Impact of rheology on probabilistic forecasts of sea ice trajectories: Application for search and rescue operations in the Arctic

We present a sensitivity analysis and discuss the probabilistic forecast capabilities of the novel sea ice model neXtSIM used in hindcast mode. The study pertains to the response of the model to the uncertainty on winds using probabilistic forecasts of ice trajectories. neXtSIM is a continuous Lagra...

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Published in:The Cryosphere
Main Authors: Rabatel M., Rampal P., Carrassi A., Bertino L., Jones C. K. R. T.
Other Authors: Jones C.K.R.T.
Format: Article in Journal/Newspaper
Language:English
Published: 2018
Subjects:
Online Access:http://hdl.handle.net/11585/842737
https://doi.org/10.5194/tc-12-935-2018
https://tc.copernicus.org/articles/12/935/2018/
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spelling ftunibolognairis:oai:cris.unibo.it:11585/842737 2024-04-14T08:07:23+00:00 Impact of rheology on probabilistic forecasts of sea ice trajectories: Application for search and rescue operations in the Arctic Rabatel M. Rampal P. Carrassi A. Bertino L. Jones C. K. R. T. Rabatel M. Rampal P. Carrassi A. Bertino L. Jones C.K.R.T. 2018 STAMPA http://hdl.handle.net/11585/842737 https://doi.org/10.5194/tc-12-935-2018 https://tc.copernicus.org/articles/12/935/2018/ eng eng info:eu-repo/semantics/altIdentifier/wos/WOS:000428044800001 volume:12 issue:3 firstpage:935 lastpage:953 numberofpages:19 journal:THE CRYOSPHERE http://hdl.handle.net/11585/842737 doi:10.5194/tc-12-935-2018 info:eu-repo/semantics/altIdentifier/scopus/2-s2.0-85044137129 https://tc.copernicus.org/articles/12/935/2018/ info:eu-repo/semantics/openAccess Arctic sea-ice probabilistic forecast info:eu-repo/semantics/article 2018 ftunibolognairis https://doi.org/10.5194/tc-12-935-2018 2024-03-21T18:42:01Z We present a sensitivity analysis and discuss the probabilistic forecast capabilities of the novel sea ice model neXtSIM used in hindcast mode. The study pertains to the response of the model to the uncertainty on winds using probabilistic forecasts of ice trajectories. neXtSIM is a continuous Lagrangian numerical model that uses an elasto-brittle rheology to simulate the ice response to external forces. The sensitivity analysis is based on a Monte Carlo sampling of 12 members. The response of the model to the uncertainties is evaluated in terms of simulated ice drift distances from their initial positions, and from the mean position of the ensemble, over the mid-term forecast horizon of 10 days. The simulated ice drift is decomposed into advective and diffusive parts that are characterised separately both spatially and temporally and compared to what is obtained with a free-drift model, that is, when the ice rheology does not play any role in the modelled physics of the ice. The seasonal variability of the model sensitivity is presented and shows the role of the ice compactness and rheology in the ice drift response at both local and regional scales in the Arctic. Indeed, the ice drift simulated by neXtSIM in summer is close to the one obtained with the free-drift model, while the more compact and solid ice pack shows a significantly different mechanical and drift behaviour in winter. For the winter period analysed in this study, we also show that, in contrast to the free-drift model, neXtSIM reproduces the sea ice Lagrangian diffusion regimes as found from observed trajectories. The forecast capability of neXtSIM is also evaluated using a large set of real buoy's trajectories and compared to the capability of the free-drift model. We found that neXtSIM performs significantly better in simulating sea ice drift, both in terms of forecast error and as a tool to assist search and rescue operations, although the sources of uncertainties assumed for the present experiment are not sufficient for complete coverage of ... Article in Journal/Newspaper Arctic ice pack Sea ice IRIS Università degli Studi di Bologna (CRIS - Current Research Information System) Arctic The Cryosphere 12 3 935 953
institution Open Polar
collection IRIS Università degli Studi di Bologna (CRIS - Current Research Information System)
op_collection_id ftunibolognairis
language English
topic Arctic sea-ice
probabilistic forecast
spellingShingle Arctic sea-ice
probabilistic forecast
Rabatel M.
Rampal P.
Carrassi A.
Bertino L.
Jones C. K. R. T.
Impact of rheology on probabilistic forecasts of sea ice trajectories: Application for search and rescue operations in the Arctic
topic_facet Arctic sea-ice
probabilistic forecast
description We present a sensitivity analysis and discuss the probabilistic forecast capabilities of the novel sea ice model neXtSIM used in hindcast mode. The study pertains to the response of the model to the uncertainty on winds using probabilistic forecasts of ice trajectories. neXtSIM is a continuous Lagrangian numerical model that uses an elasto-brittle rheology to simulate the ice response to external forces. The sensitivity analysis is based on a Monte Carlo sampling of 12 members. The response of the model to the uncertainties is evaluated in terms of simulated ice drift distances from their initial positions, and from the mean position of the ensemble, over the mid-term forecast horizon of 10 days. The simulated ice drift is decomposed into advective and diffusive parts that are characterised separately both spatially and temporally and compared to what is obtained with a free-drift model, that is, when the ice rheology does not play any role in the modelled physics of the ice. The seasonal variability of the model sensitivity is presented and shows the role of the ice compactness and rheology in the ice drift response at both local and regional scales in the Arctic. Indeed, the ice drift simulated by neXtSIM in summer is close to the one obtained with the free-drift model, while the more compact and solid ice pack shows a significantly different mechanical and drift behaviour in winter. For the winter period analysed in this study, we also show that, in contrast to the free-drift model, neXtSIM reproduces the sea ice Lagrangian diffusion regimes as found from observed trajectories. The forecast capability of neXtSIM is also evaluated using a large set of real buoy's trajectories and compared to the capability of the free-drift model. We found that neXtSIM performs significantly better in simulating sea ice drift, both in terms of forecast error and as a tool to assist search and rescue operations, although the sources of uncertainties assumed for the present experiment are not sufficient for complete coverage of ...
author2 Rabatel M.
Rampal P.
Carrassi A.
Bertino L.
Jones C.K.R.T.
format Article in Journal/Newspaper
author Rabatel M.
Rampal P.
Carrassi A.
Bertino L.
Jones C. K. R. T.
author_facet Rabatel M.
Rampal P.
Carrassi A.
Bertino L.
Jones C. K. R. T.
author_sort Rabatel M.
title Impact of rheology on probabilistic forecasts of sea ice trajectories: Application for search and rescue operations in the Arctic
title_short Impact of rheology on probabilistic forecasts of sea ice trajectories: Application for search and rescue operations in the Arctic
title_full Impact of rheology on probabilistic forecasts of sea ice trajectories: Application for search and rescue operations in the Arctic
title_fullStr Impact of rheology on probabilistic forecasts of sea ice trajectories: Application for search and rescue operations in the Arctic
title_full_unstemmed Impact of rheology on probabilistic forecasts of sea ice trajectories: Application for search and rescue operations in the Arctic
title_sort impact of rheology on probabilistic forecasts of sea ice trajectories: application for search and rescue operations in the arctic
publishDate 2018
url http://hdl.handle.net/11585/842737
https://doi.org/10.5194/tc-12-935-2018
https://tc.copernicus.org/articles/12/935/2018/
geographic Arctic
geographic_facet Arctic
genre Arctic
ice pack
Sea ice
genre_facet Arctic
ice pack
Sea ice
op_relation info:eu-repo/semantics/altIdentifier/wos/WOS:000428044800001
volume:12
issue:3
firstpage:935
lastpage:953
numberofpages:19
journal:THE CRYOSPHERE
http://hdl.handle.net/11585/842737
doi:10.5194/tc-12-935-2018
info:eu-repo/semantics/altIdentifier/scopus/2-s2.0-85044137129
https://tc.copernicus.org/articles/12/935/2018/
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op_doi https://doi.org/10.5194/tc-12-935-2018
container_title The Cryosphere
container_volume 12
container_issue 3
container_start_page 935
op_container_end_page 953
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