field with Simultaneous Use of GCM Modeling and Satellite Observation , 2004 .

[12]  G. Leeuw,et al.  Post-processing to remove residual clouds from aerosol optical depth retrieved using the Advanced Along Track Scanning Radiometer , 2016 .

[13]  M. Kulmala,et al.  A long-term satellite study of aerosol effects on convective clouds in Nordic background air , 2013 .

[14]  Lorraine A. Remer,et al.  Smoke Invigoration Versus Inhibition of Clouds over the Amazon , 2008, Science.

[15]  Thomas W. Kirchstetter,et al.  Distributions of Trace Gases and Aerosols During the Dry Biomass Burning Season in Southern Africa , 2003 .

[16]  T. Takemura,et al.  Aerosol optical depth, physical properties and radiative forcing over the Arabian Sea , 2006 .

[17]  W. Paul Menzel,et al.  The MODIS cloud products: algorithms and examples from Terra , 2003, IEEE Trans. Geosci. Remote. Sens..

[18]  T. Eck,et al.  Global evaluation of the Collection 5 MODIS dark-target aerosol products over land , 2010 .

[19]  Steven Platnick,et al.  Estimating the direct radiative effect of absorbing aerosols overlying marine boundary layer clouds in the southeast Atlantic using MODIS and CALIOP , 2013 .

[20]  D. Koch,et al.  Analyzing signatures of aerosol‐cloud interactions from satellite retrievals and the GISS GCM to constrain the aerosol indirect effect , 2008 .

[21]  F. Bréon,et al.  Aerosol indirect effect on warm clouds over South-East Atlantic, from co-located MODIS and CALIPSO observations , 2012 .

[22]  Chialin Wu,et al.  Cloud profiling radar for the CloudSat mission , 2005, IEEE International Radar Conference, 2005..

[23]  M. Andreae,et al.  Size Matters More Than Chemistry for Cloud-Nucleating Ability of Aerosol Particles , 2006, Science.

[24]  B. Stevens,et al.  Untangling aerosol effects on clouds and precipitation in a buffered system , 2009, Nature.

[25]  E. O'connor,et al.  The CloudSat mission and the A-train: a new dimension of space-based observations of clouds and precipitation , 2002 .

[26]  A. Ding,et al.  Ozone and fine particle in the western Yangtze River Delta: an overview of 1 yr data at the SORPES station , 2013 .

[27]  Yoram J. Kaufman,et al.  Satellite‐based assessment of marine low cloud variability associated with aerosol, atmospheric stability, and the diurnal cycle , 2006 .

[28]  A. Ding,et al.  Intense atmospheric pollution modifies weather: a case of mixed biomass burning with fossil fuel combustion pollution in eastern China , 2013 .

[29]  Christian George,et al.  Polluted dust promotes new particle formation and growth , 2014, Scientific Reports.

[30]  François-Marie Bréon,et al.  Analysis of aerosol‐cloud interaction from multi‐sensor satellite observations , 2010 .

[31]  Philip Stier,et al.  A critical look at spatial scale choices in satellite-based aerosol indirect effect studies , 2010 .

[32]  Shamil Maksyutov,et al.  The Indian summer monsoon rainfall: interplay of coupled dynamics, radiation and cloud microphysics , 2005 .

[33]  Linlu Mei,et al.  A Cloud masking algorithm for the XBAER aerosol retrieval using MERIS data , 2017 .

[34]  Chengxing Zhai,et al.  Relationship between aerosol and cloud fraction over Australia , 2011 .

[35]  Min Min,et al.  Multi-sensor quantification of aerosol-induced variability in warm clouds over eastern China , 2015 .

[36]  E. Vermote,et al.  The MODIS Aerosol Algorithm, Products, and Validation , 2005 .

[37]  Gottfried Hänel,et al.  The Properties of Atmospheric Aerosol Particles as Functions of the Relative Humidity at Thermodynamic Equilibrium with the Surrounding Moist Air , 1976 .

[38]  Zhanqing Li,et al.  Effect of aerosol humidification on the column aerosol optical thickness over the Atmospheric Radiation Measurement Southern Great Plains site , 2007 .

[39]  Sergey Y. Matrosov,et al.  Potential for attenuation‐based estimations of rainfall rate from CloudSat , 2007 .

[40]  W. Paul Menzel,et al.  Cloud and aerosol properties, precipitable water, and profiles of temperature and water vapor from MODIS , 2003, IEEE Trans. Geosci. Remote. Sens..

[41]  B. Stevens,et al.  CHASER: An Innovative Satellite Mission Concept to Measure the Effects of Aerosols on Clouds and Climate , 2013 .

[42]  J. Lamarque,et al.  Aerosol indirect effects – general circulation model intercomparison and evaluation with satellite data , 2009 .

[43]  David M. Winker,et al.  The CALIPSO Lidar Cloud and Aerosol Discrimination: Version 2 Algorithm and Initial Assessment of Performance , 2009 .

[44]  N. Bellouin,et al.  Constraining the aerosol influence on cloud fraction , 2016 .

[45]  Steven Platnick,et al.  Simultaneously inferring above‐cloud absorbing aerosol optical thickness and underlying liquid phase cloud optical and microphysical properties using MODIS , 2015 .

[46]  G. Leeuw,et al.  Estimates of the aerosol indirect effect over the Baltic Sea region derived from 12 years of MODIS observations , 2016 .

[47]  S. Twomey Pollution and the Planetary Albedo , 1974 .

[48]  Ilan Koren,et al.  Smoke and Pollution Aerosol Effect on Cloud Cover , 2006, Science.

[49]  Johannes Quaas,et al.  Aerosol indirect effects in POLDER satellite data and the Laboratoire de Météorologie Dynamique–Zoom (LMDZ) general circulation model , 2004 .

[50]  O. Krüger,et al.  The indirect aerosol effect over Europe , 2002 .

[51]  S. Klein,et al.  The Seasonal Cycle of Low Stratiform Clouds , 1993 .

[52]  Natividad Manalo-Smith,et al.  Top-of-Atmosphere Direct Radiative Effect of Aerosols over Global Oceans from Merged CERES and MODIS Observations , 2005 .

[53]  Ilan Koren,et al.  The effect of smoke, dust, and pollution aerosol on shallow cloud development over the Atlantic Ocean. , 2005, Proceedings of the National Academy of Sciences of the United States of America.

[54]  Dana E. Veron,et al.  First measurements of the Twomey indirect effect using ground‐based remote sensors , 2003 .

[55]  Lorraine Remer,et al.  A critical examination of the residual cloud contamination and diurnal sampling effects on MODIS estimates of aerosol over ocean , 2005, IEEE Transactions on Geoscience and Remote Sensing.

[56]  Mark Z. Jacobson,et al.  Microphysical and radiative effects of aerosols on warm clouds during the Amazon biomass burning season as observed by MODIS: impacts of water vapor and land cover , 2011 .

[57]  Johannes Quaas,et al.  Interpreting the cloud cover – aerosol optical depth relationship found in satellite data using a general circulation model , 2009 .

[58]  R. Marks,et al.  Influence of pollution on cloud reflectance , 2004 .

[59]  M. Sköld,et al.  Regionally-varying combustion sources of the January 2013 severe haze events over eastern China. , 2015, Environmental science & technology.

[60]  S. Twomey The Influence of Pollution on the Shortwave Albedo of Clouds , 1977 .

[61]  C. Sui,et al.  A study of macrophysical and microphysical properties of warm clouds over the Northern Hemisphere using CloudSat/CALIPSO data , 2014 .

[62]  V. Ramanathan,et al.  Aerosols, Climate, and the Hydrological Cycle , 2001, Science.

[63]  S. Christopher,et al.  A six year satellite-based assessment of the regional variations in aerosol indirect effects , 2009 .

[64]  M. Chin,et al.  Global observations of aerosol‐cloud‐precipitation‐climate interactions , 2014 .

[65]  Jianjun Liu,et al.  Opposite effects of absorbing aerosols on the retrievals of cloud optical depth from spaceborne and ground‐based measurements , 2014 .

[66]  Aristeidis K. Georgoulias,et al.  A study of the impact of synoptic weather conditions and water vapor on aerosol–cloud relationships over major urban clusters of China , 2015 .

[67]  Pekka Kolmonen,et al.  Aerosol retrievals over China with the AATSR dual view algorithm , 2012 .

[68]  J. H. Ludwig,et al.  Climate Modification by Atmospheric Aerosols , 1967, Science.

[69]  X. Xia,et al.  Positive relationship between liquid cloud droplet effective radius and aerosol optical depth over Eastern China from satellite data , 2014 .

[70]  Jianguo Wu,et al.  Impacts of urbanization on summer climate in China: An assessment with coupled land‐atmospheric modeling , 2016 .

[71]  B. Albrecht Aerosols, Cloud Microphysics, and Fractional Cloudiness , 1989, Science.

[72]  Lorraine A. Remer,et al.  The invigoration of deep convective clouds over the Atlantic: aerosol effect, meteorology or retrieval artifact? , 2010 .

[73]  T. Blaschke,et al.  Variability of aerosol optical depth and their impact on cloud properties in Pakistan , 2014 .

[74]  B. Stevens,et al.  Revealing differences in GCM representations of low clouds , 2011 .

[75]  A. Ding,et al.  Aerosol size distribution and new particle formation in the western Yangtze River Delta of China: 2 years of measurements at the SORPES station , 2015 .

[76]  M. Andreae Correlation between cloud condensation nuclei concentration and aerosol optical thickness in remote and polluted regions , 2008 .

[77]  O. Krüger,et al.  Southern Ocean phytoplankton increases cloud albedo and reduces precipitation , 2011 .

[78]  Z. Levin,et al.  The Effects of Desert Particles Coated with Sulfate on Rain Formation in the Eastern Mediterranean , 1996 .

[79]  Y. Kaufman,et al.  Aerosol invigoration and restructuring of Atlantic convective clouds , 2005 .

[80]  Jing Zhao,et al.  Satellite observed aerosol-induced variability in warm cloud properties under different meteorological conditions over eastern China , 2014 .

[81]  Rosenfeld,et al.  Suppression of rain and snow by urban and industrial air pollution , 2000, Science.

[82]  P. Stier,et al.  Satellite observations of cloud regime development: the role of aerosol processes , 2013 .

[83]  Kostas Kourtidis,et al.  Space-borne observations of aerosol - cloud relations for cloud systems of different heights , 2017 .

[84]  T. Takemura,et al.  The effects of aerosols on water cloud microphysics and macrophysics based on satellite-retrieved data over East Asia and the North Pacific , 2014 .

[85]  Norman G. Loeb,et al.  An Observational Study of the Relationship Between Cloud, Aerosol and Meteorology in Broken Low-Level Cloud Conditions , 2013 .