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

Title: Dependence of Mass–Dimensional Relationships on Median Mass Diameter

Abstract

Retrievals of ice cloud properties require accurate estimates of ice particle mass. Empirical mass–dimensional (m–D) relationships in the form m = a D b are widely used and usually universally applied across the complete range of particle sizes. For the first time, the dependence of a and b coefficients in m–D relationships on median mass diameter (Dmm) is studied. Using combined cloud microphysical data collected during the Olympic Mountains Experiment and coincident observations from Airborne Precipitation Radar Third Generation, Dmm-dependent (a, b) coefficients are derived and represented as surfaces of equally plausible solutions determined by some tolerance in the chi-squared difference χ 2 that minimizes the difference between observed and retrieved radar reflectivity. Robust dependences of a and b on Dmm are shown with both parameters significantly decreasing with Dmm, leading to smaller effective densities for larger Dmm ranges. A universally applied constant m–D relationship overestimates the mass of large aggregates when Dmm is between 3–6 mm and temperatures are between −15–0 °C. Multiple m–D relations should be applied for different Dmm ranges in retrievals and simulations to account for the variability of particle sizes that are responsible for the mass and thus for the variability of particle shapes and densities.

Authors:
ORCiD logo [1];  [2]; ORCiD logo [3]; ORCiD logo [3];  [4];  [5]
  1. Peking Univ., Beijing (China). Dept. of Atmospheric and Oceanic Sciences, School of Physics; Cooperative Institute of Mesoscale Meteorological Studies, Norman, OK (United States)
  2. Cooperative Institute of Mesoscale Meteorological Studies, Norman, OK (United States); Univ. of Oklahoma, Norman, OK (United States). School of Meteorology
  3. Univ.of Illinois at Urbana-Champaign, Urbana, IL (United States). Dept. of Atmospheric Sciences
  4. Univ. of North Dakota, Grand Forks, ND (United States). Dept. Atmospheric Sciences
  5. Peking Univ., Beijing (China). Dept. of Atmospheric and Oceanic Sciences, School of Physics
Publication Date:
Research Org.:
Univ. of Illinois at Urbana-Champaign, IL (United States); University Corporation for Atmospheric Research, Boulder, CO (United States)
Sponsoring Org.:
USDOE Office of Science (SC)
OSTI Identifier:
1802552
Grant/Contract Number:  
SC0014065; SC0016476
Resource Type:
Accepted Manuscript
Journal Name:
Atmosphere (Basel)
Additional Journal Information:
Journal Name: Atmosphere (Basel); Journal Volume: 11; Journal Issue: 7; Journal ID: ISSN 2073-4433
Publisher:
MDPI
Country of Publication:
United States
Language:
English
Subject:
54 ENVIRONMENTAL SCIENCES; mass–dimensional relationship; median mass diameter; radar reflectivity; equally plausible surface

Citation Formats

Ding, Saisai, McFarquhar, Greg M., Nesbitt, Stephen W., Chase, Randy J., Poellot, Michael R., and Wang, Hongqing. Dependence of Mass–Dimensional Relationships on Median Mass Diameter. United States: N. p., 2020. Web. doi:10.3390/atmos11070756.
Ding, Saisai, McFarquhar, Greg M., Nesbitt, Stephen W., Chase, Randy J., Poellot, Michael R., & Wang, Hongqing. Dependence of Mass–Dimensional Relationships on Median Mass Diameter. United States. https://doi.org/10.3390/atmos11070756
Ding, Saisai, McFarquhar, Greg M., Nesbitt, Stephen W., Chase, Randy J., Poellot, Michael R., and Wang, Hongqing. Fri . "Dependence of Mass–Dimensional Relationships on Median Mass Diameter". United States. https://doi.org/10.3390/atmos11070756. https://www.osti.gov/servlets/purl/1802552.
@article{osti_1802552,
title = {Dependence of Mass–Dimensional Relationships on Median Mass Diameter},
author = {Ding, Saisai and McFarquhar, Greg M. and Nesbitt, Stephen W. and Chase, Randy J. and Poellot, Michael R. and Wang, Hongqing},
abstractNote = {Retrievals of ice cloud properties require accurate estimates of ice particle mass. Empirical mass–dimensional (m–D) relationships in the form m = a D b are widely used and usually universally applied across the complete range of particle sizes. For the first time, the dependence of a and b coefficients in m–D relationships on median mass diameter (Dmm) is studied. Using combined cloud microphysical data collected during the Olympic Mountains Experiment and coincident observations from Airborne Precipitation Radar Third Generation, Dmm-dependent (a, b) coefficients are derived and represented as surfaces of equally plausible solutions determined by some tolerance in the chi-squared difference χ 2 that minimizes the difference between observed and retrieved radar reflectivity. Robust dependences of a and b on Dmm are shown with both parameters significantly decreasing with Dmm, leading to smaller effective densities for larger Dmm ranges. A universally applied constant m–D relationship overestimates the mass of large aggregates when Dmm is between 3–6 mm and temperatures are between −15–0 °C. Multiple m–D relations should be applied for different Dmm ranges in retrievals and simulations to account for the variability of particle sizes that are responsible for the mass and thus for the variability of particle shapes and densities.},
doi = {10.3390/atmos11070756},
journal = {Atmosphere (Basel)},
number = 7,
volume = 11,
place = {United States},
year = {Fri Jul 17 00:00:00 EDT 2020},
month = {Fri Jul 17 00:00:00 EDT 2020}
}

Works referenced in this record:

Terminal Velocities of Droplets and Crystals: Power Laws with Continuous Parameters over the Size Spectrum
journal, June 2002


A convolutional neural network for classifying cloud particles recorded by imaging probes
journal, January 2020

  • Touloupas, Georgios; Lauber, Annika; Henneberger, Jan
  • Atmospheric Measurement Techniques, Vol. 13, Issue 5
  • DOI: 10.5194/amt-13-2219-2020

Evaluation of Triple-Frequency Radar Retrieval of Snowfall Properties Using Coincident Airborne In Situ Observations During OLYMPEX
journal, June 2018

  • Chase, Randy J.; Finlon, Joseph A.; Borque, Paloma
  • Geophysical Research Letters, Vol. 45, Issue 11
  • DOI: 10.1029/2018GL077997

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

Dimensions and aspect ratios of natural ice crystals
journal, January 2015

  • Um, J.; McFarquhar, G. M.; Hong, Y. P.
  • Atmospheric Chemistry and Physics, Vol. 15, Issue 7
  • DOI: 10.5194/acp-15-3933-2015

Evaluation of radar reflectivity factor simulations of ice crystal populations from in situ observations for the retrieval of condensed water content in tropical mesoscale convective systems
journal, January 2017

  • Fontaine, Emmanuel; Leroy, Delphine; Schwarzenboeck, Alfons
  • Atmospheric Measurement Techniques, Vol. 10, Issue 6
  • DOI: 10.5194/amt-10-2239-2017

Water droplet calibration of the Cloud Droplet Probe (CDP) and in-flight performance in liquid, ice and mixed-phase clouds during ARCPAC
journal, January 2010

  • Lance, S.; Brock, C. A.; Rogers, D.
  • Atmospheric Measurement Techniques, Vol. 3, Issue 6
  • DOI: 10.5194/amt-3-1683-2010

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

Effective Ice Particle Densities Derived from Aircraft Data
journal, May 2004


A Comparison of X-Band Polarization Parameters with In Situ Microphysical Measurements in the Comma Head of Two Winter Cyclones
journal, December 2016

  • Finlon, Joseph A.; McFarquhar, Greg M.; Rauber, Robert M.
  • Journal of Applied Meteorology and Climatology, Vol. 55, Issue 12
  • DOI: 10.1175/JAMC-D-16-0059.1

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


Toward Improving Ice Water Content and Snow-Rate Retrievals from Radars. Part II: Results from Three Wavelength Radar–Collocated In Situ Measurements and CloudSat –GPM–TRMM Radar Data
journal, February 2018

  • Heymsfield, Andrew; Bansemer, Aaron; Wood, Norman B.
  • Journal of Applied Meteorology and Climatology, Vol. 57, Issue 2
  • DOI: 10.1175/JAMC-D-17-0164.1

Modeling and numerical simulations of dendritic crystal growth
journal, March 1993


The dependence of ice microphysics on aerosol concentration in arctic mixed-phase stratus clouds during ISDAC and M-PACE: AEROSOL EFFECTS ON ARCTIC STRATUS
journal, August 2012

  • Jackson, Robert C.; McFarquhar, Greg M.; Korolev, Alexei V.
  • Journal of Geophysical Research: Atmospheres, Vol. 117, Issue D15
  • DOI: 10.1029/2012JD017668

Some Techniques and Uses of 2D-C Habit Classification Software for Snow Particles
journal, September 1987


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

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

Comparison of GPM DPR and Airborne Radar Observations in OLYMPEX
journal, October 2020

  • Durden, Stephen L.; Tanelli, Simone; Sy, Ousmane O.
  • IEEE Geoscience and Remote Sensing Letters, Vol. 17, Issue 10
  • DOI: 10.1109/LGRS.2019.2952287

Developing and bounding ice particle mass- and area-dimension expressions for use in atmospheric models and remote sensing
journal, January 2016


Improved Airborne Hot-Wire Measurements of Ice Water Content in Clouds
journal, September 2013

  • Korolev, A.; Strapp, J. W.; Isaac, G. A.
  • Journal of Atmospheric and Oceanic Technology, Vol. 30, Issue 9
  • DOI: 10.1175/JTECH-D-13-00007.1

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


Discrete-Dipole Approximation For Scattering Calculations
journal, January 1994

  • Draine, Bruce T.; Flatau, Piotr J.
  • Journal of the Optical Society of America A, Vol. 11, Issue 4
  • DOI: 10.1364/JOSAA.11.001491

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


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

A novel approach for characterizing the variability in mass–dimension relationships: results from MC3E
journal, January 2019

  • Finlon, Joseph A.; McFarquhar, Greg M.; Nesbitt, Stephen W.
  • Atmospheric Chemistry and Physics, Vol. 19, Issue 6
  • DOI: 10.5194/acp-19-3621-2019

Vertical Variability of Cloud Hydrometeors in the Stratiform Region of Mesoscale Convective Systems and Bow Echoes
journal, October 2007

  • McFarquhar, Greg M.; Timlin, Michael S.; Rauber, Robert M.
  • Monthly Weather Review, Vol. 135, Issue 10
  • DOI: 10.1175/MWR3444.1

Fall speeds and masses of solid precipitation particles
journal, May 1974

  • Locatelli, John D.; Hobbs, Peter V.
  • Journal of Geophysical Research, Vol. 79, Issue 15
  • DOI: 10.1029/JC079i015p02185

Ice in Clouds Experiment—Layer Clouds. Part I: Ice Growth Rates Derived from Lenticular Wave Cloud Penetrations
journal, November 2011

  • Heymsfield, Andrew J.; Field, Paul R.; Bailey, Matt
  • Journal of the Atmospheric Sciences, Vol. 68, Issue 11
  • DOI: 10.1175/JAS-D-11-025.1

The Characterization of Ice Hydrometeor Gamma Size Distributions as Volumes in N 0λμ Phase Space: Implications for Microphysical Process Modeling
journal, February 2015

  • McFarquhar, Greg M.; Hsieh, Tsung-Lin; Freer, Matt
  • Journal of the Atmospheric Sciences, Vol. 72, Issue 2
  • DOI: 10.1175/JAS-D-14-0011.1

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


The Olympic Mountains Experiment (OLYMPEX)
journal, October 2017

  • Houze, Robert A.; McMurdie, Lynn A.; Petersen, Walter A.
  • Bulletin of the American Meteorological Society, Vol. 98, Issue 10
  • DOI: 10.1175/BAMS-D-16-0182.1

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

A Comprehensive Habit Diagram for Atmospheric Ice Crystals: Confirmation from the Laboratory, AIRS II, and Other Field Studies
journal, September 2009

  • Bailey, Matthew P.; Hallett, John
  • Journal of the Atmospheric Sciences, Vol. 66, Issue 9
  • DOI: 10.1175/2009JAS2883.1

A comparison of ice water content measurement techniques on the FAAM BAe-146 aircraft
journal, January 2014

  • Abel, S. J.; Cotton, R. J.; Barrett, P. A.
  • Atmospheric Measurement Techniques, Vol. 7, Issue 9
  • DOI: 10.5194/amt-7-3007-2014

The North Dakota Citation Research Aircraft Measurement Platform
conference, June 2019

  • Delene, David; Hibert, Kurt; Poellot, Michael
  • International Conference on Icing of Aircraft, Engines, and Structures, SAE Technical Paper Series
  • DOI: 10.4271/2019-01-1990

The effective density of small ice particles obtained from in situ aircraft observations of mid-latitude cirrus : Effective Density of Small Ice Particles
journal, November 2012

  • Cotton, R. J.; Field, P. R.; Ulanowski, Z.
  • Quarterly Journal of the Royal Meteorological Society, Vol. 139, Issue 676
  • DOI: 10.1002/qj.2058

A Computational Technique for Increasing the Effective Sampling Volume of the PMS Two-Dimensional Particle Size Spectrometer
journal, October 1978


Refinements to Ice Particle Mass Dimensional and Terminal Velocity Relationships for Ice Clouds. Part I: Temperature Dependence
journal, April 2007

  • Heymsfield, Andrew J.; Bansemer, Aaron; Twohy, Cynthia H.
  • Journal of the Atmospheric Sciences, Vol. 64, Issue 4
  • DOI: 10.1175/JAS3890.1

Ice Crystal Sizes in High Ice Water Content Clouds. Part II: Statistics of Mass Diameter Percentiles in Tropical Convection Observed during the HAIC/HIWC Project
journal, January 2017

  • Leroy, D.; Fontaine, E.; Schwarzenboeck, A.
  • Journal of Atmospheric and Oceanic Technology, Vol. 34, Issue 1
  • DOI: 10.1175/JTECH-D-15-0246.1

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


On the Occurrence of Hollow Bullet Rosette– and Column-Shaped Ice Crystals in Midlatitude Cirrus
journal, December 2007

  • Schmitt, C. G.; Heymsfield, A. J.
  • Journal of the Atmospheric Sciences, Vol. 64, Issue 12
  • DOI: 10.1175/2007JAS2317.1

Assessing Cloud-Phase Conditions
journal, November 2001


Use of observed ice crystal sizes and shapes to calculate mean-scattering properties and multispectral radiances: CEPEX April 4, 1993, case study
journal, December 1999

  • McFarquhar, Greg M.; Heymsfield, Andrew J.; Macke, Andreas
  • Journal of Geophysical Research: Atmospheres, Vol. 104, Issue D24
  • DOI: 10.1029/1999JD900802

Single-Scattering Properties of Aggregates of Bullet Rosettes in Cirrus
journal, June 2007

  • Um, Junshik; McFarquhar, Greg M.
  • Journal of Applied Meteorology and Climatology, Vol. 46, Issue 6
  • DOI: 10.1175/JAM2501.1

Constraining mass–diameter relations from hydrometeor images and cloud radar reflectivities in tropical continental and oceanic convective anvils
journal, January 2014

  • Fontaine, E.; Schwarzenboeck, A.; Delanoë, J.
  • Atmospheric Chemistry and Physics, Vol. 14, Issue 20
  • DOI: 10.5194/acp-14-11367-2014

Single-scattering properties of aggregates of plates
journal, January 2009

  • Um, Junshik; McFarquhar, Greg M.
  • Quarterly Journal of the Royal Meteorological Society, Vol. 135, Issue 639
  • DOI: 10.1002/qj.378

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

Ice Particle Interarrival Times Measured with a Fast FSSP
journal, February 2003


Ice Cloud Particle Size Distributions and Pressure-Dependent Terminal Velocities from In Situ Observations at Temperatures from 0° to −86°C
journal, December 2013

  • Heymsfield, Andrew J.; Schmitt, Carl; Bansemer, Aaron
  • Journal of the Atmospheric Sciences, Vol. 70, Issue 12
  • DOI: 10.1175/JAS-D-12-0124.1

Ice Crystal Sizes in High Ice Water Content Clouds. Part I: On the Computation of Median Mass Diameter from In Situ Measurements
journal, November 2016

  • Leroy, D.; Fontaine, E.; Schwarzenboeck, A.
  • Journal of Atmospheric and Oceanic Technology, Vol. 33, Issue 11
  • DOI: 10.1175/JTECH-D-15-0151.1

Radar Backscattering from Snowflakes: Comparison of Fractal, Aggregate, and Soft Spheroid Models
journal, November 2011

  • Tyynelä, Jani; Leinonen, Jussi; Moisseev, Dmitri
  • Journal of Atmospheric and Oceanic Technology, Vol. 28, Issue 11
  • DOI: 10.1175/JTECH-D-11-00004.1

An Assessment of the Impact of Antishattering Tips and Artifact Removal Techniques on Cloud Ice Size Distributions Measured by the 2D Cloud Probe
journal, December 2014

  • Jackson, Robert C.; McFarquhar, Greg M.; Stith, Jeff
  • Journal of Atmospheric and Oceanic Technology, Vol. 31, Issue 12
  • DOI: 10.1175/JTECH-D-13-00239.1

Evaluation of the Rayleigh–Gans approximation for microwave scattering by rimed snowflakes
journal, August 2017

  • Leinonen, Jussi; Kneifel, Stefan; Hogan, Robin J.
  • Quarterly Journal of the Royal Meteorological Society, Vol. 144, Issue S1
  • DOI: 10.1002/qj.3093

Ice-cloud particle habit classification using principal components: ICE-CRYSTAL HABIT CLASSIFICATION
journal, August 2012

  • Lindqvist, H.; Muinonen, K.; Nousiainen, T.
  • Journal of Geophysical Research: Atmospheres, Vol. 117, Issue D16
  • DOI: 10.1029/2012JD017573

Applicability of the Rayleigh-Gans approximation for scattering by snowflakes at microwave frequencies in vertical incidence: APPLICABILITY OF RAYLEIGH-GANS APPROXIMATION
journal, February 2013

  • Tyynelä, J.; Leinonen, J.; Westbrook, C. D.
  • Journal of Geophysical Research: Atmospheres, Vol. 118, Issue 4
  • DOI: 10.1002/jgrd.50167

Growth Rates and Habits of Ice Crystals between −20° and −70°C
journal, March 2004