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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Main Authors: AlMomani, Abd AlRahman, Bollt, Erik
Format: Text
Language:English
Published: 2020
Subjects:
Online Access:https://doi.org/10.5194/npg-2020-26
https://npg.copernicus.org/preprints/npg-2020-26/
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spelling 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
institution 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
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