The Arctic Ocean Observation Operator for 6.9 GHz (ARC3O) - Part 2: Development and evaluation

The observational uncertainty in sea-ice-concentration estimates from remotely-sensed passive-microwave brightness temperatures is a challenge for reliable climate model evaluation and initialization. To address this challenge, we introduce a new tool: the Arctic Ocean Observation Operator (ARC3O)....

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Published in:The Cryosphere
Main Authors: Burgard, C., Notz, D., Pedersen, L., Tonboe, R.
Format: Article in Journal/Newspaper
Language:English
Published: 2020
Subjects:
Online Access:http://hdl.handle.net/21.11116/0000-0005-D494-4
http://hdl.handle.net/21.11116/0000-0006-DFC8-E
http://hdl.handle.net/21.11116/0000-0006-E326-F
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spelling ftpubman:oai:pure.mpg.de:item_3212802 2024-09-15T17:53:18+00:00 The Arctic Ocean Observation Operator for 6.9 GHz (ARC3O) - Part 2: Development and evaluation Burgard, C. Notz, D. Pedersen, L. Tonboe, R. 2020-07-23 application/pdf text/plain http://hdl.handle.net/21.11116/0000-0005-D494-4 http://hdl.handle.net/21.11116/0000-0006-DFC8-E http://hdl.handle.net/21.11116/0000-0006-E326-F eng eng info:eu-repo/semantics/altIdentifier/doi/10.5194/tc-14-2387-2020 http://hdl.handle.net/21.11116/0000-0005-D494-4 http://hdl.handle.net/21.11116/0000-0006-DFC8-E http://hdl.handle.net/21.11116/0000-0006-E326-F info:eu-repo/semantics/openAccess http://creativecommons.org/licenses/by/4.0/ The Cryosphere info:eu-repo/semantics/article 2020 ftpubman https://doi.org/10.5194/tc-14-2387-2020 2024-06-25T14:12:28Z The observational uncertainty in sea-ice-concentration estimates from remotely-sensed passive-microwave brightness temperatures is a challenge for reliable climate model evaluation and initialization. To address this challenge, we introduce a new tool: the Arctic Ocean Observation Operator (ARC3O). ARC3O allows us to simulate brightness temperatures at 6.9 GHz at vertical polarisation from standard output of an Earth System Model. We evaluate ARC3O by simulating brightness temperatures based on three assimilation runs of the MPI Earth System Model (MPI-ESM) assimilated with three different sea-ice concentration products. We then compare these three sets of simulated brightness temperatures to brightness temperatures measured by the Advanced Microwave Scanning Radiometer Earth Observing System (AMSR-E) from space. We find that they differ up to 10 K in the period between October and June, depending on the region and the assimilation run. However, we show that these discrepancies between simulated and observed brightness temperature can be mainly attributed to the underlying observational uncertainty in sea-ice concentration and, to a lesser extent, to the data assimilation process, rather than to biases in ARC3O itself. In summer, the discrepancies between simulated and observed brightness temperatures are larger than in winter and locally reach up to 20 K. This is caused by the very large observational uncertainty in summer sea-ice concentration but also by the melt-pond parametrization in MPI-ESM, which is not necessarily realistic. ARC3O is therefore capable to realistically translate the simulated Arctic Ocean climate state into one observable quantity for a more comprehensive climate model evaluation and initialization. Article in Journal/Newspaper Arctic Ocean Sea ice The Cryosphere Max Planck Society: MPG.PuRe The Cryosphere 14 7 2387 2407
institution Open Polar
collection Max Planck Society: MPG.PuRe
op_collection_id ftpubman
language English
description The observational uncertainty in sea-ice-concentration estimates from remotely-sensed passive-microwave brightness temperatures is a challenge for reliable climate model evaluation and initialization. To address this challenge, we introduce a new tool: the Arctic Ocean Observation Operator (ARC3O). ARC3O allows us to simulate brightness temperatures at 6.9 GHz at vertical polarisation from standard output of an Earth System Model. We evaluate ARC3O by simulating brightness temperatures based on three assimilation runs of the MPI Earth System Model (MPI-ESM) assimilated with three different sea-ice concentration products. We then compare these three sets of simulated brightness temperatures to brightness temperatures measured by the Advanced Microwave Scanning Radiometer Earth Observing System (AMSR-E) from space. We find that they differ up to 10 K in the period between October and June, depending on the region and the assimilation run. However, we show that these discrepancies between simulated and observed brightness temperature can be mainly attributed to the underlying observational uncertainty in sea-ice concentration and, to a lesser extent, to the data assimilation process, rather than to biases in ARC3O itself. In summer, the discrepancies between simulated and observed brightness temperatures are larger than in winter and locally reach up to 20 K. This is caused by the very large observational uncertainty in summer sea-ice concentration but also by the melt-pond parametrization in MPI-ESM, which is not necessarily realistic. ARC3O is therefore capable to realistically translate the simulated Arctic Ocean climate state into one observable quantity for a more comprehensive climate model evaluation and initialization.
format Article in Journal/Newspaper
author Burgard, C.
Notz, D.
Pedersen, L.
Tonboe, R.
spellingShingle Burgard, C.
Notz, D.
Pedersen, L.
Tonboe, R.
The Arctic Ocean Observation Operator for 6.9 GHz (ARC3O) - Part 2: Development and evaluation
author_facet Burgard, C.
Notz, D.
Pedersen, L.
Tonboe, R.
author_sort Burgard, C.
title The Arctic Ocean Observation Operator for 6.9 GHz (ARC3O) - Part 2: Development and evaluation
title_short The Arctic Ocean Observation Operator for 6.9 GHz (ARC3O) - Part 2: Development and evaluation
title_full The Arctic Ocean Observation Operator for 6.9 GHz (ARC3O) - Part 2: Development and evaluation
title_fullStr The Arctic Ocean Observation Operator for 6.9 GHz (ARC3O) - Part 2: Development and evaluation
title_full_unstemmed The Arctic Ocean Observation Operator for 6.9 GHz (ARC3O) - Part 2: Development and evaluation
title_sort arctic ocean observation operator for 6.9 ghz (arc3o) - part 2: development and evaluation
publishDate 2020
url http://hdl.handle.net/21.11116/0000-0005-D494-4
http://hdl.handle.net/21.11116/0000-0006-DFC8-E
http://hdl.handle.net/21.11116/0000-0006-E326-F
genre Arctic Ocean
Sea ice
The Cryosphere
genre_facet Arctic Ocean
Sea ice
The Cryosphere
op_source The Cryosphere
op_relation info:eu-repo/semantics/altIdentifier/doi/10.5194/tc-14-2387-2020
http://hdl.handle.net/21.11116/0000-0005-D494-4
http://hdl.handle.net/21.11116/0000-0006-DFC8-E
http://hdl.handle.net/21.11116/0000-0006-E326-F
op_rights info:eu-repo/semantics/openAccess
http://creativecommons.org/licenses/by/4.0/
op_doi https://doi.org/10.5194/tc-14-2387-2020
container_title The Cryosphere
container_volume 14
container_issue 7
container_start_page 2387
op_container_end_page 2407
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