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Direct Comparisons Between GPM-DPR and CloudSat Snowfall RetrievalsTwo spaceborne radars currently in orbit enable the sampling of snowfall near the surface and throughout the atmospheric column, namely, CloudSat’s Cloud Profiling Radar (CPR) and the Global Precipitation Measurement mission’s Dual-Frequency Precipitation Radar (GPM-DPR). In this paper, a direct comparison of the CPR’s 2C-SNOW-PROFILE (2CSP), the operational GPM-DPR algorithm (2ADPR) and a neural network (NN) retrieval applied to the GPM-DPR data is performed using coincident observations between both radars. Examination of over 3500 profiles within moderate to strong precipitation (Ka band ≥ 18 dBZ) show that the NN retrieval provides the closest retrieval of liquid equivalent precipitation rate R immediately above the melting level to the R retrieved just below the melting layer, agreeing within 5%. Meanwhile, 2CSP retrieves a maximum value of R at −15°C, decreases by 35% just above the melting layer, and is about 50% smaller than the GPM-DPR retrieved R below the melting layer. CPR-measured reflectivity shows median reduction of 2–3 dB from −15° to −2.5°C, likely the reason for the 2CSP retrieval reduction of R. Two case studies from NASA field campaigns [i.e., Olympic Mountains Experiment (OLYMPEX) and Investigation of Microphysics and Precipitation for Atlantic Coast-Threatening Snowstorms (IMPACTS)] provide analogs to the type of precipitating systems found in the comparison between retrieval products. For the snowfall events that GPM-DPR can observe, this work suggests that the 2CSP retrieval is likely underestimating the unattenuated reflectivity, resulting in a potential negative, or low, bias in R. Future work should investigate how frequently the underestimated reflectivity profiles occur within the CPR record and quantify its potential effects on global snowfall accumulation estimation.
Document ID
20230003244
Acquisition Source
Goddard Space Flight Center
Document Type
Accepted Manuscript (Version with final changes)
Authors
Randy J Chase ORCID
(University of Oklahoma Norman, Oklahoma, United States)
Stephen W Nesbitt ORCID
(University of Illinois at Urbana Champaign Urbana, Illinois, United States)
Greg McFarquhar ORCID
(University of Oklahoma Norman, Oklahoma, United States)
Norman B Wood ORCID
(University of Wisconsin–Madison Madison, Wisconsin, United States)
Gerald M Heymsfield ORCID
(Goddard Space Flight Center Greenbelt, Maryland, United States)
Date Acquired
March 9, 2023
Publication Date
September 1, 2022
Publication Information
Publication: Journal of Applied Meteorology and Climatology
Publisher: American Meteorological Society
Volume: 61
Issue: 9
Issue Publication Date: September 1, 2022
ISSN: 1558-8432
e-ISSN: 1558-8424
Subject Category
Earth Resources and Remote Sensing
Funding Number(s)
WBS: 573945
CONTRACT_GRANT: SPEC5732
CONTRACT_GRANT: 80NSSC19K0713
CONTRACT_GRANT: 80NSSC17K0439
CONTRACT_GRANT: 80NSSC19K0399
CONTRACT_GRANT: 80NSSC19K0732
Distribution Limits
Public
Copyright
Portions of document may include copyright protected material.
Technical Review
External Peer Committee
Keywords
Atmosphere
Ice crystals
Ice particles
Radars/radar observations
Remote sensing
Satellite observations
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