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Title: Evaluating seasonal and regional distribution of snowfall in regional climate model simulations in the Arctic

Journal Article · · Atmospheric Chemistry and Physics (Online)

In this study, we investigate how the regional climate model HIRHAM5 reproduces the spatial and temporal distribution of Arctic snowfall when compared to CloudSat satellite observations during the examined period of 2007–2010. For this purpose, both approaches, i.e., the assessments of the surface snowfall rate (observation-to-model) and the radar reflectivity factor profiles (model-to-observation), are carried out considering spatial and temporal sampling differences. The HIRHAM5 model, which is constrained in its synoptic representation by nudging to ERA-Interim, represents the snowfall in the Arctic region well in comparison to CloudSat products. The spatial distribution of the snowfall patterns is similar in both identifying the southeastern coast of Greenland and the North Atlantic corridor as regions gaining more than twice as much snowfall as the Arctic average, defined here for latitudes between 66 and 81°N. Excellent agreement (difference less than 1%) in the Arctic-averaged annual snowfall rate between HIRHAM5 and CloudSat is found, whereas ERA-Interim reanalysis shows an underestimation of 45% and significant deficits in the representation of the snowfall rate distribution. From the spatial analysis, it can be seen that the largest differences in the mean annual snowfall rates are an overestimation near the coastlines of Greenland and other regions with large orographic variations as well as an underestimation in the northern North Atlantic Ocean. To a large extent, the differences can be explained by clutter contamination, blind zone or higher resolution of CloudSat measurements, but clearly HIRHAM5 overestimates the orographic-driven precipitation. The underestimation of HIRHAM5 within the North Atlantic corridor south of Svalbard is likely connected to a poor description of the marine cold air outbreaks which could be identified by separating snowfall into different circulation weather type regimes. By simulating the radar reflectivity factor profiles from HIRHAM5 utilizing the Passive and Active Microwave TRAnsfer (PAMTRA) forward-modeling operator, the contribution of individual hydrometeor types can be assessed. Looking at a latitude band at 72–73°N, snow can be identified as the hydrometeor type dominating radar reflectivity factor values across all seasons. The largest differences between the observed and simulated reflectivity factor values are related to the contribution of cloud ice particles, which is underestimated in the model, most likely due to the small sizes of the particles. The model-to-observation approach offers a promising diagnostic when improving cloud schemes, as illustrated by comparison of different schemes available for HIRHAM5.

Research Organization:
Pacific Northwest National Laboratory (PNNL), Richland, WA (United States)
Sponsoring Organization:
USDOE; German Research Foundation (DFG); Academy of Finland; Fundaçao para a Ciencia e Tecnologia (FCT); Ministry of Science, Technology and Higher Education (MCTES)
Grant/Contract Number:
AC05-76RL01830; 268020496-TRR 172; 333901; UIDP/50017/2020; UIDB/50017/2020; LA/P/0094/2020
OSTI ID:
1872315
Report Number(s):
PNNL-SA-169667
Journal Information:
Atmospheric Chemistry and Physics (Online), Vol. 22, Issue 11; ISSN 1680-7324
Publisher:
Copernicus Publications, EGUCopyright Statement
Country of Publication:
United States
Language:
English

References (94)

Uncertainty Analysis for CloudSat Snowfall Retrievals journal February 2011
Precipitation over Greenland Retrieved by a Dynamic Method and Its Relation to Cyclonic Activity* journal May 1997
Global precipitation measurement: Global precipitation measurement journal August 2011
The surface albedo of the Greenland Ice Sheet between 1982 and 2015 from the CLARA-A2 dataset and its relationship to the ice sheet's surface mass balance journal January 2019
How does the spaceborne radar blind zone affect derived surface snowfall statistics in polar regions? journal December 2014
Equation for the Microwave Backscatter Cross Section of Aggregate Snowflakes Using the Self-Similar Rayleigh–Gans Approximation journal September 2014
Dynamically downscaled winter precipitation over complex terrain of the Central Rockies of Western Montana, USA: DOWNSCALED WINTER PRECIPITATION WESTERN MONTANA journal January 2013
Partitioning Recent Greenland Mass Loss journal November 2009
The atmospheric role in the Arctic water cycle: A review on processes, past and future changes, and their impacts: Atmospheric Role in Arctic Water Cycle journal March 2016
Cyclone Activity in the Arctic From an Ensemble of Regional Climate Models (Arctic CORDEX) journal March 2018
New insight of Arctic cloud parameterization from regional climate model simulations, satellite‐based, and drifting station data journal May 2016
Sea ice remote sensing using AMSR-E 89-GHz channels journal January 2008
Meteorological conditions during the ACLOUD/PASCAL field campaign near Svalbard in early summer 2017 journal January 2018
Future projections of cyclone activity in the Arctic for the 21st century from regional climate models (Arctic-CORDEX) journal November 2019
Development and comparison of circulation type classifications using the COST 733 dataset and software: DEVELOPMENT AND COMPARISON OF CIRCULATION TYPE CLASSIFICATIONS journal March 2014
Extreme cyclone events in the Arctic: Wintertime variability and trends journal September 2016
The effect of the half-width of the 22-GHz water vapor line on retrievals of temperature and water vapor profiles with a 12-channel microwave radiometer journal May 2005
Snow in the changing sea-ice systems journal October 2018
Discriminating clear sky from clouds with MODIS journal December 1998
Resilience of persistent Arctic mixed-phase clouds journal December 2011
Representation of Clouds in Large-Scale Models journal November 1993
An Improved Liquid Water Absorption Model at Microwave Frequencies for Supercooled Liquid Water Clouds journal January 2016
How Well Are We Measuring Snow: The NOAA/FAA/NCAR Winter Precipitation Test Bed journal June 2012
Seasonal Estimates and Uncertainties of Snow Accumulation from CloudSat Precipitation Retrievals journal March 2021
Regime-dependent evaluation of accumulated precipitation in COSMO journal September 2011
Inverse Methods for Atmospheric Sounding: Theory and Practice book July 2000
How much snow falls on the Antarctic ice sheet? journal January 2014
Improvements to a Commonly Used Cloud Microphysical Bulk Parameterization journal July 1991
The role of cyclone activity in snow accumulation on Arctic sea ice journal November 2019
Declining summer snowfall in the Arctic: causes, impacts and feedbacks journal June 2011
Measurements of wind-induced loss of solid precipitation: description of a Norwegian field study journal July 2012
Utilizing Spaceborne Radars to Retrieve Dry Snowfall journal December 2009
Modeling of Cloud Microphysics: Can We Do Better? journal April 2019
Atmospheric circulation and cyclone frequency variations linked to the primary modes of Greenland snow accumulation: CYCLONES AND GREENLAND ACCUMULATION journal December 2004
THE CLOUDSAT MISSION AND THE A-TRAIN: A New Dimension of Space-Based Observations of Clouds and Precipitation journal December 2002
Modifications to the Water Vapor Continuum in the Microwave Suggested by Ground-Based 150-GHz Observations journal October 2009
Intercomparison of Precipitation Estimates over the Arctic Ocean and Its Peripheral Seas from Reanalyses journal October 2018
Statistics on clouds and their relation to thermodynamic conditions at Ny-Ålesund using ground-based sensor synergy journal January 2019
Spectral nudging in regional climate modelling: how strongly should we nudge?
  • Omrani, Hiba; Drobinski, Philippe; Dubos, Thomas
  • Quarterly Journal of the Royal Meteorological Society, Vol. 138, Issue 668 https://doi.org/10.1002/qj.1894
journal February 2012
Arctic Snowfall from CloudSat Observations and Reanalyses journal March 2020
Critical Role of Snow on Sea Ice Growth in the Atlantic Sector of the Arctic Ocean: Snow-Ice in the Eastern Arctic journal October 2017
The ARM North Slope of Alaska (NSA) Sites journal April 2016
A Prognostic Parameterization for the Subgrid-Scale Variability of Water Vapor and Clouds in Large-Scale Models and Its Use to Diagnose Cloud Cover journal June 2002
The ERA-Interim reanalysis: configuration and performance of the data assimilation system journal April 2011
PAMTRA 1.0: the Passive and Active Microwave radiative TRAnsfer tool for simulating radiometer and radar measurements of the cloudy atmosphere journal January 2020
CloudSat instrument requirements as determined from ECMWF forecasts of global cloudiness journal August 2001
Atmospheric component of the MPI-M Earth System Model: ECHAM6: ECHAM6 journal April 2013
Validation of CloudSat-CPR Derived Precipitation Occurrence and Phase Estimates across Canada journal February 2021
Status of high-latitude precipitation estimates from observations and reanalyses: HIGH-LATITUDE PRECIPITATION journal May 2016
Greenland ice sheet albedo feedback: thermodynamics and atmospheric drivers journal January 2012
Observational Evidence Linking Arctic Supercooled Liquid Cloud Biases in CESM to Snowfall Processes journal June 2017
A Shallow Cumuliform Snowfall Census Using Spaceborne Radar journal April 2016
Precipitation regimes over central Greenland inferred from 5 years of ICECAPS observations journal January 2018
Low-level mixed-phase clouds in a complex Arctic environment journal January 2020
Global Distribution of Snow Precipitation Features and Their Properties from 3 Years of GPM Observations journal April 2018
A Model for the Complex Dielectric Constant of Supercooled Liquid Water at Microwave Frequencies journal March 2015
Confronting Arctic Troposphere, Clouds, and Surface Energy Budget Representations in Regional Climate Models With Observations journal March 2020
Condensation and Cloud Parameterization Studies with a Mesoscale Numerical Weather Prediction Model journal August 1989
Evaluation of current and projected Antarctic precipitation in CMIP5 models journal March 2016
Clouds and Radiation Processes in Regional Climate Models Evaluated Using Observations Over the Ice‐free Arctic Ocean journal December 2020
CloudSat mission: Performance and early science after the first year of operation journal January 2008
Snowfall-Rate Retrieval for K- and W-Band Radar Measurements Designed in Hyytiälä, Finland, and Tested at Ny-Ålesund, Svalbard, Norway journal March 2021
How Does Ground Clutter Affect CloudSat Snowfall Retrievals Over Ice Sheets? journal March 2019
Evaluation of Seven Different Atmospheric Reanalysis Products in the Arctic journal April 2014
Modeling Backscatter Properties of Snowfall at Millimeter Wavelengths journal May 2007
Hydrometeor Detection Using Cloudsat —An Earth-Orbiting 94-GHz Cloud Radar journal April 2008
The Global Precipitation Measurement Mission journal May 2014
Climatology and time series of surface meteorology in Ny-Ålesund, Svalbard journal January 2013
The Distribution with size of Aggregate Snowflakes journal October 1958
The Distribution of Raindrops with size journal August 1948
On the Distribution and Continuity of Water Substance in Atmospheric Circulations book January 1969
CloudSat snowfall estimates over Antarctica and the Southern Ocean: An assessment of independent retrieval methodologies and multi-year snowfall analysis journal November 2018
The COMBLE Campaign: A Study of Marine Boundary Layer Clouds in Arctic Cold-Air Outbreaks journal May 2022
Toward Improving Ice Water Content and Snow-Rate Retrievals from Radars. Part I: X and W Bands, Emphasizing CloudSat journal September 2016
The annual cycle of snowfall at Summit, Greenland: ANNUAL SNOWFALL AT SUMMIT, GREENLAND journal July 2015
Rainfall retrieval over the ocean with spaceborne W-band radar journal January 2009
Calculating the millimetre-wave scattering phase function of snowflakes using the self-similar Rayleigh-Gans Approximation: Millimetre-Wave Phase Function of Snowflakes
  • Hogan, Robin J.; Honeyager, Ryan; Tyynelä, Jani
  • Quarterly Journal of the Royal Meteorological Society, Vol. 143, Issue 703 https://doi.org/10.1002/qj.2968
journal January 2017
Global precipitation measurements for validating climate models journal November 2017
Snowfall distribution and its response to the Arctic Oscillation: an evaluation of HighResMIP models in the Arctic using CPR/CloudSat observations journal January 2019
CloudSat's Cloud Profiling Radar After Two Years in Orbit: Performance, Calibration, and Processing journal November 2008
A Scheme for Parameterizing Ice-Cloud Water Content in General Circulation Models journal August 1990
Arctic Freshwater Synthesis: Summary of key emerging issues: Arctic Freshwater Synthesis: Summary journal October 2015
Deriving snow cloud characteristics from CloudSat observations journal January 2008
Radar Backscattering from Snowflakes: Comparison of Fractal, Aggregate, and Soft Spheroid Models journal November 2011
Snowfall Detectability of Nasa'S Cloudsat: the First Cross-Investigation of its 2c-Snow-Profile Product and National Multi-Sensor Mosaic qpe (Nmq) Snowfall data journal January 2014
The NCEP/NCAR 40-Year Reanalysis Project journal March 1996
Global hydrometeor occurrence as observed by CloudSat: Initial observations from summer 2006: CLOUDSAT HYDROMETEOR OCCURRENCE journal May 2007
Comparison of Arctic sea ice thickness and snow depth estimates from CFSR with in situ observations journal March 2017
Intercomparison of snowfall estimates derived from the CloudSat Cloud Profiling Radar and the ground-based weather radar network over Sweden journal January 2015
Spatial and temporal variability of snowfall over Greenland from CloudSat observations journal January 2019
Snowfall-driven mass change on the East Antarctic ice sheet: MASS INCREASE IN EAST ANTARCTICA journal November 2012
Evaluation of ice and snow content in the global numerical weather prediction model GME with CloudSat journal January 2011
Evaluation of the CloudSat surface snowfall product over Antarctica using ground-based precipitation radars journal January 2018
Multiple-scattering in radar systems: A review journal April 2010