An Early Warning Sign of Critical Transition in The Antarctic Ice Sheet – A New Data Driven Tool for Spatiotemporal Tipping Point
In this paper, we introduce a new tool for data-driven discovery of early warning signs of critical transitions in ice shelves, from remote sensing data. Our approach adopts principles of directed spectral clustering methodology considering an asymmetric affinity matrix and the associated directed g...
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ftcopernicus:oai:publications.copernicus.org:npgd86420 2023-05-15T13:31:38+02:00 An Early Warning Sign of Critical Transition in The Antarctic Ice Sheet – A New Data Driven Tool for Spatiotemporal Tipping Point AlMomani, Abd AlRahman Bollt, Erik 2020-07-20 application/pdf https://doi.org/10.5194/npg-2020-26 https://npg.copernicus.org/preprints/npg-2020-26/ eng eng doi:10.5194/npg-2020-26 https://npg.copernicus.org/preprints/npg-2020-26/ eISSN: 1607-7946 Text 2020 ftcopernicus https://doi.org/10.5194/npg-2020-26 2020-07-27T16:22:03Z In this paper, we introduce a new tool for data-driven discovery of early warning signs of critical transitions in ice shelves, from remote sensing data. Our approach adopts principles of directed spectral clustering methodology considering an asymmetric affinity matrix and the associated directed graph Laplacian. We applied our approach generally to reprocess the ice velocity data and remote sensing satellite images of the Larsen C ice shelf. Our results allow us to (post-cast) predict fault lines responsible for the critical transitions leading to the break up of the Larsen C ice shelf crack, which resulted in the A68 iceberg. We can do so, months earlier before the actual occurrence, and also much earlier than any other previously available methodology, in particular those based on interferometry. Text Antarc* Antarctic Ice Sheet Ice Shelf Ice Shelves Iceberg* Copernicus Publications: E-Journals Antarctic The Antarctic |
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Open Polar |
collection |
Copernicus Publications: E-Journals |
op_collection_id |
ftcopernicus |
language |
English |
description |
In this paper, we introduce a new tool for data-driven discovery of early warning signs of critical transitions in ice shelves, from remote sensing data. Our approach adopts principles of directed spectral clustering methodology considering an asymmetric affinity matrix and the associated directed graph Laplacian. We applied our approach generally to reprocess the ice velocity data and remote sensing satellite images of the Larsen C ice shelf. Our results allow us to (post-cast) predict fault lines responsible for the critical transitions leading to the break up of the Larsen C ice shelf crack, which resulted in the A68 iceberg. We can do so, months earlier before the actual occurrence, and also much earlier than any other previously available methodology, in particular those based on interferometry. |
format |
Text |
author |
AlMomani, Abd AlRahman Bollt, Erik |
spellingShingle |
AlMomani, Abd AlRahman Bollt, Erik An Early Warning Sign of Critical Transition in The Antarctic Ice Sheet – A New Data Driven Tool for Spatiotemporal Tipping Point |
author_facet |
AlMomani, Abd AlRahman Bollt, Erik |
author_sort |
AlMomani, Abd AlRahman |
title |
An Early Warning Sign of Critical Transition in The Antarctic Ice Sheet – A New Data Driven Tool for Spatiotemporal Tipping Point |
title_short |
An Early Warning Sign of Critical Transition in The Antarctic Ice Sheet – A New Data Driven Tool for Spatiotemporal Tipping Point |
title_full |
An Early Warning Sign of Critical Transition in The Antarctic Ice Sheet – A New Data Driven Tool for Spatiotemporal Tipping Point |
title_fullStr |
An Early Warning Sign of Critical Transition in The Antarctic Ice Sheet – A New Data Driven Tool for Spatiotemporal Tipping Point |
title_full_unstemmed |
An Early Warning Sign of Critical Transition in The Antarctic Ice Sheet – A New Data Driven Tool for Spatiotemporal Tipping Point |
title_sort |
early warning sign of critical transition in the antarctic ice sheet – a new data driven tool for spatiotemporal tipping point |
publishDate |
2020 |
url |
https://doi.org/10.5194/npg-2020-26 https://npg.copernicus.org/preprints/npg-2020-26/ |
geographic |
Antarctic The Antarctic |
geographic_facet |
Antarctic The Antarctic |
genre |
Antarc* Antarctic Ice Sheet Ice Shelf Ice Shelves Iceberg* |
genre_facet |
Antarc* Antarctic Ice Sheet Ice Shelf Ice Shelves Iceberg* |
op_source |
eISSN: 1607-7946 |
op_relation |
doi:10.5194/npg-2020-26 https://npg.copernicus.org/preprints/npg-2020-26/ |
op_doi |
https://doi.org/10.5194/npg-2020-26 |
_version_ |
1766019631332458496 |