<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v3.0 20080202//EN" "https://jats.nlm.nih.gov/nlm-dtd/publishing/3.0/journalpublishing3.dtd">
<article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" article-type="research-article" dtd-version="3.0" xml:lang="en">
<front>
<journal-meta>
<journal-id journal-id-type="publisher">AMT</journal-id>
<journal-title-group>
<journal-title>Atmospheric Measurement Techniques</journal-title>
<abbrev-journal-title abbrev-type="publisher">AMT</abbrev-journal-title>
<abbrev-journal-title abbrev-type="nlm-ta">Atmos. Meas. Tech.</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">1867-8548</issn>
<publisher><publisher-name>Copernicus Publications</publisher-name>
<publisher-loc>Göttingen, Germany</publisher-loc>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.5194/amt-7-1777-2014</article-id>
<title-group>
<article-title>A novel method for estimating shortwave direct radiative effect of above-cloud aerosols using CALIOP and MODIS data</article-title>
</title-group>
<contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Zhang</surname>
<given-names>Z.</given-names>
<ext-link>https://orcid.org/0000-0001-9491-1654</ext-link>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Meyer</surname>
<given-names>K.</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Platnick</surname>
<given-names>S.</given-names>
<ext-link>https://orcid.org/0000-0003-3964-3567</ext-link>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Oreopoulos</surname>
<given-names>L.</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Lee</surname>
<given-names>D.</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Yu</surname>
<given-names>H.</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
</contrib>
</contrib-group><aff id="aff1">
<label>1</label>
<addr-line>Department of Physics, University of Maryland, Baltimore County (UMBC), Baltimore, MD, USA</addr-line>
</aff>
<aff id="aff2">
<label>2</label>
<addr-line>Joint Center Earth Systems &amp; Technology (JCET), UMBC, Baltimore, MD, USA</addr-line>
</aff>
<aff id="aff3">
<label>3</label>
<addr-line>Goddard Earth Sciences Technology and Research (GESTAR), Universities Space Research Association, Columbia, MD, USA</addr-line>
</aff>
<aff id="aff4">
<label>4</label>
<addr-line>NASA Goddard Space Flight Center, Greenbelt, MD, USA</addr-line>
</aff>
<aff id="aff5">
<label>5</label>
<addr-line>Goddard Earth Sciences Technology and Research (GESTAR), Morgan State University, Baltimore, MD, USA</addr-line>
</aff>
<aff id="aff6">
<label>6</label>
<addr-line>Earth System Science Interdisciplinary Center, University of Maryland, College Park, MD, USA</addr-line>
</aff>
<pub-date pub-type="epub">
<day>19</day>
<month>06</month>
<year>2014</year>
</pub-date>
<volume>7</volume>
<issue>6</issue>
<fpage>1777</fpage>
<lpage>1789</lpage>
<permissions>
<copyright-statement>Copyright: &#x000a9; 2014 Z. Zhang et al.</copyright-statement>
<copyright-year>2014</copyright-year>
<license license-type="open-access">
<license-p>This work is licensed under the Creative Commons Attribution 3.0 Unported License. To view a copy of this licence, visit <ext-link ext-link-type="uri"  xlink:href="https://creativecommons.org/licenses/by/3.0/">https://creativecommons.org/licenses/by/3.0/</ext-link></license-p>
</license>
</permissions>
<self-uri xlink:href="https://amt.copernicus.org/articles/7/1777/2014/amt-7-1777-2014.html">This article is available from https://amt.copernicus.org/articles/7/1777/2014/amt-7-1777-2014.html</self-uri>
<self-uri xlink:href="https://amt.copernicus.org/articles/7/1777/2014/amt-7-1777-2014.pdf">The full text article is available as a PDF file from https://amt.copernicus.org/articles/7/1777/2014/amt-7-1777-2014.pdf</self-uri>
<abstract>
<p>This paper describes an efficient and unique method for computing the
shortwave direct radiative effect (DRE) of aerosol residing above low-level
liquid-phase clouds using CALIOP (Cloud-Aerosol Lidar with
Orthogonal Polarization) and MODIS (Moderate Resolution Imaging
Spectroradiometer) data. It addresses the overlap of
aerosol and cloud rigorously by utilizing the joint histogram of cloud
optical depth and cloud top pressure while also accounting for
subgrid-scale variations of aerosols. The method is computationally
efficient because of its use of grid-level cloud and aerosol statistics,
instead of pixel-level products, and a precomputed look-up table based on
radiative transfer calculations. We verify that for smoke and polluted dust
over the southeastern Atlantic Ocean the method yields a seasonal mean
&lt;i&gt;instantaneous&lt;/i&gt; (approximately 13:30 local time) shortwave DRE of above-cloud aerosol
(ACA) that generally agrees with a more rigorous pixel-level computation
within 4%. We also estimate the impact of potential CALIOP aerosol
optical depth (AOD) retrieval bias of ACA on DRE. We find that the regional
and seasonal mean instantaneous DRE of ACA over southeastern Atlantic Ocean would increase,
from the original value of 6.4 W m&lt;sup&gt;−2&lt;/sup&gt; based on operational CALIOP AOD
to 9.6 W m&lt;sup&gt;−2&lt;/sup&gt; if CALIOP AOD retrievals are biased low by a factor of
1.5 (Meyer et al., 2013) and further to 30.9 W m&lt;sup&gt;−2&lt;/sup&gt; if CALIOP
AOD retrievals are biased low by a factor of 5 as suggested in Jethva et al. (2014). In contrast, the instantaneous ACA radiative
forcing
efficiency  (RFE) remains relatively invariant in all cases at about 53 W m&lt;sup&gt;−2&lt;/sup&gt; AOD&lt;sup&gt;−1&lt;/sup&gt;, suggesting a near-linear relation between the
instantaneous RFE and AOD. We also compute the annual mean instantaneous
shortwave DRE of light-absorbing aerosols (i.e., smoke and polluted dust)
over global oceans based on 4 years of CALIOP and MODIS data. We find that
given an above-cloud aerosol type the optical depth of the underlying clouds
plays a larger role than above-cloud AOD in the variability of the annual
mean shortwave DRE of above-cloud light-absorbing aerosol. While we
demonstrate our method using CALIOP and MODIS data, it can also be extended
to other satellite data sets.</p>
</abstract>
<counts><page-count count="13"/></counts>
</article-meta>
</front>
<body/>
<back>
<ref-list>
<title>References</title>
<ref id="ref1">
<label>1</label><mixed-citation publication-type="other" xlink:type="simple">Abel, S. J., Highwood, E. J., Haywood, J. M., and Stringer, M. A.: The direct radiative effect of biomass burning aerosols over southern Africa, Atmos. Chem. Phys., 5, 1999–2018, &lt;a href=&quot;http://dx.doi.org/10.5194/acp-5-1999-2005&quot;&gt;https://doi.org/10.5194/acp-5-1999-2005&lt;/a&gt;, 2005.</mixed-citation>
</ref>
<ref id="ref2">
<label>2</label><mixed-citation publication-type="other" xlink:type="simple">Ackerman, S., Strabala, K., Menzel, W., Frey, R., Moeller, C., and Gumley, L.: Discriminating clear sky from clouds with MODIS, J. Geophys. Res., 103, 32141–32157, 1998.</mixed-citation>
</ref>
<ref id="ref3">
<label>3</label><mixed-citation publication-type="other" xlink:type="simple">Bergman, J. W. and Salby, M. L.: Diurnal Variations of Cloud Cover and Their Relationship to Climatological Conditions, J. Climate, 9, 2802–2820, &lt;a href=&quot;http://dx.doi.org/10.1175/1520-0442(1996)009&lt;2802:DVOCCA&gt;2.0.CO;2&quot;&gt;https://doi.org/10.1175/1520-0442(1996)009&lt;2802:DVOCCA&gt;2.0.CO;2&lt;/a&gt;, 1996.</mixed-citation>
</ref>
<ref id="ref4">
<label>4</label><mixed-citation publication-type="other" xlink:type="simple">Chand, D., Anderson, T. L., Wood, R., Charlson, R. J., Hu, Y., Liu, Z., and Vaughan, M.: Quantifying above-cloud aerosol using spaceborne lidar for improved understanding of cloudy-sky direct climate forcing, J. Geophys. Res., 113, D13206, &lt;a href=&quot;http://dx.doi.org/10.1029/2007JD009433&quot;&gt;https://doi.org/10.1029/2007JD009433&lt;/a&gt;, 2008.</mixed-citation>
</ref>
<ref id="ref5">
<label>5</label><mixed-citation publication-type="other" xlink:type="simple">Chand, D., Wood, R., Anderson, T. L., Satheesh, S. K., and Charlson, R. J.: Satellite-derived direct radiative effect of aerosols dependent on cloud cover, Nature Geoscience, 2(3), 181–184, &lt;a href=&quot;http://dx.doi.org/10.1038/ngeo437&quot;&gt;https://doi.org/10.1038/ngeo437&lt;/a&gt;, 2009.</mixed-citation>
</ref>
<ref id="ref6">
<label>6</label><mixed-citation publication-type="other" xlink:type="simple">Clough, S. A., Shephard, M. W., Mlawer, E. J., Delamere, J. S., Iacono, M. J., Cady-Pereira, K., Boukabara, S., and Brown, P. D.: Atmospheric radiative transfer modeling: a summary of the AER codes, J. Quant. Spectr. Radiat. Trans., 91, 233–244, 2005.</mixed-citation>
</ref>
<ref id="ref7">
<label>7</label><mixed-citation publication-type="other" xlink:type="simple">Coddington, O. M., Pilewskie, P., Redemann, J., Platnick, S., Russell, P. B., Schmidt, K. S., Gore, W. J., Livingston, J., Wind, G., and Vukicevic, T.: Examining the impact of overlying aerosols on the retrieval of cloud optical properties from passive remote sensing, J. Geophys. Res., 115, D10211, &lt;a href=&quot;http://dx.doi.org/10.1029/2009JD012829&quot;&gt;https://doi.org/10.1029/2009JD012829&lt;/a&gt;, 2010.</mixed-citation>
</ref>
<ref id="ref8">
<label>8</label><mixed-citation publication-type="other" xlink:type="simple">Costantino, L. and Bréon, F.-M.: Aerosol indirect effect on warm clouds over South-East Atlantic, from co-located MODIS and CALIPSO observations, Atmos. Chem. Phys., 13, 69–88, &lt;a href=&quot;http://dx.doi.org/10.5194/acp-13-69-2013&quot;&gt;https://doi.org/10.5194/acp-13-69-2013&lt;/a&gt;, 2013a.</mixed-citation>
</ref>
<ref id="ref9">
<label>9</label><mixed-citation publication-type="other" xlink:type="simple">Costantino, L. and Bréon, F.-M.: Satellite-based estimate of aerosol direct radiative effect over the South-East Atlantic, Atmos. Chem. Phys. Discuss., 13, 23295–23324, &lt;a href=&quot;http://dx.doi.org/10.5194/acpd-13-23295-2013&quot;&gt;https://doi.org/10.5194/acpd-13-23295-2013&lt;/a&gt;, 2013b.</mixed-citation>
</ref>
<ref id="ref10">
<label>10</label><mixed-citation publication-type="other" xlink:type="simple">Devasthale, A. and Thomas, M. A.: A global survey of aerosol-liquid water cloud overlap based on four years of CALIPSO-CALIOP data, Atmos. Chem. Phys., 11, 1143–1154, &lt;a href=&quot;http://dx.doi.org/10.5194/acp-11-1143-2011&quot;&gt;https://doi.org/10.5194/acp-11-1143-2011&lt;/a&gt;, 2011.</mixed-citation>
</ref>
<ref id="ref11">
<label>11</label><mixed-citation publication-type="other" xlink:type="simple">Eck, T. F., Holben, B. N., Ward, D. E., Mukelabai, M. M., Dubovik, O., Smirnov, A., Schafer, J. S., Hsu, N. C., Piketh, S. J., Queface, A., Roux, J. L., Swap, R. J., and Slutsker, I.: Variability of biomass burning aerosol optical characteristics in southern Africa during the SAFARI 2000 dry season campaign and a comparison of single scattering albedo estimates from radiometric measurements, J. Geophys. Res., 108, 8477, &lt;a href=&quot;http://dx.doi.org/10.1029/2002JD002321&quot;&gt;https://doi.org/10.1029/2002JD002321&lt;/a&gt;, 2003.</mixed-citation>
</ref>
<ref id="ref12">
<label>12</label><mixed-citation publication-type="other" xlink:type="simple">Graaf, M., Tilstra, L. G., Wang, P., and Stammes, P.: Retrieval of the aerosol direct radiative effect over clouds from spaceborne spectrometry, J. Geophys., 117, D07207, &lt;a href=&quot;http://dx.doi.org/10.1029/2011JD017160&quot;&gt;https://doi.org/10.1029/2011JD017160&lt;/a&gt;, 2012.</mixed-citation>
</ref>
<ref id="ref13">
<label>13</label><mixed-citation publication-type="other" xlink:type="simple">Hartmann, D., Holton, J., and Fu, Q.: The heat balance of the tropical tropopause, cirrus, and stratospheric dehydration, Geophys. Res. Lett., 28, 1969–1972, 2001.</mixed-citation>
</ref>
<ref id="ref14">
<label>14</label><mixed-citation publication-type="other" xlink:type="simple">Haywood, J. M., Osborne, S. R., and Abel, S. J.: The effect of overlying absorbing aerosol layers on remote sensing retrievals of cloud effective radius and cloud optical depth, Q. J. Roy. Meteorol. Soci., 130, 779–800, &lt;a href=&quot;http://dx.doi.org/10.1256/qj.03.100&quot;&gt;https://doi.org/10.1256/qj.03.100&lt;/a&gt;, 2004.</mixed-citation>
</ref>
<ref id="ref15">
<label>15</label><mixed-citation publication-type="other" xlink:type="simple">Hu, Y., Vaughan, M., Liu, Z., Lin, B., Yang, P., Flittner, D., Hunt, B., Kuehn, R., Huang, J., Wu, D., Rodier, S., Powell, K., Trepte, C., and Winker, D.: The depolarization – attenuated backscatter relation: CALIPSO lidar measurements vs. theory, Opt. Express, 15, 5327, &lt;a href=&quot;http://dx.doi.org/10.1364/OE.15.005327&quot;&gt;https://doi.org/10.1364/OE.15.005327&lt;/a&gt;, 2007a.</mixed-citation>
</ref>
<ref id="ref16">
<label>16</label><mixed-citation publication-type="other" xlink:type="simple">Hu, Y., Vaughan, M., Liu, Z., Powell, K., and Rodier, S.: Retrieving Optical Depths and Lidar Ratios for Transparent Layers Above Opaque Water Clouds From CALIPSO Lidar Measurements, Geosci. Remote Sens. Lett., 4, 523–526, &lt;a href=&quot;http://dx.doi.org/10.1109/LGRS.2007.901085&quot;&gt;https://doi.org/10.1109/LGRS.2007.901085&lt;/a&gt;, 2007b.</mixed-citation>
</ref>
<ref id="ref17">
<label>17</label><mixed-citation publication-type="other" xlink:type="simple">Hubanks, P. A., King, M. D., Platnick, S., and Pincus, R.: MODIS atmosphere L3 gridded product algorithm theoretical basis document, Algorithm Theor. Basis Doc. ATBD-MOD, 30, 2008.</mixed-citation>
</ref>
<ref id="ref18">
<label>18</label><mixed-citation publication-type="other" xlink:type="simple">Iacono, M. J., Delamere, J. S., Mlawer, E. J., Shephard, M. W., Clough, S. A., and Collins, W. D.: Radiative forcing by long-lived greenhouse gases: Calculations with the AER radiative transfer models, J. Geophys. Res., 113, D13103, &lt;a href=&quot;http://dx.doi.org/10.1029/2008JD009944&quot;&gt;https://doi.org/10.1029/2008JD009944&lt;/a&gt;, 2008.</mixed-citation>
</ref>
<ref id="ref19">
<label>19</label><mixed-citation publication-type="other" xlink:type="simple">Ichoku, C., Remer, L. A., Kaufman, Y. J., Levy, R., Chu, D. A., Tanré, D., and Holben, B. N.: MODIS observation of aerosols and estimation of aerosol radiative forcing over southern Africa during SAFARI 2000, J. Geophys. Res., 108, 8499, &lt;a href=&quot;http://dx.doi.org/10.1029/2002JD002366&quot;&gt;https://doi.org/10.1029/2002JD002366&lt;/a&gt;, 2003.</mixed-citation>
</ref>
<ref id="ref20">
<label>20</label><mixed-citation publication-type="other" xlink:type="simple">Jethva, H., Torres, O., Remer, L. A., and Bhartia, P. K.: A color ratio method for simultaneous retrieval of aerosol and cloud optical thickness of above-cloud absorbing aerosols from passive sensors: Application to MODIS measurements, IEEE Trans. Geosci. Remote Sens., 51, 3862–3870, 2013.</mixed-citation>
</ref>
<ref id="ref21">
<label>21</label><mixed-citation publication-type="other" xlink:type="simple">Jethva, H., Torres, O., Waquet, F., Chand, D., and Hu, Y.: How do A-train sensors intercompare in the retrieval of above-cloud aerosol optical depth? A case study-based assessment, Geophys. Res. Lett., 41, 186–192, &lt;a href=&quot;http://dx.doi.org/10.1002/2013GL058405&quot;&gt;https://doi.org/10.1002/2013GL058405&lt;/a&gt;, 2014.</mixed-citation>
</ref>
<ref id="ref22">
<label>22</label><mixed-citation publication-type="other" xlink:type="simple">Kacenelenbogen, M., Vaughan, M. A., Redemann, J., Hoff, R. M., Rogers, R. R., Ferrare, R. A., Russell, P. B., Hostetler, C. A., Hair, J. W., and Holben, B. N.: An accuracy assessment of the CALIOP/CALIPSO version 2/version 3 daytime aerosol extinction product based on a detailed multi-sensor, multi-platform case study, Atmos. Chem. Phys., 11, 3981–4000, &lt;a href=&quot;http://dx.doi.org/10.5194/acp-11-3981-2011&quot;&gt;https://doi.org/10.5194/acp-11-3981-2011&lt;/a&gt;, 2011.</mixed-citation>
</ref>
<ref id="ref23">
<label>23</label><mixed-citation publication-type="other" xlink:type="simple">Kacenelenbogen, M., Redemann, J., Vaughan, M. A., Omar, A. H., Russell, P. B., Burton, S., Rogers, R. R., Ferrare, R. A., and Hostetler, C. A.: An evaluation of CALIOP/CALIPSO&apos;s aerosolabovecloud (AAC) detection and retrieval capability over North America, J. Geophys. Res.-Atmos., 19, 230–244, &lt;a href=&quot;http://dx.doi.org/10.1002/2013JD020178&quot;&gt;https://doi.org/10.1002/2013JD020178&lt;/a&gt;, 2013.</mixed-citation>
</ref>
<ref id="ref24">
<label>24</label><mixed-citation publication-type="other" xlink:type="simple">Keil, A. and Haywood, J. M.: Solar radiative forcing by biomass burning aerosol particles during SAFARI 2000: A case study based on measured aerosol and cloud properties, J. Geophys. Res., 108, 8467, &lt;a href=&quot;http://dx.doi.org/10.1029/2002JD002315&quot;&gt;https://doi.org/10.1029/2002JD002315&lt;/a&gt;, 2003.</mixed-citation>
</ref>
<ref id="ref25">
<label>25</label><mixed-citation publication-type="other" xlink:type="simple">King, M. D., Platnick, S., Menzel, W. P., Ackerman, S. A., and Hubanks, P. A.: Spatial and Temporal Distribution of Clouds Observed by MODIS Onboard the Terra and Aqua Satellites, IEEE Trans. Geosci. Remote Sens., 51, 3826–3852, &lt;a href=&quot;http://dx.doi.org/10.1109/TGRS.2012.2227333&quot;&gt;https://doi.org/10.1109/TGRS.2012.2227333&lt;/a&gt;, 2013.</mixed-citation>
</ref>
<ref id="ref26">
<label>26</label><mixed-citation publication-type="other" xlink:type="simple">Kistler, R., Collins, W., Saha, S., White, G., Woollen, J., Kalnay, E., Chelliah, M., Ebisuzaki, W., Kanamitsu, M., Kousky, V., van den Dool, H., Jenne, R., and Fiorino, M.: The NCEP–NCAR 50–Year Reanalysis: Monthly Means CD–ROM and Documentation, Bull. Am. Meteorol. Soc., 82, 247–267, &lt;a href=&quot;http://dx.doi.org/10.1175/1520-0477(2001)082&lt;0247:TNNYRM&gt;2.3.CO;2&quot;&gt;https://doi.org/10.1175/1520-0477(2001)082&lt;0247:TNNYRM&gt;2.3.CO;2&lt;/a&gt;, 2001.</mixed-citation>
</ref>
<ref id="ref27">
<label>27</label><mixed-citation publication-type="other" xlink:type="simple">Levy, R. C., Remer, L. A., Tanre, D., Mattoo, S., and Kaufman, Y. J.: Algorithm for remote sensing of tropospheric aerosol over dark targets from MODIS: Collections 005 and 051: Revision 2, MODIS Algorithm Theoretical Basis Document for the MOD04_L2 Product, 2009.</mixed-citation>
</ref>
<ref id="ref28">
<label>28</label><mixed-citation publication-type="other" xlink:type="simple">Liu, Z., Vaughan, M., Winker, D., Kittaka, C., Getzewich, B., Kuehn, R., Omar, A., Powell, K., Trepte, C., and Hostetler, C.: The CALIPSOLidar Cloud and Aerosol Discrimination: Version 2 Algorithm and Initial Assessment of Performance, J. Atmos. Ocean. Technol., 26, 1198–1213, &lt;a href=&quot;http://dx.doi.org/10.1175/2009JTECHA1229.1&quot;&gt;https://doi.org/10.1175/2009JTECHA1229.1&lt;/a&gt;, 2009.</mixed-citation>
</ref>
<ref id="ref29">
<label>29</label><mixed-citation publication-type="other" xlink:type="simple">Liu, Z., Winker, D. M., Omar, A. H., Vaughan, M., Kar, J., Trepte, C. R., and Hu, Y.: Evaluation of CALIOP 532-nm AOD over Clouds, AGU Fall Meeting 2013, 2013.</mixed-citation>
</ref>
<ref id="ref30">
<label>30</label><mixed-citation publication-type="other" xlink:type="simple">Menzel, P., Frey, R., Baum, B., and Zhang, H.: Cloud Top Properties and Cloud Phase Algorithm Theoretical Basis Document, 2006.</mixed-citation>
</ref>
<ref id="ref31">
<label>31</label><mixed-citation publication-type="other" xlink:type="simple">Menzel, W., Smith, W., and Stewart, T.: Improved Cloud Motion Wind Vector and Altitude Assignment Using VAS, J. Appl. Meteorol., 22, 377–384, 1983.</mixed-citation>
</ref>
<ref id="ref32">
<label>32</label><mixed-citation publication-type="other" xlink:type="simple">Meyer, K., Platnick, S., Oreopoulos, L., and Lee, D.: Estimating the direct radiative effect of absorbing aerosols overlying marine boundary layer clouds in the southeast Atlantic using MODIS and CALIOP, J. Geophys. Res.-Atmos., 118, 4801–4815, &lt;a href=&quot;http://dx.doi.org/10.1002/jgrd.50449&quot;&gt;https://doi.org/10.1002/jgrd.50449&lt;/a&gt;, 2013.</mixed-citation>
</ref>
<ref id="ref33">
<label>33</label><mixed-citation publication-type="other" xlink:type="simple">Min, M. and Zhang, Z.: On the influence of cloud fraction diurnal cycle and sub-grid cloud optical thickness variability on all-sky direct aerosol radiative forcing, J. Quant. Spectr. Radiat., 142, 25–36, &lt;a href=&quot;http://dx.doi.org/10.1016/j.jqsrt.2014.03.014&quot;&gt;https://doi.org/10.1016/j.jqsrt.2014.03.014&lt;/a&gt;, 2014.</mixed-citation>
</ref>
<ref id="ref34">
<label>34</label><mixed-citation publication-type="other" xlink:type="simple">Myhre, G., Berntsen, T. K., Haywood, J. M., Sundet, J. K., Holben, B. N., Johnsrud, M., and Stordal, F.: Modeling the solar radiative impact of aerosols from biomass burning during the Southern African Regional Science Initiative (SAFARI-2000) experiment, J. Geophys. Res., 108(D13), 8501, &lt;a href=&quot;http://dx.doi.org/10.1029/2002JD002313&quot;&gt;https://doi.org/10.1029/2002JD002313&lt;/a&gt;, 2003.</mixed-citation>
</ref>
<ref id="ref35">
<label>35</label><mixed-citation publication-type="other" xlink:type="simple">Nakajima, T. and King, M.: Determination of the optical thickness and effective particle radius of clouds, J. Atmos. Sci., 47, 1878–1893, 1990.</mixed-citation>
</ref>
<ref id="ref36">
<label>36</label><mixed-citation publication-type="other" xlink:type="simple">Oikawa, E., Nakajima, T., Inoue, T., and Winker, D.: A study of the shortwave direct aerosol forcing using ESSP/CALIPSO observation and GCM simulation, J. Geophys. Res., 118, 3687–3708, &lt;a href=&quot;http://dx.doi.org/10.1002/jgrd.50227&quot;&gt;https://doi.org/10.1002/jgrd.50227&lt;/a&gt;, 2013.</mixed-citation>
</ref>
<ref id="ref37">
<label>37</label><mixed-citation publication-type="other" xlink:type="simple">Omar, A. H., Winker, D. M., Vaughan, M. A., Hu, Y., Trepte, C. R., Ferrare, R. A., Lee, K.-P., Hostetler, C. A., Kittaka, C., and Rogers, R. R.: The CALIPSO automated aerosol classification and lidar ratio selection algorithm, J. Atmos. Ocean. Technol., 26, 1994–2014, 2009.</mixed-citation>
</ref>
<ref id="ref38">
<label>38</label><mixed-citation publication-type="other" xlink:type="simple">Oreopoulos, L., Cahalan, R. F., and Platnick, S.: The Plane-Parallel Albedo Bias of Liquid Clouds from MODIS Observations, J. Climate, 20, 5114–5125, &lt;a href=&quot;http://dx.doi.org/10.1175/JCLI4305.1&quot;&gt;https://doi.org/10.1175/JCLI4305.1&lt;/a&gt;, 2007.</mixed-citation>
</ref>
<ref id="ref39">
<label>39</label><mixed-citation publication-type="other" xlink:type="simple">Platnick, S., King, M., Ackerman, S., Menzel, W., Baum, B., Riedi, J., and Frey, R.: The MODIS cloud products: algorithms and examples from Terra, Geosci. Remote Sens., 41, 459–473, 2003.</mixed-citation>
</ref>
<ref id="ref40">
<label>40</label><mixed-citation publication-type="other" xlink:type="simple">Rossow, W. B. and Schiffer, R. A.: Advances in Understanding Clouds from ISCCP, Bull. Am. Meteorol. Soc., 80, 2261–2287, &lt;a href=&quot;http://dx.doi.org/10.1175/1520-0477(1999)080&lt;2261:AIUCFI&gt;2.0.CO;2&quot;&gt;https://doi.org/10.1175/1520-0477(1999)080&lt;2261:AIUCFI&gt;2.0.CO;2&lt;/a&gt;, 1999.</mixed-citation>
</ref>
<ref id="ref41">
<label>41</label><mixed-citation publication-type="other" xlink:type="simple">Rozendaal, M. A., Leovy, C. B., and Klein, S. A.: An Observational Study of Diurnal Variations of Marine Stratiform Cloud, J. Climate, 8, 1795–1809, 1995.</mixed-citation>
</ref>
<ref id="ref42">
<label>42</label><mixed-citation publication-type="other" xlink:type="simple">Schulz, M., Textor, C., Kinne, S., Balkanski, Y., Bauer, S., Berntsen, T., Berglen, T., Boucher, O., Dentener, F., Guibert, S., Isaksen, I. S. A., Iversen, T., Koch, D., Kirkevåg, A., Liu, X., Montanaro, V., Myhre, G., Penner, J. E., Pitari, G., Reddy, S., Seland, Ø., Stier, P., and Takemura, T.: Radiative forcing by aerosols as derived from the AeroCom present-day and pre-industrial simulations, Atmos. Chem. Phys., 6, 5225–5246, &lt;a href=&quot;http://dx.doi.org/10.5194/acp-6-5225-2006&quot;&gt;https://doi.org/10.5194/acp-6-5225-2006&lt;/a&gt;, 2006.</mixed-citation>
</ref>
<ref id="ref43">
<label>43</label><mixed-citation publication-type="other" xlink:type="simple">Schulz, J., Albert, P., Behr, H.-D., Caprion, D., Deneke, H., Dewitte, S., Dürr, B., Fuchs, P., Gratzki, A., Hechler, P., Hollmann, R., Johnston, S., Karlsson, K.-G., Manninen, T., Müller, R., Reuter, M., Riihelä, A., Roebeling, R., Selbach, N., Tetzlaff, A., Thomas, W., Werscheck, M., Wolters, E., and Zelenka, A.: Operational climate monitoring from space: the EUMETSAT Satellite Application Facility on Climate Monitoring (CM-SAF), Atmos. Chem. Phys., 9, 1687–1709, &lt;a href=&quot;http://dx.doi.org/10.5194/acp-9-1687-2009&quot;&gt;https://doi.org/10.5194/acp-9-1687-2009&lt;/a&gt;, 2009.</mixed-citation>
</ref>
<ref id="ref44">
<label>44</label><mixed-citation publication-type="other" xlink:type="simple">Stier, P., Schutgens, N. A. J., Bellouin, N., Bian, H., Boucher, O., Chin, M., Ghan, S., Huneeus, N., Kinne, S., Lin, G., Ma, X., Myhre, G., Penner, J. E., Randles, C. A., Samset, B., Schulz, M., Takemura, T., Yu, F., Yu, H., and Zhou, C.: Host model uncertainties in aerosol radiative forcing estimates: results from the AeroCom Prescribed intercomparison study, Atmos. Chem. Phys., 13, 3245–3270, &lt;a href=&quot;http://dx.doi.org/10.5194/acp-13-3245-2013&quot;&gt;https://doi.org/10.5194/acp-13-3245-2013&lt;/a&gt;, 2013.</mixed-citation>
</ref>
<ref id="ref45">
<label>45</label><mixed-citation publication-type="other" xlink:type="simple">Torres, O., Jethva, H., and Bhartia, P. K.: Retrieval of Aerosol Optical Depth above Clouds from OMI Observations: Sensitivity Analysis and Case Studies, 69, 1037–1053, &lt;a href=&quot;http://dx.doi.org/10.1175/JAS-D-11-0130.1&quot;&gt;https://doi.org/10.1175/JAS-D-11-0130.1&lt;/a&gt;, 2012.</mixed-citation>
</ref>
<ref id="ref46">
<label>46</label><mixed-citation publication-type="other" xlink:type="simple">Torres, O., Ahn, C., and Chen, Z.: Improvements to the OMI near-UV aerosol algorithm using A-train CALIOP and AIRS observations, Atmos. Meas. Tech., 6, 3257–3270, &lt;a href=&quot;http://dx.doi.org/10.5194/amt-6-3257-2013&quot;&gt;https://doi.org/10.5194/amt-6-3257-2013&lt;/a&gt;, 2013.</mixed-citation>
</ref>
<ref id="ref47">
<label>47</label><mixed-citation publication-type="other" xlink:type="simple">Twomey, S.: Atmospheric aerosols, Elsevier Scientific Publishing Co., New York, NY, 1977.</mixed-citation>
</ref>
<ref id="ref48">
<label>48</label><mixed-citation publication-type="other" xlink:type="simple">Vaughan, M. A., Powell, K. A., Winker, D. M., Hostetler, C. A., Kuehn, R. E., Hunt, W. H., Getzewich, B. J., Young, S. A., Liu, Z., and McGill, M. J.: Fully Automated Detection of Cloud and Aerosol Layers in the CALIPSO Lidar Measurements, J. Atmos. Ocean. Technol., 26, 2034–2050, &lt;a href=&quot;http://dx.doi.org/10.1175/2009JTECHA1228.1&quot;&gt;https://doi.org/10.1175/2009JTECHA1228.1&lt;/a&gt;, 2009.</mixed-citation>
</ref>
<ref id="ref49">
<label>49</label><mixed-citation publication-type="other" xlink:type="simple">Waquet, F., Riedi, J., Labonnote, L. C., Goloub, P., Cairns, B., Deuzé, J. L., and Tanre, D.: Aerosol Remote Sensing over Clouds Using A-Train Observations, J. Atmos. Sci., 66, 2468–2480, &lt;a href=&quot;http://dx.doi.org/10.1175/2009JAS3026.1&quot;&gt;https://doi.org/10.1175/2009JAS3026.1&lt;/a&gt;, 2009.</mixed-citation>
</ref>
<ref id="ref50">
<label>50</label><mixed-citation publication-type="other" xlink:type="simple">Waquet, F., Cornet, C., Deuzé, J.-L., Dubovik, O., Ducos, F., Goloub, P., Herman, M., Lapyonok, T., Labonnote, L. C., Riedi, J., Tanré, D., Thieuleux, F., and Vanbauce, C.: Retrieval of aerosol microphysical and optical properties above liquid clouds from POLDER/PARASOL polarization measurements, Atmos. Meas. Tech., 6, 991–1016, &lt;a href=&quot;http://dx.doi.org/10.5194/amt-6-991-2013&quot;&gt;https://doi.org/10.5194/amt-6-991-2013&lt;/a&gt;, 2013a.</mixed-citation>
</ref>
<ref id="ref51">
<label>51</label><mixed-citation publication-type="other" xlink:type="simple">Waquet, F., Peers, F., Ducos, F., Goloub, P., Platnick, S., Riedi, J., Tanré, D. and Thieuleux, F.: Global analysis of aerosol properties above clouds, Geophys. Res. Lett., 40, 5809–5814, &lt;a href=&quot;http://dx.doi.org/10.1002/2013GL057482&quot;&gt;https://doi.org/10.1002/2013GL057482&lt;/a&gt;, 2013b.</mixed-citation>
</ref>
<ref id="ref52">
<label>52</label><mixed-citation publication-type="other" xlink:type="simple">Wilcox, E. M.: Stratocumulus cloud thickening beneath layers of absorbing smoke aerosol, Atmos. Chem. Phys., 10, 11769–11777, &lt;a href=&quot;http://dx.doi.org/10.5194/acp-10-11769-2010&quot;&gt;https://doi.org/10.5194/acp-10-11769-2010&lt;/a&gt;, 2010.</mixed-citation>
</ref>
<ref id="ref53">
<label>53</label><mixed-citation publication-type="other" xlink:type="simple">Wilcox, E. M.: Direct and semi-direct radiative forcing of smoke aerosols over clouds, Atmos. Chem. Phys., 12, 139–149, &lt;a href=&quot;http://dx.doi.org/10.5194/acp-12-139-2012&quot;&gt;https://doi.org/10.5194/acp-12-139-2012&lt;/a&gt;, 2012.</mixed-citation>
</ref>
<ref id="ref54">
<label>54</label><mixed-citation publication-type="other" xlink:type="simple">Winker, D. M., Tackett, J. L., Getzewich, B. J., Liu, Z., Vaughan, M. A., and Rogers, R. R.: The global 3-D distribution of tropospheric aerosols as characterized by CALIOP, Atmos. Chem. Phys., 13, 3345–3361, &lt;a href=&quot;http://dx.doi.org/10.5194/acp-13-3345-2013&quot;&gt;https://doi.org/10.5194/acp-13-3345-2013&lt;/a&gt;, 2013.</mixed-citation>
</ref>
<ref id="ref55">
<label>55</label><mixed-citation publication-type="other" xlink:type="simple">Winker, D. M., Vaughan, M. A., Omar, A., Hu, Y., Powell, K. A., Liu, Z., Hunt, W. H., and Young, S. A.: Overview of the CALIPSO mission and CALIOP data processing algorithms, J. Atmos. Oceanic Technol., 26, 2310–2323, 2009.</mixed-citation>
</ref>
<ref id="ref56">
<label>56</label><mixed-citation publication-type="other" xlink:type="simple">Wiscombe, W. J.: Improved Mie scattering algorithms, Appl. Optics, 19, 1505–1509, 1980.</mixed-citation>
</ref>
<ref id="ref57">
<label>57</label><mixed-citation publication-type="other" xlink:type="simple">Wood, R., Bretherton, C. S., and Hartmann, D. L.: Diurnal cycle of liquid water path over the subtropical and tropical oceans, Geophys. Res. Lett., 29, 2092, &lt;a href=&quot;http://dx.doi.org/10.1029/2002GL015371&quot;&gt;https://doi.org/10.1029/2002GL015371&lt;/a&gt;, 2002.</mixed-citation>
</ref>
<ref id="ref58">
<label>58</label><mixed-citation publication-type="other" xlink:type="simple">Young, S. A. and Vaughan, M. A.: The Retrieval of Profiles of Particulate Extinction from Cloud-Aerosol Lidar Infrared Pathfinder Satellite Observations (CALIPSO) Data: Algorithm Description, J. Atmos. Oceanic Technol., 26, 1105–1119, https://doi.org/&lt;a href=&quot;http://dx.doi.org/10.1175/2008JTECHA1221.1&quot;&gt;https://doi.org/10.1175/2008JTECHA1221.1&lt;/a&gt;, 2008.</mixed-citation>
</ref>
<ref id="ref59">
<label>59</label><mixed-citation publication-type="other" xlink:type="simple">Yu, H. and Zhang, Z.: New Directions: Emerging satellite observations of above-cloud aerosols and direct radiative forcing, Atmos. Environ., 72, 36–40, &lt;a href=&quot;http://dx.doi.org/10.1016/j.atmosenv.2013.02.017&quot;&gt;https://doi.org/10.1016/j.atmosenv.2013.02.017&lt;/a&gt;, 2013.</mixed-citation>
</ref>
<ref id="ref60">
<label>60</label><mixed-citation publication-type="other" xlink:type="simple">Yu, H., Kaufman, Y. J., Chin, M., Feingold, G., Remer, L. A., Anderson, T. L., Balkanski, Y., Bellouin, N., Boucher, O., Christopher, S., DeCola, P., Kahn, R., Koch, D., Loeb, N., Reddy, M. S., Schulz, M., Takemura, T., and Zhou, M.: A review of measurement-based assessments of the aerosol direct radiative effect and forcing, Atmos. Chem. Phys., 6, 613–666, &lt;a href=&quot;http://dx.doi.org/10.5194/acp-6-613-2006&quot;&gt;https://doi.org/10.5194/acp-6-613-2006&lt;/a&gt;, 2006.</mixed-citation>
</ref>
<ref id="ref61">
<label>61</label><mixed-citation publication-type="other" xlink:type="simple">Zelinka, M. D., Klein, S. A., and Hartmann, D. L.: Computing and partitioning cloud feedbacks using cloud property histograms, Part I: Cloud radiative kernels, J. Climate, 25, 3715–3735, &lt;a href=&quot;http://dx.doi.org/10.1175/JCLI-D-11-00248.1&quot;&gt;https://doi.org/10.1175/JCLI-D-11-00248.1&lt;/a&gt;, 2012.</mixed-citation>
</ref>
<ref id="ref62">
<label>62</label><mixed-citation publication-type="other" xlink:type="simple">Zhang, Z.: On the sensitivity of cloud effective radius retrieval based on spectral method to bi-modal droplet size distribution: A semi-analytical model, J. Quant. Spectr. Radiat. Trans., 129, 79–88, &lt;a href=&quot;http://dx.doi.org/10.1016/j.jqsrt.2013.05.033&quot;&gt;https://doi.org/10.1016/j.jqsrt.2013.05.033&lt;/a&gt;, 2013.</mixed-citation>
</ref>
<ref id="ref63">
<label>63</label><mixed-citation publication-type="other" xlink:type="simple">Zhang, Z. and Platnick, S.: An assessment of differences between cloud effective particle radius retrievals for marine water clouds from three MODIS spectral bands, J. Geophys. Res., 116, D20215, &lt;a href=&quot;http://dx.doi.org/10.1029/2011JD016216&quot;&gt;https://doi.org/10.1029/2011JD016216&lt;/a&gt;, 2011.</mixed-citation>
</ref>
<ref id="ref64">
<label>64</label><mixed-citation publication-type="other" xlink:type="simple">Zhang, Z., Ackerman, A. S., Feingold, G., Platnick, S., Pincus, R., and Xue, H.: Effects of cloud horizontal inhomogeneity and drizzle on remote sensing of cloud droplet effective radius: Case studies based on large-eddy simulations, J. Geophys. Res., 117, D19208, &lt;a href=&quot;http://dx.doi.org/10.1029/2012JD017655&quot;&gt;https://doi.org/10.1029/2012JD017655&lt;/a&gt;, 2012.</mixed-citation>
</ref>
</ref-list>
</back>
</article>