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Title: Dependence of Vertical Alignment of Cloud and Precipitation Properties on Their Effective Fall Speeds

Journal Article · · Journal of Geophysical Research: Atmospheres
DOI:https://doi.org/10.1029/2018JD029346· OSTI ID:1494968

The vertical structure of clouds unresolved in large-scale weather prediction and climate models is controlled by an overlap assumption. When a binary representation (cloud or no cloud) of subgrid horizontal variability is replaced by a probability density function (PDF) treatment of cloud-related variables, a cloud occurrence overlap needs to be replaced by a PDF overlap. The PDF overlap can be quantified by a correlation length scale, z0, indicating how rapidly rank correlation of distributions at two levels diminishes with increasing level separation. In this study, we show that z0 varies widely for different properties (e.g., number and mass mixing ratios) and different hydrometeor types (cloud liquid and ice, rain, snow, and graupel) and that corresponding fall speed, Vf, is the primary factor controlling the degree of their vertical alignment, with vertical shear of the horizontal wind playing a smaller role. Linear and power law parametric relationships between z0 and Vf are derived using cloud-resolving simulations of convection under midlatitude continental and tropical oceanic conditions, as well as observations from vertically pointing dual-frequency radar profilers near Darwin, Australia. The functional form of z0-Vf relationship is further examined using simple conceptual models that link variability in horizontal and vertical directions and provide insights into the role of Vf and wind shear. Being based on a physical property (i.e., fall speed) of hydrometeors rather than artificially defined and model-specific hydrometeor types, the proposed parameterization of vertical PDF overlap can be applied to a wide range of microphysics treatments in regional and global models.

Research Organization:
Brookhaven National Laboratory (BNL), Upton, NY (United States); Pacific Northwest National Laboratory (PNNL), Richland, WA (United States)
Sponsoring Organization:
USDOE Office of Science (SC), Biological and Environmental Research (BER)
Grant/Contract Number:
AC06‐76RL01830; SC0016287; SC0012704; AC05-76RL01830
OSTI ID:
1494968
Alternate ID(s):
OSTI ID: 1494970; OSTI ID: 1506630; OSTI ID: 1517229
Report Number(s):
BNL-211521-2019-JAAM; PNNL-SA-140512
Journal Information:
Journal of Geophysical Research: Atmospheres, Journal Name: Journal of Geophysical Research: Atmospheres Vol. 124 Journal Issue: 4; ISSN 2169-897X
Publisher:
American Geophysical UnionCopyright Statement
Country of Publication:
United States
Language:
English
Citation Metrics:
Cited by: 6 works
Citation information provided by
Web of Science

References (35)

Cloud Resolving Modeling of the ARM Summer 1997 IOP: Model Formulation, Results, Uncertainties, and Sensitivities journal February 2003
Convective cloud vertical velocity and mass-flux characteristics from radar wind profiler observations during GoAmazon2014/5 journal November 2016
Sensitivities of Simulated Satellite Views of Clouds to Subgrid-Scale Overlap and Condensate Heterogeneity journal July 2018
The impact of atmospheric stability and wind shear on vertical cloud overlap over the Tibetan Plateau journal January 2018
Effects of cloud condensate vertical alignment on radiative transfer calculations in deep convective regions journal April 2017
Vertical Air Motion Retrieved from Dual-Frequency Profiler Observations journal October 2012
Parameterizing microphysical effects on variances and covariances of moisture and heat content using a multivariate probability density function: a study with CLUBB (tag MVCS) journal January 2016
Spatial correlation of hydrometeor occurrence, reflectivity, and rain rate from CloudSat: SPATIAL CORRELATION OF HYDROMETEORS journal March 2012
Overlap of fractional cloud for radiation calculations in GCMs: A global analysis using CloudSat and CALIPSO data journal January 2008
Technical Note: The horizontal scale dependence of the cloud overlap parameter α journal January 2014
A New Double-Moment Microphysics Parameterization for Application in Cloud and Climate Models. Part I: Description journal June 2005
Parameterization of Cloud Microphysics Based on the Prediction of Bulk Ice Particle Properties. Part I: Scheme Description and Idealized Tests journal January 2015
A Summary of Convective-Core Vertical Velocity Properties Using ARM UHF Wind Profilers in Oklahoma journal October 2013
Mass-Flux Characteristics of Tropical Cumulus Clouds from Wind Profiler Observations at Darwin, Australia journal May 2015
Generalizing Cloud Overlap Treatment to Include the Effect of Wind Shear journal August 2015
An Interpretation of Cloud Overlap Statistics journal August 2015
From cloud overlap to PDF overlap journal October 2007
Evaluation of Subgrid-Scale Hydrometeor Transport Schemes Using a High-Resolution Cloud-Resolving Model journal September 2015
Vertical overlap of probability density functions of cloud and precipitation hydrometeors journal November 2016
Vertical air motion retrievals in deep convective clouds using the ARM scanning radar network in Oklahoma during MC3E journal January 2017
Parameterizing Ice Cloud Inhomogeneity and the Overlap of Inhomogeneities Using Cloud Radar Data journal March 2003
Performance of Goddard earth observing system GCM column radiation models under heterogeneous cloud conditions journal November 2004
An intercomparison of cloud-resolving models with the Atmospheric Radiation Measurement summer 1997 Intensive Observation Period data journal January 2002
Predicting Ice Shape Evolution in a Bulk Microphysics Model journal June 2017
Overlap assumptions for assumed probability distribution function cloud schemes in large-scale models journal January 2005
The Tropical Warm Pool International Cloud Experiment journal May 2008
A comparison of two representations of subgrid-scale cloud structure in a global model: radiative effects as a function of cloud characteristics: Radiative Effects of Cloud Subgrid-Scale Variability
  • Paquin-Ricard, Danahé; Vaillancourt, Paul A.; Barker, Howard W.
  • Quarterly Journal of the Royal Meteorological Society, Vol. 142, Issue 699 https://doi.org/10.1002/qj.2846
journal July 2016
Stochastic generation of subgrid-scale cloudy columns for large-scale models
  • Räisänen, Petri; Barker, Howard W.; Khairoutdinov, Marat F.
  • Quarterly Journal of the Royal Meteorological Society, Vol. 130, Issue 601 https://doi.org/10.1256/qj.03.99
journal July 2004
A PDF-Based Parameterization of Subgrid-Scale Hydrometeor Transport in Deep Convection journal April 2017
Vertical motions of the tropical convective cloud spectrum over Darwin, Australia: Vertical Motions of the Tropical Convective Cloud Spectrum
  • Schumacher, Courtney; Stevenson, Stephanie N.; Williams, Christopher R.
  • Quarterly Journal of the Royal Meteorological Society, Vol. 141, Issue 691 https://doi.org/10.1002/qj.2520
journal March 2015
Impact of Cloud Microphysics on the Development of Trailing Stratiform Precipitation in a Simulated Squall Line: Comparison of One- and Two-Moment Schemes journal March 2009
Overlap statistics of cumuliform boundary-layer cloud fields in large-eddy simulations: CUMULIFORM CLOUD OVERLAP journal November 2011
COSP: Satellite simulation software for model assessment journal August 2011
The Accuracy of Radar Estimates of Ice Terminal Fall Speed from Vertically Pointing Doppler Radar Measurements journal October 2011
Spatial variability of liquid cloud and rain: observations and microphysical effects: Cloud and Rain Variability journal April 2013

Figures / Tables (12)