DOE PAGES title logo U.S. Department of Energy
Office of Scientific and Technical Information

Title: Retrievals of Riming and Snow Density From Vertically Pointing Doppler Radars

Abstract

Abstract Retrievals of ice and snow are made from Ka‐ and W‐band zenith‐pointing Doppler radars at Hyytiälä, Finland, during the snow experiment component of the Biogenic Aerosols: Effects on Clouds and Climate (2014) field campaign. In a novel optimal estimation retrieval, mean Doppler velocity is exploited to retrieve a density factor parameter, which modulates the mass, shape, terminal velocity, and backscatter cross sections of ice particles. In a case study including aggregate snow and graupel we find that snow rate and ensemble mean ice density can be retrieved to within 50% of in situ measurements at the surface using dual‐frequency Doppler radar retrievals. While Doppler measurements are essential to the retrieval of particle density, the dual‐frequency ratio provides a strong constraint on particle size. The retrieved density factor is strongly correlated with liquid water path, indicating that riming is the primary process by which the density factor is modulated. Using liquid water path as a proxy for riming, profiles classified as unrimed snow, rimed snow, and graupel exhibit distinct features characteristic of aggregation and riming processes, suggesting the potential to make estimates of process rates from these retrievals. We discuss the potential application of the technique to future satellite missions.

Authors:
ORCiD logo [1]; ORCiD logo [2]; ORCiD logo [3]; ORCiD logo [4]; ORCiD logo [5]
  1. Univ. of Reading, Reading (United Kingdom). National Centre for Earth Observation
  2. Colorado State Univ., Fort Collins, CO (United States)
  3. Univ. of Reading, Reading (United Kingdom); European Centre for Medium-Range Weather Forecasts, Reading (United Kingdom)
  4. Univ. of Helsinki (Finland). Inst. for Atmospheric and Earth System Research/Physics; Finnish Meteorological Inst., Helsinki (Finland)
  5. Univ. of Cologne (Germany). Inst. of Geophysics and Meteorology
Publication Date:
Research Org.:
Univ. of Reading, Reading (United Kingdom)
Sponsoring Org.:
USDOE Office of Science (SC), Biological and Environmental Research (BER); National Centre for Earth Observation (NCEO); European Space Agency; European Union (EU); Academy of Finland; German Science Foundation (DFG)
OSTI Identifier:
1611644
Alternate Identifier(s):
OSTI ID: 1786845
Grant/Contract Number:  
SC0011666; 4000112030/15/NL/CT; 689443; 307331; 305175; KN 1112/2-1
Resource Type:
Accepted Manuscript
Journal Name:
Journal of Geophysical Research: Atmospheres
Additional Journal Information:
Journal Volume: 123; Journal Issue: 24; Journal ID: ISSN 2169-897X
Publisher:
American Geophysical Union
Country of Publication:
United States
Language:
English
Subject:
54 ENVIRONMENTAL SCIENCES; Meteorology & Atmospheric Sciences

Citation Formats

Mason, S. L., Chiu, C. J., Hogan, R. J., Moisseev, D., and Kneifel, S. Retrievals of Riming and Snow Density From Vertically Pointing Doppler Radars. United States: N. p., 2018. Web. doi:10.1029/2018jd028603.
Mason, S. L., Chiu, C. J., Hogan, R. J., Moisseev, D., & Kneifel, S. Retrievals of Riming and Snow Density From Vertically Pointing Doppler Radars. United States. https://doi.org/10.1029/2018jd028603
Mason, S. L., Chiu, C. J., Hogan, R. J., Moisseev, D., and Kneifel, S. Tue . "Retrievals of Riming and Snow Density From Vertically Pointing Doppler Radars". United States. https://doi.org/10.1029/2018jd028603. https://www.osti.gov/servlets/purl/1611644.
@article{osti_1611644,
title = {Retrievals of Riming and Snow Density From Vertically Pointing Doppler Radars},
author = {Mason, S. L. and Chiu, C. J. and Hogan, R. J. and Moisseev, D. and Kneifel, S.},
abstractNote = {Abstract Retrievals of ice and snow are made from Ka‐ and W‐band zenith‐pointing Doppler radars at Hyytiälä, Finland, during the snow experiment component of the Biogenic Aerosols: Effects on Clouds and Climate (2014) field campaign. In a novel optimal estimation retrieval, mean Doppler velocity is exploited to retrieve a density factor parameter, which modulates the mass, shape, terminal velocity, and backscatter cross sections of ice particles. In a case study including aggregate snow and graupel we find that snow rate and ensemble mean ice density can be retrieved to within 50% of in situ measurements at the surface using dual‐frequency Doppler radar retrievals. While Doppler measurements are essential to the retrieval of particle density, the dual‐frequency ratio provides a strong constraint on particle size. The retrieved density factor is strongly correlated with liquid water path, indicating that riming is the primary process by which the density factor is modulated. Using liquid water path as a proxy for riming, profiles classified as unrimed snow, rimed snow, and graupel exhibit distinct features characteristic of aggregation and riming processes, suggesting the potential to make estimates of process rates from these retrievals. We discuss the potential application of the technique to future satellite missions.},
doi = {10.1029/2018jd028603},
journal = {Journal of Geophysical Research: Atmospheres},
number = 24,
volume = 123,
place = {United States},
year = {Tue Dec 18 00:00:00 EST 2018},
month = {Tue Dec 18 00:00:00 EST 2018}
}

Journal Article:
Free Publicly Available Full Text
Publisher's Version of Record

Citation Metrics:
Cited by: 48 works
Citation information provided by
Web of Science

Save / Share:

Works referenced in this record:

Characteristics of mixed-phase clouds. I: Lidar, radar and aircraft observations from CLARE'98
journal, July 2003

  • Hogan, R. J.; Francis, P. N.; Flentje, H.
  • Quarterly Journal of the Royal Meteorological Society, Vol. 129, Issue 592
  • DOI: 10.1256/rj.01.208

Uncertainty Analysis for CloudSat Snowfall Retrievals
journal, February 2011

  • Hiley, Michael J.; Kulie, Mark S.; Bennartz, Ralf
  • Journal of Applied Meteorology and Climatology, Vol. 50, Issue 2
  • DOI: 10.1175/2010JAMC2505.1

Equation for the Microwave Backscatter Cross Section of Aggregate Snowflakes Using the Self-Similar Rayleigh–Gans Approximation
journal, September 2014

  • Hogan, Robin J.; Westbrook, Christopher D.
  • Journal of the Atmospheric Sciences, Vol. 71, Issue 9
  • DOI: 10.1175/JAS-D-13-0347.1

Using Ice Clouds for Mitigating the EarthCARE Doppler Radar Mispointing
journal, April 2015

  • Battaglia, Alessandro; Kollias, Pavlos
  • IEEE Transactions on Geoscience and Remote Sensing, Vol. 53, Issue 4
  • DOI: 10.1109/TGRS.2014.2353219

Improved Measurements of the Ice Water Content in Cirrus Using a Total-Water Probe
journal, April 1995


Ubiquitous low‐level liquid‐containing Arctic clouds: New observations and climate model constraints from CALIPSO‐GOCCP
journal, October 2012

  • Cesana, G.; Kay, J. E.; Chepfer, H.
  • Geophysical Research Letters, Vol. 39, Issue 20
  • DOI: 10.1029/2012GL053385

Parameterization of Cloud Microphysics Based on the Prediction of Bulk Ice Particle Properties. Part I: Scheme Description and Idealized Tests
journal, January 2015

  • Morrison, Hugh; Milbrandt, Jason A.
  • Journal of the Atmospheric Sciences, Vol. 72, Issue 1
  • DOI: 10.1175/JAS-D-14-0065.1

Quantifying the effect of riming on snowfall using ground-based observations: THE EFFECT OF RIMING ON SNOWFALL
journal, April 2017

  • Moisseev, Dmitri; von Lerber, Annakaisa; Tiira, Jussi
  • Journal of Geophysical Research: Atmospheres, Vol. 122, Issue 7
  • DOI: 10.1002/2016JD026272

Growth of ice particle mass and projected area during riming
journal, January 2017


Statistical properties of the normalized ice particle size distribution
journal, January 2005


Next-generation spaceborne Cloud Profiling Radars
conference, May 2009


Inverse Methods for Atmospheric Sounding: Theory and Practice
book, July 2000

  • Rodgers, Clive D.
  • Series on Atmospheric, Oceanic and Planetary Physics, Vol. 2
  • DOI: 10.1142/3171

Fractal geometry of aggregate snowflakes revealed by triple-wavelength radar measurements
journal, January 2015

  • Stein, T. H. M.; Westbrook, C. D.; Nicol, J. C.
  • Geophysical Research Letters, Vol. 42, Issue 1
  • DOI: 10.1002/2014GL062170

Utilizing Spaceborne Radars to Retrieve Dry Snowfall
journal, December 2009

  • Kulie, Mark S.; Bennartz, Ralf
  • Journal of Applied Meteorology and Climatology, Vol. 48, Issue 12
  • DOI: 10.1175/2009JAMC2193.1

A New Bulk Microphysical Scheme That Includes Riming Intensity and Temperature-Dependent Ice Characteristics
journal, March 2011


THE CLOUDSAT MISSION AND THE A-TRAIN: A New Dimension of Space-Based Observations of Clouds and Precipitation
journal, December 2002

  • Stephens, Graeme L.; Vane, Deborah G.; Boain, Ronald J.
  • Bulletin of the American Meteorological Society, Vol. 83, Issue 12
  • DOI: 10.1175/BAMS-83-12-1771

Use of Mass- and Area-Dimensional Power Laws for Determining Precipitation Particle Terminal Velocities
journal, June 1996


Refinements in the Treatment of Ice Particle Terminal Velocities, Highlighting Aggregates
journal, May 2005

  • Mitchell, David L.; Heymsfield, Andrew J.
  • Journal of the Atmospheric Sciences, Vol. 62, Issue 5
  • DOI: 10.1175/JAS3413.1

A Variational Scheme for Retrieving Rainfall Rate and Hail Reflectivity Fraction from Polarization Radar
journal, October 2007

  • Hogan, Robin J.
  • Journal of Applied Meteorology and Climatology, Vol. 46, Issue 10
  • DOI: 10.1175/JAM2550.1

The Dimensional Characteristics of Ice Crystal Aggregates from Fractal Geometry
journal, May 2010

  • Schmitt, C. G.; Heymsfield, A. J.
  • Journal of the Atmospheric Sciences, Vol. 67, Issue 5
  • DOI: 10.1175/2009JAS3187.1

Fingerprints of a riming event on cloud radar Doppler spectra: observations and modeling
journal, January 2016

  • Kalesse, Heike; Szyrmer, Wanda; Kneifel, Stefan
  • Atmospheric Chemistry and Physics, Vol. 16, Issue 5
  • DOI: 10.5194/acp-16-2997-2016

A Multisensor Approach Toward a Better Understanding of Snowfall Microphysics: The TOSCA Project
journal, May 2011

  • Löhnert, U.; Kneifel, S.; Battaglia, A.
  • Bulletin of the American Meteorological Society, Vol. 92, Issue 5
  • DOI: 10.1175/2010BAMS2909.1

The Potential of Spaceborne Dual-Wavelength Radar to Make Global Measurements of Cirrus Clouds
journal, May 1999


Combined CloudSat-CALIPSO-MODIS retrievals of the properties of ice clouds
journal, January 2010

  • Delanoë, Julien; Hogan, Robin J.
  • Journal of Geophysical Research, Vol. 115
  • DOI: 10.1029/2009JD012346

Improved rain rate and drop size retrievals from airborne Doppler radar
journal, January 2017

  • Mason, Shannon L.; Chiu, J. Christine; Hogan, Robin J.
  • Atmospheric Chemistry and Physics, Vol. 17, Issue 18
  • DOI: 10.5194/acp-17-11567-2017

Importance of snow to global precipitation: IMPORTANCE OF SNOW TO PRECIPITATION
journal, November 2015

  • Field, P. R.; Heymsfield, A. J.
  • Geophysical Research Letters, Vol. 42, Issue 21
  • DOI: 10.1002/2015GL065497

Parametrization of ice-particle size distributions for mid-latitude stratiform cloud
journal, July 2005

  • Field, P. R.; Hogan, R. J.; Brown, P. R. A.
  • Quarterly Journal of the Royal Meteorological Society, Vol. 131, Issue 609
  • DOI: 10.1256/qj.04.134

Summer Snowfall Workshop: Scattering Properties of Realistic Frozen Hydrometeors from Simulations and Observations, as well as Defining a New Standard for Scattering Databases
journal, March 2018

  • Kneifel, Stefan; Dias Neto, José; Ori, Davide
  • Bulletin of the American Meteorological Society, Vol. 99, Issue 3
  • DOI: 10.1175/BAMS-D-17-0208.1

The Atmospheric radiation measurement (ARM) program network of microwave radiometers: instrumentation, data, and retrievals
journal, January 2013

  • Cadeddu, M. P.; Liljegren, J. C.; Turner, D. D.
  • Atmospheric Measurement Techniques, Vol. 6, Issue 9
  • DOI: 10.5194/amt-6-2359-2013

What Can We Conclude about the Real Aspect Ratios of Ice Particle Aggregates from Two-Dimensional Images?
journal, March 2017

  • Jiang, Zhiyuan; Oue, Mariko; Verlinde, Johannes
  • Journal of Applied Meteorology and Climatology, Vol. 56, Issue 3
  • DOI: 10.1175/JAMC-D-16-0248.1

Improved Retrieval of Cloud Liquid Water from CloudSat and MODIS
journal, August 2016

  • Leinonen, Jussi; Lebsock, Matthew D.; Stephens, Graeme L.
  • Journal of Applied Meteorology and Climatology, Vol. 55, Issue 8
  • DOI: 10.1175/JAMC-D-16-0077.1

An improved method for determining the degree of snow crystal riming by vertical Doppler radar
journal, August 1995


Observation of snowfall with a low-power FM-CW K-band radar (Micro Rain Radar)
journal, May 2011

  • Kneifel, Stefan; Maahn, Maximilian; Peters, Gerhard
  • Meteorology and Atmospheric Physics, Vol. 113, Issue 1-2
  • DOI: 10.1007/s00703-011-0142-z

Observed differences of triple-frequency radar signatures between snowflakes in stratiform and convective clouds
journal, May 2017

  • Yin, Mengtao; Liu, Guosheng; Honeyager, Ryan
  • Journal of Quantitative Spectroscopy and Radiative Transfer, Vol. 193
  • DOI: 10.1016/j.jqsrt.2017.02.017

The Concept of “Normalized” Distribution to Describe Raindrop Spectra: A Tool for Cloud Physics and Cloud Remote Sensing
journal, June 2001


Deriving Mixed-Phase Cloud Properties from Doppler Radar Spectra
journal, April 2004


Potential of Higher-Order Moments and Slopes of the Radar Doppler Spectrum for Retrieving Microphysical and Kinematic Properties of Arctic Ice Clouds
journal, February 2017

  • Maahn, Maximilian; Löhnert, Ulrich
  • Journal of Applied Meteorology and Climatology, Vol. 56, Issue 2
  • DOI: 10.1175/JAMC-D-16-0020.1

Toward Improving Ice Water Content and Snow-Rate Retrievals from Radars. Part I: X and W Bands, Emphasizing CloudSat
journal, September 2016

  • Heymsfield, Andrew J.; Matrosov, Sergey Y.; Wood, Norman B.
  • Journal of Applied Meteorology and Climatology, Vol. 55, Issue 9
  • DOI: 10.1175/JAMC-D-15-0290.1

How Does Riming Affect Dual-Polarization Radar Observations and Snowflake Shape?
journal, June 2018

  • Li, Haoran; Moisseev, Dmitri; von Lerber, Annakaisa
  • Journal of Geophysical Research: Atmospheres, Vol. 123, Issue 11
  • DOI: 10.1029/2017JD028186

Cloudnet: Continuous Evaluation of Cloud Profiles in Seven Operational Models Using Ground-Based Observations
journal, June 2007

  • Illingworth, A. J.; Hogan, R. J.; O'Connor, E. J.
  • Bulletin of the American Meteorological Society, Vol. 88, Issue 6
  • DOI: 10.1175/BAMS-88-6-883

Rainfall retrieval over the ocean with spaceborne W-band radar
journal, January 2009

  • Haynes, John M.; L'Ecuyer, Tristan S.; Stephens, Graeme L.
  • Journal of Geophysical Research, Vol. 114
  • DOI: 10.1029/2008JD009973

Evaluation of the GPM-DPR snowfall detection capability: Comparison with CloudSat-CPR
journal, November 2017


Deriving snow cloud characteristics from CloudSat observations
journal, January 2008


Snow Studies. Part III: Theoretical Derivations for the Ensemble Retrieval of Snow Microphysics from Dual-Wavelength Vertically Pointing Radars
journal, March 2014

  • Szyrmer, Wanda; Zawadzki, Isztar
  • Journal of the Atmospheric Sciences, Vol. 71, Issue 3
  • DOI: 10.1175/JAS-D-12-0285.1

Fast Lidar and Radar Multiple-Scattering Models. Part I: Small-Angle Scattering Using the Photon Variance–Covariance Method
journal, December 2008


A variational scheme for retrieving ice cloud properties from combined radar, lidar, and infrared radiometer
journal, January 2008

  • Delanoë, Julien; Hogan, Robin J.
  • Journal of Geophysical Research, Vol. 113, Issue D7
  • DOI: 10.1029/2007JD009000

On Snow Particles Comprising an Aggregate
journal, August 1985


What do triple-frequency radar signatures reveal about aggregate snowflakes?
journal, January 2015

  • Leinonen, J.; Moisseev, D.
  • Journal of Geophysical Research: Atmospheres, Vol. 120, Issue 1
  • DOI: 10.1002/2014JD022072

A Comparative Study of the Rates of Development of Potential Graupel and Hail Embryos in High Plains Storms
journal, December 1982


Radar signatures of snowflake riming: A modeling study: SNOWFLAKE RIMING AND RADAR
journal, August 2015

  • Leinonen, Jussi; Szyrmer, Wanda
  • Earth and Space Science, Vol. 2, Issue 8
  • DOI: 10.1002/2015EA000102

The GPM Combined Algorithm
journal, October 2016

  • Grecu, Mircea; Olson, William S.; Munchak, Stephen Joseph
  • Journal of Atmospheric and Oceanic Technology, Vol. 33, Issue 10
  • DOI: 10.1175/JTECH-D-16-0019.1

DOMUS: DOppler MUltiple-Scattering Simulator
journal, January 2011

  • Battaglia, Alessandro; Tanelli, Simone
  • IEEE Transactions on Geoscience and Remote Sensing, Vol. 49, Issue 1
  • DOI: 10.1109/TGRS.2010.2052818

Ensemble mean density and its connection to other microphysical properties of falling snow as observed in Southern Finland
journal, January 2016

  • Tiira, Jussi; Moisseev, Dmitri N.; von Lerber, Annakaisa
  • Atmospheric Measurement Techniques, Vol. 9, Issue 9
  • DOI: 10.5194/amt-9-4825-2016

From CloudSat-CALIPSO to EarthCare: Evolution of the DARDAR cloud classification and its comparison to airborne radar-lidar observations: EVOLUTION OF DARDAR CLASSIFICATION
journal, July 2013

  • Ceccaldi, M.; Delanoë, J.; Hogan, R. J.
  • Journal of Geophysical Research: Atmospheres, Vol. 118, Issue 14
  • DOI: 10.1002/jgrd.50579

The Python ARM Radar Toolkit (Py-ART), a Library for Working with Weather Radar Data in the Python Programming Language
journal, July 2016

  • Helmus, Jonathan J.; Collis, Scott M.
  • Journal of Open Research Software, Vol. 4
  • DOI: 10.5334/jors.119

Radar Scattering from Ice Aggregates Using the Horizontally Aligned Oblate Spheroid Approximation
journal, March 2012

  • Hogan, Robin J.; Tian, Lin; Brown, Philip R. A.
  • Journal of Applied Meteorology and Climatology, Vol. 51, Issue 3
  • DOI: 10.1175/JAMC-D-11-074.1

Microphysical Properties of Snow and Their Link to Z e S Relations during BAECC 2014
journal, June 2017

  • von Lerber, Annakaisa; Moisseev, Dmitri; Bliven, Larry F.
  • Journal of Applied Meteorology and Climatology, Vol. 56, Issue 6
  • DOI: 10.1175/JAMC-D-16-0379.1

Fast Reverse-Mode Automatic Differentiation using Expression Templates in C++
journal, June 2014

  • Hogan, Robin J.
  • ACM Transactions on Mathematical Software, Vol. 40, Issue 4
  • DOI: 10.1145/2560359

How much snow falls on the Antarctic ice sheet?
journal, January 2014


Parameterization of Riming Intensity and Its Impact on Ice Fall Speed Using ARM Data
journal, March 2011

  • Lin, Yanluan; Donner, Leo J.; Colle, Brian A.
  • Monthly Weather Review, Vol. 139, Issue 3
  • DOI: 10.1175/2010MWR3299.1

Observational constraints on mixed-phase clouds imply higher climate sensitivity
journal, April 2016


Snow Studies. Part IV: Ensemble Retrieval of Snow Microphysics from Dual-Wavelength Vertically Pointing Radars
journal, March 2014

  • Szyrmer, Wanda; Zawadzki, Isztar
  • Journal of the Atmospheric Sciences, Vol. 71, Issue 3
  • DOI: 10.1175/JAS-D-12-0286.1

Normalized particle size distribution for remote sensing application
journal, April 2014

  • Delanoë, J. M. E.; Heymsfield, A. J.; Protat, A.
  • Journal of Geophysical Research: Atmospheres, Vol. 119, Issue 7
  • DOI: 10.1002/2013JD020700

Polarimetric radar and in situ observations of riming and snowfall microphysics during CLACE 2014
journal, January 2015


Estimate of the global distribution of stratiform supercooled liquid water clouds using the LITE lidar: SUPERCOOLED CLOUDS DETECTED BY LITE
journal, March 2004

  • Hogan, Robin J.; Behera, Mukunda D.; O'Connor, Ewan J.
  • Geophysical Research Letters, Vol. 31, Issue 5
  • DOI: 10.1029/2003GL018977

Developing and Evaluating Ice Cloud Parameterizations for Forward Modeling of Radar Moments Using in situ Aircraft Observations
journal, May 2015

  • Maahn, Maximilian; Löhnert, Ulrich; Kollias, Pavlos
  • Journal of Atmospheric and Oceanic Technology, Vol. 32, Issue 5
  • DOI: 10.1175/JTECH-D-14-00112.1

The terminal velocity of snowflakes
journal, April 1954

  • Langleben, M. P.
  • Quarterly Journal of the Royal Meteorological Society, Vol. 80, Issue 344
  • DOI: 10.1002/qj.49708034404

An Improved Approach to Calculating Terminal Velocities of Plate-like Crystals and Graupel
journal, April 1987


A Shallow Cumuliform Snowfall Census Using Spaceborne Radar
journal, April 2016

  • Kulie, Mark S.; Milani, Lisa; Wood, Norman B.
  • Journal of Hydrometeorology, Vol. 17, Issue 4
  • DOI: 10.1175/JHM-D-15-0123.1

Theory of growth by differential sedimentation, with application to snowflake formation
journal, August 2004


The retrieval of cirrus cloud properties from aircraft multi-spectral reflectance measurements during EUCREX'93
journal, April 1998

  • Francis, P. N.; Hignett, P.; Macke, A.
  • Quarterly Journal of the Royal Meteorological Society, Vol. 124, Issue 548
  • DOI: 10.1002/qj.49712454812

An updated model for millimeter wave propagation in moist air
journal, September 1985


Improved Representation of Ice Particle Masses Based on Observations in Natural Clouds
journal, October 2010

  • Heymsfield, Andrew J.; Schmitt, Carl; Bansemer, Aaron
  • Journal of the Atmospheric Sciences, Vol. 67, Issue 10
  • DOI: 10.1175/2010JAS3507.1

The EarthCARE Satellite: The Next Step Forward in Global Measurements of Clouds, Aerosols, Precipitation, and Radiation
journal, August 2015

  • Illingworth, A. J.; Barker, H. W.; Beljaars, A.
  • Bulletin of the American Meteorological Society, Vol. 96, Issue 8
  • DOI: 10.1175/BAMS-D-12-00227.1

Mass-Dimensional Relationships for Ice Particles and the Influence of Riming on Snowfall Rates
journal, February 1990


Evaluation of EarthCARE Cloud Profiling Radar Doppler Velocity Measurements in Particle Sedimentation Regimes
journal, February 2014

  • Kollias, Pavlos; Tanelli, Simone; Battaglia, Alessandro
  • Journal of Atmospheric and Oceanic Technology, Vol. 31, Issue 2
  • DOI: 10.1175/JTECH-D-11-00202.1

Fall Patterns and Fall Velocities of Rimed Ice Crystals
journal, October 1972


The Global Precipitation Measurement Mission
journal, May 2014

  • Hou, Arthur Y.; Kakar, Ramesh K.; Neeck, Steven
  • Bulletin of the American Meteorological Society, Vol. 95, Issue 5
  • DOI: 10.1175/BAMS-D-13-00164.1

Parameterization of Cloud Microphysics Based on the Prediction of Bulk Ice Particle Properties. Part II: Case Study Comparisons with Observations and Other Schemes
journal, January 2015

  • Morrison, Hugh; Milbrandt, Jason A.; Bryan, George H.
  • Journal of the Atmospheric Sciences, Vol. 72, Issue 1
  • DOI: 10.1175/JAS-D-14-0066.1

Observed relations between snowfall microphysics and triple-frequency radar measurements: TRIPLE-FREQUENCY SIGNATURES OF SNOWFALL
journal, June 2015

  • Kneifel, Stefan; von Lerber, Annakaisa; Tiira, Jussi
  • Journal of Geophysical Research: Atmospheres, Vol. 120, Issue 12
  • DOI: 10.1002/2015JD023156

Snow Size Distribution Parameterization for Midlatitude and Tropical Ice Clouds
journal, December 2007

  • Field, Paul R.; Heymsfield, Andrew J.; Bansemer, Aaron
  • Journal of the Atmospheric Sciences, Vol. 64, Issue 12
  • DOI: 10.1175/2007JAS2344.1

Calculating the millimetre-wave scattering phase function of snowflakes using the self-similar Rayleigh-Gans Approximation: Millimetre-Wave Phase Function of Snowflakes
journal, January 2017

  • Hogan, Robin J.; Honeyager, Ryan; Tyynelä, Jani
  • Quarterly Journal of the Royal Meteorological Society, Vol. 143, Issue 703
  • DOI: 10.1002/qj.2968

Presenting the Snowflake Video Imager (SVI)
journal, February 2009

  • Newman, Andrew J.; Kucera, Paul A.; Bliven, Larry F.
  • Journal of Atmospheric and Oceanic Technology, Vol. 26, Issue 2
  • DOI: 10.1175/2008JTECHA1148.1

Fall Velocities of Hydrometeors in the Atmosphere: Refinements to a Continuous Analytical Power Law
journal, December 2005

  • Khvorostyanov, Vitaly I.; Curry, Judith A.
  • Journal of the Atmospheric Sciences, Vol. 62, Issue 12
  • DOI: 10.1175/JAS3622.1

Advances in the Estimation of Ice Particle Fall Speeds Using Laboratory and Field Measurements
journal, August 2010

  • Heymsfield, A. J.; Westbrook, C. D.
  • Journal of the Atmospheric Sciences, Vol. 67, Issue 8
  • DOI: 10.1175/2010JAS3379.1

Snow scattering signals in ground-based passive microwave radiometer measurements
journal, January 2010

  • Kneifel, Stefan; Löhnert, U.; Battaglia, A.
  • Journal of Geophysical Research, Vol. 115, Issue D16
  • DOI: 10.1029/2010JD013856

BAECC: A Field Campaign to Elucidate the Impact of Biogenic Aerosols on Clouds and Climate
journal, October 2016

  • Petäjä, Tuukka; O’Connor, Ewan J.; Moisseev, Dmitri
  • Bulletin of the American Meteorological Society, Vol. 97, Issue 10
  • DOI: 10.1175/BAMS-D-14-00199.1

The retrieval of cirrus cloud properties from aircraft multi-spectral reflectance measurements during EUCREX'93
journal, April 1998

  • Francis, Pn; Hignett, P.; Macke, A.
  • Quarterly Journal of the Royal Meteorological Society, Vol. 124, Issue 548
  • DOI: 10.1256/smsqj.54811

How much snow falls on the Antarctic ice sheet?
journal, January 2014


The terminal velocity of snowflakes
journal, October 1954

  • Langleben, M. P.
  • Quarterly Journal of the Royal Meteorological Society, Vol. 80, Issue 346
  • DOI: 10.1002/qj.49708034619

Polarimetric radar and in situ observations of riming and snowfall microphysics during CLACE 2014
text, January 2015


Works referencing / citing this record:

Development and validation of a supervised machine learning radar Doppler spectra peak-finding algorithm
journal, January 2019

  • Kalesse, Heike; Vogl, Teresa; Paduraru, Cosmin
  • Atmospheric Measurement Techniques, Vol. 12, Issue 8
  • DOI: 10.5194/amt-12-4591-2019

The importance of particle size distribution and internal structure for triple-frequency radar retrievals of the morphology of snow
journal, January 2019

  • Mason, Shannon L.; Hogan, Robin J.; Westbrook, Christopher D.
  • Atmospheric Measurement Techniques, Vol. 12, Issue 9
  • DOI: 10.5194/amt-12-4993-2019