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...
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American Meteorological Society
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Online Access: | http://hdl.handle.net/11343/337198 |
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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 |
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Open Polar |
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The University of Melbourne: Digital Repository |
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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 |