An evaluation of IMERG and ERA5 quantitative precipitation estimates over the Southern Ocean using shipborne observations

Recent voyages of the Australian RV Investigator across the remote Southern Ocean have provided unprecedented observations of precipitation made with both an OceanRAIN maritime disdrometer and a dual-polarization C-band weather radar (OceanPOL). This present study employs these observations to evalu...

Full description

Bibliographic Details
Published in:Journal of Applied Meteorology and Climatology
Main Authors: Montoya Duque, E, Huang, Y, May, P, Siems, S
Format: Article in Journal/Newspaper
Language:English
Published: American Meteorological Society 2023
Subjects:
Online Access:http://hdl.handle.net/11343/337198
id ftumelbourne:oai:jupiter.its.unimelb.edu.au:11343/337198
record_format openpolar
spelling ftumelbourne:oai:jupiter.its.unimelb.edu.au:11343/337198 2024-06-02T08:14:46+00:00 An evaluation of IMERG and ERA5 quantitative precipitation estimates over the Southern Ocean using shipborne observations Montoya Duque, E Huang, Y May, P Siems, S 2023-09-19 http://hdl.handle.net/11343/337198 English eng American Meteorological Society issn:1558-8424 doi:10.1175/JAMC-D-23-0039.1 Montoya Duque, E., Huang, Y., May, P. & Siems, S. (2023). An evaluation of IMERG and ERA5 quantitative precipitation estimates over the Southern Ocean using shipborne observations. Journal of Applied Meteorology and Climatology, 62 (11), pp.1479-1495. https://doi.org/10.1175/JAMC-D-23-0039.1. 1558-8432 http://hdl.handle.net/11343/337198 Journal Article 2023 ftumelbourne https://doi.org/10.1175/JAMC-D-23-0039.1 2024-05-06T13:04:42Z Recent voyages of the Australian RV Investigator across the remote Southern Ocean have provided unprecedented observations of precipitation made with both an OceanRAIN maritime disdrometer and a dual-polarization C-band weather radar (OceanPOL). This present study employs these observations to evaluate the Global Precipitation Mission (GPM) Integrated MultisatellitE Retrievals (IMERG) and the ECMWF reanalysis (ERA5) precipitation products. Working at a resolution of 60 minutes and 0.25° (~25 km), light rain and drizzle are most frequently observed across the region. The IMERG product overestimated precipitation intensity when evaluated against the OceanRAIN but captured the frequency of occurrence well. Looking at the synoptic/process scale, IMERG was found to be the least accurate (overestimated intensity) under warm frontal and high latitude cyclone conditions, where multi-layer clouds were commonly present. Under post-frontal conditions, IMERG underestimates the precipitation frequency. In comparison, ERA5’s skill was more consistent across various synoptic conditions, except for high-pressure conditions where the precipitation frequency (intensity) was highly overestimated (underestimated). Using the OceanPOL radar, an area-to-area analysis (fractional skill score) finds that ERA5 has greater skill than the IMERG. There is little agreement in the phase classification between the OceanRAIN disdrometer, IMERG, and ERA5. The comparisons are complicated by the various assumptions for phase classification in the different datasets. Article in Journal/Newspaper Southern Ocean The University of Melbourne: Digital Repository Southern Ocean Journal of Applied Meteorology and Climatology 62 11 1479 1495
institution Open Polar
collection The University of Melbourne: Digital Repository
op_collection_id ftumelbourne
language English
description Recent voyages of the Australian RV Investigator across the remote Southern Ocean have provided unprecedented observations of precipitation made with both an OceanRAIN maritime disdrometer and a dual-polarization C-band weather radar (OceanPOL). This present study employs these observations to evaluate the Global Precipitation Mission (GPM) Integrated MultisatellitE Retrievals (IMERG) and the ECMWF reanalysis (ERA5) precipitation products. Working at a resolution of 60 minutes and 0.25° (~25 km), light rain and drizzle are most frequently observed across the region. The IMERG product overestimated precipitation intensity when evaluated against the OceanRAIN but captured the frequency of occurrence well. Looking at the synoptic/process scale, IMERG was found to be the least accurate (overestimated intensity) under warm frontal and high latitude cyclone conditions, where multi-layer clouds were commonly present. Under post-frontal conditions, IMERG underestimates the precipitation frequency. In comparison, ERA5’s skill was more consistent across various synoptic conditions, except for high-pressure conditions where the precipitation frequency (intensity) was highly overestimated (underestimated). Using the OceanPOL radar, an area-to-area analysis (fractional skill score) finds that ERA5 has greater skill than the IMERG. There is little agreement in the phase classification between the OceanRAIN disdrometer, IMERG, and ERA5. The comparisons are complicated by the various assumptions for phase classification in the different datasets.
format Article in Journal/Newspaper
author Montoya Duque, E
Huang, Y
May, P
Siems, S
spellingShingle Montoya Duque, E
Huang, Y
May, P
Siems, S
An evaluation of IMERG and ERA5 quantitative precipitation estimates over the Southern Ocean using shipborne observations
author_facet Montoya Duque, E
Huang, Y
May, P
Siems, S
author_sort Montoya Duque, E
title An evaluation of IMERG and ERA5 quantitative precipitation estimates over the Southern Ocean using shipborne observations
title_short An evaluation of IMERG and ERA5 quantitative precipitation estimates over the Southern Ocean using shipborne observations
title_full An evaluation of IMERG and ERA5 quantitative precipitation estimates over the Southern Ocean using shipborne observations
title_fullStr An evaluation of IMERG and ERA5 quantitative precipitation estimates over the Southern Ocean using shipborne observations
title_full_unstemmed An evaluation of IMERG and ERA5 quantitative precipitation estimates over the Southern Ocean using shipborne observations
title_sort evaluation of imerg and era5 quantitative precipitation estimates over the southern ocean using shipborne observations
publisher American Meteorological Society
publishDate 2023
url http://hdl.handle.net/11343/337198
geographic Southern Ocean
geographic_facet Southern Ocean
genre Southern Ocean
genre_facet Southern Ocean
op_relation issn:1558-8424
doi:10.1175/JAMC-D-23-0039.1
Montoya Duque, E., Huang, Y., May, P. & Siems, S. (2023). An evaluation of IMERG and ERA5 quantitative precipitation estimates over the Southern Ocean using shipborne observations. Journal of Applied Meteorology and Climatology, 62 (11), pp.1479-1495. https://doi.org/10.1175/JAMC-D-23-0039.1.
1558-8432
http://hdl.handle.net/11343/337198
op_doi https://doi.org/10.1175/JAMC-D-23-0039.1
container_title Journal of Applied Meteorology and Climatology
container_volume 62
container_issue 11
container_start_page 1479
op_container_end_page 1495
_version_ 1800738730605019136