2B-CLDCLASS

CloudSat Product Stats - Algorithm Developer Edition
Classifying cloud type is an important task for global cloud climatology studies. Different types of clouds are governed by different cloud dynamical processes and have different microphysical properties, which can result in quite different cloud radiative forcings. Because cloud type corresponds to specific cloud physical properties, cloud classification is also needed to apply other algorithms to derive quantitative cloud content and radiative data. 2B-CLDCLASS classifies clouds into either stratus (St), stratus (Sc), cumulus (Cu, including cumulus congestus), nimbostratus (Ns), altocumulus (Ac), altostratus (As), deep convective (cumulonimbus), or high (cirrus and cirrostratus) clouds, based on different rules for hydrometeor vertical and horizontal scales, the maximum Ze measured by the CPR, indications of precipitation, and ancillary data including ECMWF predicted temperature profiles and surface topography height.
 

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2B-CLDCLASS Related Publications
2016 - A CloudSat perspective on the cloud climatology and its association with aerosol perturbations in the vertical over eastern China
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J. Atmos. Sci.
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2016 - Dust aerosol impact on the retrieval of cloud top height from satellite observations of CALIPSO, CloudSat and MODIS
Wencai Wang, Lifang Sheng, Xu Dong, Wenjun Qu, Jilin Sun, Hongchun Jin, Timothy Logan
Journal of Quantitative Spectroscopy and Radiative Transfer
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2016 - Cumulus over the Tibetan Plateau in the Summer Based on CloudSat-CALIPSO Data
Yunying Li, Minghua Zhang
J. Climate
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2015 - Vicarious calibration of S-NPP/VIIRS day-night band using deep convective clouds
Ma, Shuo, Wei Yan, Yun-Xian Huang, Wei-Hua Ai, and Xianbin Zhao
Remote Sensing of Environment
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2014 - Cloud properties and radiative effects of the Asian summer monsoon derived from A-Train data.
Berry, E.,
J. Geophys. Res. Atmos.
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2014 - Differential absorption radar techniques - Part 1: Surface pressure.
Millan, L., M. Lebsock, N. Livesey, S. Tanelli, and G. Stephens
Atmos. Meas. Tech. Discuss.
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2012 - Diurnal and seasonal cycles of cloud occurrences, types and radiative impact over West Africa
Bouniol, D., Fleur Couvreux, Pierre-Honoré Kamsu-Tamo, Madeleine Leplay, Françoise Guichard, Florence Favot, and Ewan J. O'Connor
J. Appl. Meteor. Climatol.
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2009 - Cloudy and clear-sky relative humidity in the upper troposphere observed by the A-train
Kahn B. H., A. Gettelman, E. J. Fetzer, A. Eldering, C. K. Liang
J. Geophys. Res.
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2008 - CloudSat mission: Performance and early science after the first year of operation
Stephens, G.L., D. G. Vane, S. Tanelli, E. Im, S. Durden, M. Rokey, D. Reinke, P. Partain, G. G. Mace, R. Austin, T.S. L'Ecuyer, J. Haynes, M. Lebsock, K. Suzuki, D. Waliser, D. Wu, J. Kay, A. Gettleman, Z. Wang, and R. Marchand
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2016 - A shallow cumuliform snowfall census using spaceborne radar
Kulie, M. S., L. Milani, N. B. Wood, S. A. Tushaus, R. Bennartz, and T. S. L'Ecuyer
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2016 - Cumulus over the Tibetan Plateau in the summer based on CloudSat-CALIPSO data
LI Y., ZHANG M., & LI Y.
J. Climate
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2016 - Estimation of cloud base heights based on the matching of multiple cloud characteristics.
Sun, X. J., H. R. Lia, H. W. Barker, R. W. Zhang, Y. B. Zhou and L. Liu
Q.J.R. Meteorol. Soc.
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2016 - Convective and large-scale mass flux profiles over tropical oceans determined from synergistic analysis of a suite of satellite observations
Masunaga, H. and Z. J. Luo
J. Geophys. Res. Atmos.
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2016 - Improved Retrieval of Cloud Liquid Water from CloudSat and MODIS
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J. Appl. Meteor. Climatol.
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2016 - Dependence of positive refractivity bias of GPS RO cloudy profiles on cloud fraction along GPS RO limb tracks
S. Yang, X. Zou
GPS Solutions
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2015 - Using Ice Clouds for Mitigating the EarthCARE Doppler Radar Mispointing.
Battaglia, Alessandro, and Pavlos Kollias
IEEE Trans. Geosci. Remote Sens.
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2015 - Seasonal variation and physical properties of the cloud system over southeastern China derived from CloudSat products.
Guo, Zhun, and Tianjun Zhou
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2015 - A regime-dependent parametrization of subgrid-scale cloud water content variability.
Hill, P. G., C. J. Morcrette, and I. A. Boutle
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2015 - Climatology of cloud water content associated with different cloud types observed by A-Train satellites
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2015 - The vertical structure of cloud radiative heating over the Indian subcontinent during summer monsoon
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2015 - The Observed State of the Energy Budget in the Early 21st Century
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2015 - A global survey of cloud overlap based on CALIPSO and CloudSat measurements
Li, J., Huang, J., Stamnes, K., Wang, T., Lv, Q., and Jin, H.
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2015 - A CloudSat-CALIPSO view of cloud and precipitation properties across cold fronts over the global oceans.
Naud, C.M., D.J. Posselt, and S.C. van den Heever
J. Climate
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2015 - Cloud radiative forcing induced by the multi-layered cloud and its impact on the atmospheric heating rate
Qiaoyi, L., L. Jiming, W. Tianhe and H. Jianping
J. Meteor. Res.
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2015 - Covariance between Arctic sea ice and clouds within atmospheric state regimes at the satellite footprint level
Taylor, P. C., S. Kato, K.-M. Xu, and M. Cai
J. Geophys. Res. Atmos.
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2015 - Remote Sensing of Tropical Cyclones: Observations from CloudSat and A-Train Profilers.
Tourville, N., G. Stephens, M. DeMaria, and D. Vane
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2015 - An observationally-based evaluation of WRF regional climate simulations over the Central and Eastern Pacific
Wu, L-T and J.-L.-F. Li et al
J. Geophys. Res.
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2015 - Deep convective clouds over the northern Pacific and their relationship with oceanic cyclones.
Yi, Mingjian, Yunfei Fu, Peng Liu, and Zhixia Zheng
Advances in Atmospheric Sciences
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2015 - An attempt to improve Kessler-type parameterization of warm cloud microphysical conversion processes using CloudSat observations.
Yin J, Wang Donghai, Zhai Guoqing
J. Meteor. Res.
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2015 - Aerosol impacts on cloud thermodynamic phase change over East Asia observed with CALIPSO and CloudSat measurements.
Zhang, D., Liu, D., Luo, T., Wang, Z. and Yin, Y.
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2015 - Characterizing and understanding cloud ice and radiation budget biases in global climate models and reanalysis
Li, J.-L. F., D. E. Waliser, G. Stephens, S. W. Lee
AMS monograph Attribute to Late Professor Michio Yanai
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2014 - What does CloudSat reveal about global land precipitation detection by other spaceborne sensors?
Behrangi, A., Y. Tian, B. H. Lambrigtsen, and G. L. Stephens
Water Resources Research
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2014 - A study of macrophysical and microphysical properties of warm clouds over the Northern Hemisphere using CloudSat/CALIPSO data
Gao, W., C-H Sui, Z.Hu, et al
J. Geophys. Res. Atmos.
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2014 - Effects of 3-D clouds on atmospheric transmission of solar radiation: Cloud type dependencies inferred from A-Train satellite data
Ham, S-H., S. Kato, H.W. Barker, F.G. Rose, and S. Sun-Mack
J. Geophys. Res. Atmos.
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2014 - Physical properties of high-level cloud over land and ocean from CloudSat-CALIPSO data.
Huo J, Lu D.
J. Climate
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2014 - Tropical Deep Convective Cloud Morphology
Igel, Matthew R.
PhD Dissertation, Department of Atmospheric Science, Colorado State University
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2014 - A CloudSat Cloud-Object Partitioning Technique and Assessment and Integration of Deep Convective Anvil Sensitivities to Sea Surface Temperature.
Igel, M. R., A. J. Drager, and S. C. van den Heever
J. Geophys. Res.
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2014 - Climatology of anomalous propagation radar over Douala Cameroon.
Lenouo A.
Meteorological Applications
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2014 - Distributions and radiative forcings of various cloud types based on active and passive satellite datasets<82>ÄìPart 1: Geographical distributions and overlap of cloud types.
Li, J., J. Huang, K. Stamnes, T. Wang, Y. Yi, X. Ding, and H. Jin
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2014 - Discrimination and Validation of Clouds and Dust Aerosol Layers over the Sahara Desert with Combined CALIOP and IIR Measurements.
Liu, J., B. Chen, and J. Huang
J. Meteor. Res.
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2014 - Lidar-based remote sensing of atmospheric boundary layer height over land and ocean.
Luo, T., R. Yuan, and Z. Wang
Atmos. Meas. Tech.
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2014 - Estimating three-dimensional cloud structure from statistically blended active and passive sensor observations.
Miller, S. D., J. Forsythe, P. T. Partain, J. Haynes, R. Bankert, M. Sengupta, C. Mitrescu, J. D. Hawkins, and T. H. Vonder Haar
J. Appl. Meteor. Climatol.
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2014 - Evaluation of ERA-interim and MERRA cloudiness in the southern oceans.
Naud, C.M., J.F. Booth, and A.D. Del Genio
J. Climate
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2014 - An examination of the nature of global MODIS cloud regimes.
Oreopoulos, L. (613), N. Cho (613/USRA), D. Lee (USRA-MSU/613), S. Kato
J. Geophys. Res. Atmos.
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2014 - Strateosphere-Troposphere exchange corresponding to a deep convection in the warm sector and abnormal subtropical front induced by a cutoff low over East Asia.
Shi, C-H., D. Guo, B. Zheng, and R-Q Liu
Chinese Journal of Geophysics
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2014 - 4-D cloud properties from passive satellite data and applications to resolve the flight icing threat to aircraft
Smith, William L Jr.
Ph.D. University of Wisconsin--Madison
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2014 - Weakening and strengthening structures in the Hadley Circulation change under global warming and implications for cloud response and climate sensitivity
Su, H., J. H. Jiang, C. Zhai, T. J. Shen, J. D. Neelin, G. L. Stephens, and Y. L. Yung
J. Geophys. Res. Atmos.
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2014 - Application of aircraft observations over Beijing in cloud microphysical property retrievals from CloudSat
Wang, L., Li, C., Yao, Z., Zhao, Z., Han, Z., & Wei, Q.
Advances in Atmospheric Sciences
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2014 - Investigating Ice Nucleation in Cirrus Clouds with an Aerosol-enabled Multi-scale Modeling Framework
Zhang, C., M. Wang, H. Morrison, R. Somerville, K. Zhang, X. Liu, J.-L. F. Li
Journal of Applied Meteorological Science
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2013 - A Validation of CloudSat and CALIPSO's Temperature, Humidity, Cloud Detection, and Cloud Base Height over the Arctic Marine Cryosphere.
Candlish, L. M., Raddatz, R. L., Gunn, G. G., Asplin, M. G., & Barber, D. G.
Atmosphere - Ocean
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2013 - Comparison of observed and simulated tropical cumuliform clouds by CloudSat and NICAM.
Dodson, J. B., D. A. Randall, and K. Suzuki
J. Geophys. Res. Atmos.
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2013 - Vertical structure of ice cloud layers from CloudSat and CALIPSO measurements and comparison to NICAM simulations
Ham, S.-H., B.-J. Sohn, S. Kato, and M. Satoh
J. Geophys. Res. Atmos.
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2013 - Evaluating cloud microphysics from NICAM against CloudSat and CALIPSO
Hashino, T., M. Satoh, Y. Hagihara, T. Kubota, T. Matsui, T. Nasuno, and H. Okamoto
J. Geophys. Res. Atmos.
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2013 - An evaluation of a semi-analytical cloud property retrieval using MSG SEVIRI, MODIS and CloudSat
Kuhnlein, M, T Appelhans, B Thies, A A Kokhanovsky, T Nauss
Atmos. Res.
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2013 - An Artificial Neural Network model to reduce false alarms in satellite precipitation products using MODIS and CloudSat observations
Nasrollahi, N., Kuolin Hsu, Soroosh Sorooshian
J. Hydrometeor.
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2013 - CloudSat observations of cloud-type distribution over the Indian summer monsoon region
Subrahmanyam, K. V. and Kumar, K. K.
Ann. Geophys.
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2013 - Observational characteristics of cloud vertical profiles over the continent of East Asia from the CloudSat data.
Yin, J., Wang, D., Zhai, G., & Wang, Z.
Acta Meteorologica Sinica
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2013 - Application of cloud vertical structure from CloudSat to investigate MODIS-derived cloud properties of cirriform, anvil, and deep convective clouds
Young, A. H., J. J. Bates, and J. A. Curry
J. Geophys. Res. Atmos.
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2013 - Cloud-state dependent sampling in AIRS observations based on CloudSat cloud classification
Yue, Q., E. J. Fetzer, B. H. Kahn, S. Wong, G. Manipon, A. Guillaume, and B. Wilson
J. Climate
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2012 - Three-dimensional distribution of cloud types over the USA and surrounding areas observed by CloudSat
Behrangi A., Casey S.P.F., Lambrigtsen B.H.
International Journal of Remote Sensing
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2012 - Phenomenological Description of Tropical Clouds Using Cloudsat Cloud Classification
Behrangi, A, T. Kubar, B. Lambrigtsen
Mon. Wea. Rev.
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2012 - Revised identification of tropical oceanic cumulus congestus as viewed by CloudSat
Casey, S. P. F., E. J. Fetzer, and B. H. Kahn
Atmos. Chem. Phys.
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2012 - An observationally based evaluation of cloud ice water in CMIP3 and CMIP5 GCMs and contemporary reanalyses using contemporary satellite data
Li, J.-L. F., et al.
J. Geophys. Res.
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2012 - Remote detection of cloud base heights using CloudSat and CALIPSO
Welliver, Elizabeth A, Philip A Durkee
California Naval Postgraduate School
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2012 - Assessments of cloud liquid water contributions to GPS radio occultation refractivity using measurements from COSMIC and CloudSat
Yang, S., X Zou
J. Geophys. Res.
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2012 - Complementary use of passive and active remote sensing for detection of penetrating convection from CloudSat, CALIPSO, and Aqua MODIS
Young, A. H., J. J. Bates, and J. A. Curry
J. Geophys. Res.
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2011 - An investigation of atmospheric temperature, humidity and cloud detection technique over the Arctic marine cryosphere
Candlish, L.
M.S. Thesis, Department of Environment and Geology, University of Manitoba
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2011 - Partitioning CloudSat ice water content for comparison with upper tropospheric ice in global atmospheric models
Chen, W.-T., C. P. Woods, J.-L. F. Li, D. E. Waliser, J.-D. Chern, W.-K. Tao, J. H. Jiang, and A. M. Tompkins
J. Geophys. Res.
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2011 - Improvements of top-of-atmosphere and surface irradiance computations with CALIPSO-, CloudSat-, and MODIS-derived cloud and aerosol properties.
Kato, S., F. G. Rose, S. Sun-Mack, W. F. Miller, Y. Chen, D. A. Rutan, G. L. Stephens, N. G. Loeb, P. Minnis, B. A. Wielicki, D. M. Winker, T. P. Charlock, P. W. Stackhouse, K.-M. Xu, and W. Collins
J. Geophys. Res.
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2011 - Comparisons and analyses of wintertime mixed-phase clouds using satellite and aircraft observations.
Noh, Y. J., C. J. Seaman, T. H. Vonder Haar, D. R. Hudak, and P. Rodriguez
J. Geophys. Res.
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2011 - Cross-Comparison of MODIS and CloudSat Data as a Tool to Validate Local Cloud Cover Masks
Notarnicola, C., D. Di Rosa, and F. Posa
Atmosphere
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2011 - Retrieval of two-layer cloud properties from multispectral observations using optimal estimation
Watts, P. D., R. Bennartz, and F. Fell
J. Geophys. Res.
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2011 - The characterization of deep convection in the tropical tropopause layer using active and passive satellite observations
Young, A.H.
Ph.D. Thesis, School of Earth and Atmospheric Science, Georgia Institute of Technology
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2011 - Relationship between marine boundary layer clouds and lower tropospheric stability observed by AIRS, CloudSat, and CALIOP
Yue, Q., B. H. Kahn, E. J. Fetzer, and J. Teixeira
J. Geophys. Res.
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2010 - Tropical Composition, Cloud and Climate Coupling Experiment validation for cirrus cloud profiling retrieval using CloudSat radar and CALIPSO lidar
Deng, M., G. G. Mace, Z. Wang, and H. Okamoto
J. Geophys. Res. Atmos.
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2010 - Development of a Cloud-Top Height Estimation Method by Geostationary Satellite Split-Window Measurements Trained with CloudSat Data
Hamada, A., and N. Nishi
J. Appl. Meteor. Climatol.
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2010 - Relationships among cloud occurrence frequency, overlap, and effective thickness derived from CALIPSO and CloudSat merged cloud vertical profiles
Kato, S., S. Sun-Mack, W. F. Miller, F. G. Rose, Y. Chen, P. Minnis, and B. A. Wielicki
J. Geophys. Res. Atmos.
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2010 - Characterization of liquid water content distributions from CloudSat
Lee, S., B. H. Kahn, and J. Teixeira
J. Geophys. Res.
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2010 - Global distribution of instantaneous daytime radiative effects of high thin clouds observed by the cloud profiling radar
Lee, Y., T. J. Greenwald, P. Yang, S. Ackerman, and H. Huang
J. Applied Remote Sensing
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2010 - Comparison of CloudSat cloud liquid water paths in arctic summer using ground-based microwave radiometer
Liu, S., S. Zhang, G. Heygster
Journal of Ocean University of China
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2009 - Retrieval of ice cloud microphysical parameters using the CloudSat millimeter-wave radar and temperature
Austin, R. T., A. J. Heymsfield, and G. L. Stephens
J. Geophys. Res.
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2009 - Terminal Vs transient cumulus congestus: A CloudSat perspective
Luo, Z. , G. Y. Liu, G. L. Stephens, and R. H. Johnson
Geophys. Res. Lett.
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2009 - Toward snowfall retrieval over land by combining satellite and in situ measurements
Noh, Y.-J., G. Liu, A. S. Jones, and T. H. Vonder Haar
J. Geophys. Res.
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2009 - Cirrus Clouds and Deep Convection in the Tropics: Insights from CALIPSO and CloudSat
Sassen, K., Z. Wang, and D. Liu
J. Geophys. Res.
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2009 - Detecting Precipitating Clouds over Snow and Ice Using a Multiple Sensors Approach
Todini, G.
J. Appl. Meteor. Climatol.
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2008 - Preliminary comparison of CloudSAT-derived microphysical quantities with ground-based measurements for mixed-phase cloud research in the Arctic
De Boer, G., Tripoli, G., Eloranta, E.W.
J. Geophys. Res.
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2008 - Validation of the CloudSat precipitation occurrence algorithm using the Canadian C band radar network
Hudak, D., P. Rodriguez, and N. Donaldson
J. Geophys. Res.
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2008 - Cloud type comparisons of AIRS, CloudSat, and CALIPSO cloud height and amount
Kahn, B.T., , M. T. Chahine , G. L. Stephens , G. G. Mace , R. T. Marchand , Z. Wang , C. D. Barnet , A. Eldering , R. E. Holz , R. E. Kuehn , and D. G. Vane
Atmos. Chem. Phys.
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2008 - CloudSat Adding New Insights into Tropical Convection
Luo, Z., G. Liu and G.L. Stephens
Geophys. Res. Lett.
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2008 - Classifying Clouds Around the Globe with the CloudSat Radar: 1-Year of Results
Sassen, K, and Z. Wang
Geophys. Res. Lett.
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2008 - Advances in the remote sensing of clouds and precipitation from cloudsat and the a-train
Stephens, G. L., and D. G. Vane
Remote Sensing of the Atmosphere and Clouds II
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2008 - Evaluating CloudSat ice water content retrievals using a cloud resolving model: Sensitivities to frozen particle properties
Woods, C., D. E. Waliser, J.-L. F. Li, R. T. Austin, G.L. Stephens, and D. G. Vane
J. Geophys. Res.
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2008 - A documentation study of antarctic cloudiness from CloudSat and CALIPSO satellite data
Argo, K.L.
M.S. Thesis, Department of Atmospheric Science Colorado State University
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2007 - Joint distributions of ice clouds and relative humidity: What can we learn from A-train measurements?
Kahn, B H, Liang, C K, Eldering, A, Gettelman, A, Fu, Q.
American Geophysical Union, Fall Meeting 2007
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2007 - Comparisons of AIRS, MODIS, CloudSat and CALIPSO cloud top height retrievals
Weisz, E., J. Li, W. P. Menzel, A.K. Heidinger, B.H. Kahn, C-Y Liu
Geophys. Res. Lett.
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2007 - Evaluating CloudSat Ice Water Retrievals Using a Cloud Resolving Model: Sensitivities to Frozen Particle Properties and Implications for Model-Data Comparisons
Woods, C. P., D. Waliser, F. Li, R. Austin, G. Stephens, D. Vane, W. Tao, and A. Tompkins
EOS Transactions, American Geophysical Union
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2006 - An Integrated Cloud-Aerosol-Radiation Product Using CERES, MODIS, CALIPSO and CloudSat Data
Sun-Mack, S., S. Gibson, Y. Chen, B. Wielicki, and P. Minnis
EOS Transactions, American Geophysical Union
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