Exploring the footprint representation of microwave radiance observations in an Arctic limited-area data assimilation system

The microwave radiances are key observations especially over data sparse regions for operational data assimilation in numerical weather prediction (NWP). An often applied simplification is that these observations are used as point measurements, however, the satellite field-of-view may cover many gri...

Full description

Bibliographic Details
Main Authors: Mile, Máté, Guedj, Stephanie, Randriamampianina, Roger
Format: Text
Language:English
Published: 2024
Subjects:
Online Access:https://doi.org/10.5194/gmd-2023-195
https://gmd.copernicus.org/preprints/gmd-2023-195/
id ftcopernicus:oai:publications.copernicus.org:gmdd115160
record_format openpolar
spelling ftcopernicus:oai:publications.copernicus.org:gmdd115160 2024-06-23T07:49:55+00:00 Exploring the footprint representation of microwave radiance observations in an Arctic limited-area data assimilation system Mile, Máté Guedj, Stephanie Randriamampianina, Roger 2024-04-08 application/pdf https://doi.org/10.5194/gmd-2023-195 https://gmd.copernicus.org/preprints/gmd-2023-195/ eng eng doi:10.5194/gmd-2023-195 https://gmd.copernicus.org/preprints/gmd-2023-195/ eISSN: 1991-9603 Text 2024 ftcopernicus https://doi.org/10.5194/gmd-2023-195 2024-06-13T01:23:00Z The microwave radiances are key observations especially over data sparse regions for operational data assimilation in numerical weather prediction (NWP). An often applied simplification is that these observations are used as point measurements, however, the satellite field-of-view may cover many grid points of high-resolution models. Therefore, we examine a solution in high-resolution data assimilation to better account for the spatial representation of the radiance observations. This solution is based on a footprint operator implemented and tested in the variational assimilation scheme of the AROME-Arctic (Application of Research to Operations at Mesoscale – Arctic) limited-area model. In this paper, the design and technical challenges of the microwave radiance footprint operator are presented. In particular, implementation strategies, the representation of satellite field-of-view ellipses, and the emissivity retrieval inside the footprint area are discussed. Furthermore, the simulated brightness temperatures and the sub-footprint variability are analysed in a case study indicating particular areas where the use of the footprint operator is expected to provide significant added value. For radiances measured by the Advanced Microwave Sounding Unit-A (AMSU-A) and Microwave Humidity Sounder (MHS) sensors, the standard deviation of the observation minus background (OmB) departures are computed on a short period in order to compare the statistics of the default and the implemented footprint observation operator. For all operationally used AMSU-A and MHS channels, it is shown that the standard deviation of OmB departures is reduced when the footprint operator is applied. Text Arctic Copernicus Publications: E-Journals Arctic
institution Open Polar
collection Copernicus Publications: E-Journals
op_collection_id ftcopernicus
language English
description The microwave radiances are key observations especially over data sparse regions for operational data assimilation in numerical weather prediction (NWP). An often applied simplification is that these observations are used as point measurements, however, the satellite field-of-view may cover many grid points of high-resolution models. Therefore, we examine a solution in high-resolution data assimilation to better account for the spatial representation of the radiance observations. This solution is based on a footprint operator implemented and tested in the variational assimilation scheme of the AROME-Arctic (Application of Research to Operations at Mesoscale – Arctic) limited-area model. In this paper, the design and technical challenges of the microwave radiance footprint operator are presented. In particular, implementation strategies, the representation of satellite field-of-view ellipses, and the emissivity retrieval inside the footprint area are discussed. Furthermore, the simulated brightness temperatures and the sub-footprint variability are analysed in a case study indicating particular areas where the use of the footprint operator is expected to provide significant added value. For radiances measured by the Advanced Microwave Sounding Unit-A (AMSU-A) and Microwave Humidity Sounder (MHS) sensors, the standard deviation of the observation minus background (OmB) departures are computed on a short period in order to compare the statistics of the default and the implemented footprint observation operator. For all operationally used AMSU-A and MHS channels, it is shown that the standard deviation of OmB departures is reduced when the footprint operator is applied.
format Text
author Mile, Máté
Guedj, Stephanie
Randriamampianina, Roger
spellingShingle Mile, Máté
Guedj, Stephanie
Randriamampianina, Roger
Exploring the footprint representation of microwave radiance observations in an Arctic limited-area data assimilation system
author_facet Mile, Máté
Guedj, Stephanie
Randriamampianina, Roger
author_sort Mile, Máté
title Exploring the footprint representation of microwave radiance observations in an Arctic limited-area data assimilation system
title_short Exploring the footprint representation of microwave radiance observations in an Arctic limited-area data assimilation system
title_full Exploring the footprint representation of microwave radiance observations in an Arctic limited-area data assimilation system
title_fullStr Exploring the footprint representation of microwave radiance observations in an Arctic limited-area data assimilation system
title_full_unstemmed Exploring the footprint representation of microwave radiance observations in an Arctic limited-area data assimilation system
title_sort exploring the footprint representation of microwave radiance observations in an arctic limited-area data assimilation system
publishDate 2024
url https://doi.org/10.5194/gmd-2023-195
https://gmd.copernicus.org/preprints/gmd-2023-195/
geographic Arctic
geographic_facet Arctic
genre Arctic
genre_facet Arctic
op_source eISSN: 1991-9603
op_relation doi:10.5194/gmd-2023-195
https://gmd.copernicus.org/preprints/gmd-2023-195/
op_doi https://doi.org/10.5194/gmd-2023-195
_version_ 1802640646854410240