Exploring Explanations of Subglacial Bedform Sizes Using Statistical Models.

Sediments beneath modern ice sheets exert a key control on their flow, but are largely inaccessible except through geophysics or boreholes. In contrast, palaeo-ice sheet beds are accessible, and typically characterised by numerous bedforms. However, the interaction between bedforms and ice flow is p...

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Published in:PLOS ONE
Main Authors: John K Hillier, Ioannis A Kougioumtzoglou, Chris R Stokes, Michael J Smith, Chris D Clark, Matteo S Spagnolo
Format: Article in Journal/Newspaper
Language:English
Published: Public Library of Science (PLoS) 2016
Subjects:
R
Q
Online Access:https://doi.org/10.1371/journal.pone.0159489
https://doaj.org/article/15195140b472426cb9c608346483d7e0
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spelling ftdoajarticles:oai:doaj.org/article:15195140b472426cb9c608346483d7e0 2023-05-15T16:40:26+02:00 Exploring Explanations of Subglacial Bedform Sizes Using Statistical Models. John K Hillier Ioannis A Kougioumtzoglou Chris R Stokes Michael J Smith Chris D Clark Matteo S Spagnolo 2016-01-01T00:00:00Z https://doi.org/10.1371/journal.pone.0159489 https://doaj.org/article/15195140b472426cb9c608346483d7e0 EN eng Public Library of Science (PLoS) http://europepmc.org/articles/PMC4961447?pdf=render https://doaj.org/toc/1932-6203 1932-6203 doi:10.1371/journal.pone.0159489 https://doaj.org/article/15195140b472426cb9c608346483d7e0 PLoS ONE, Vol 11, Iss 7, p e0159489 (2016) Medicine R Science Q article 2016 ftdoajarticles https://doi.org/10.1371/journal.pone.0159489 2022-12-31T06:27:52Z Sediments beneath modern ice sheets exert a key control on their flow, but are largely inaccessible except through geophysics or boreholes. In contrast, palaeo-ice sheet beds are accessible, and typically characterised by numerous bedforms. However, the interaction between bedforms and ice flow is poorly constrained and it is not clear how bedform sizes might reflect ice flow conditions. To better understand this link we present a first exploration of a variety of statistical models to explain the size distribution of some common subglacial bedforms (i.e., drumlins, ribbed moraine, MSGL). By considering a range of models, constructed to reflect key aspects of the physical processes, it is possible to infer that the size distributions are most effectively explained when the dynamics of ice-water-sediment interaction associated with bedform growth is fundamentally random. A 'stochastic instability' (SI) model, which integrates random bedform growth and shrinking through time with exponential growth, is preferred and is consistent with other observations of palaeo-bedforms and geophysical surveys of active ice sheets. Furthermore, we give a proof-of-concept demonstration that our statistical approach can bridge the gap between geomorphological observations and physical models, directly linking measurable size-frequency parameters to properties of ice sheet flow (e.g., ice velocity). Moreover, statistically developing existing models as proposed allows quantitative predictions to be made about sizes, making the models testable; a first illustration of this is given for a hypothesised repeat geophysical survey of bedforms under active ice. Thus, we further demonstrate the potential of size-frequency distributions of subglacial bedforms to assist the elucidation of subglacial processes and better constrain ice sheet models. Article in Journal/Newspaper Ice Sheet Directory of Open Access Journals: DOAJ Articles PLOS ONE 11 7 e0159489
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language English
topic Medicine
R
Science
Q
spellingShingle Medicine
R
Science
Q
John K Hillier
Ioannis A Kougioumtzoglou
Chris R Stokes
Michael J Smith
Chris D Clark
Matteo S Spagnolo
Exploring Explanations of Subglacial Bedform Sizes Using Statistical Models.
topic_facet Medicine
R
Science
Q
description Sediments beneath modern ice sheets exert a key control on their flow, but are largely inaccessible except through geophysics or boreholes. In contrast, palaeo-ice sheet beds are accessible, and typically characterised by numerous bedforms. However, the interaction between bedforms and ice flow is poorly constrained and it is not clear how bedform sizes might reflect ice flow conditions. To better understand this link we present a first exploration of a variety of statistical models to explain the size distribution of some common subglacial bedforms (i.e., drumlins, ribbed moraine, MSGL). By considering a range of models, constructed to reflect key aspects of the physical processes, it is possible to infer that the size distributions are most effectively explained when the dynamics of ice-water-sediment interaction associated with bedform growth is fundamentally random. A 'stochastic instability' (SI) model, which integrates random bedform growth and shrinking through time with exponential growth, is preferred and is consistent with other observations of palaeo-bedforms and geophysical surveys of active ice sheets. Furthermore, we give a proof-of-concept demonstration that our statistical approach can bridge the gap between geomorphological observations and physical models, directly linking measurable size-frequency parameters to properties of ice sheet flow (e.g., ice velocity). Moreover, statistically developing existing models as proposed allows quantitative predictions to be made about sizes, making the models testable; a first illustration of this is given for a hypothesised repeat geophysical survey of bedforms under active ice. Thus, we further demonstrate the potential of size-frequency distributions of subglacial bedforms to assist the elucidation of subglacial processes and better constrain ice sheet models.
format Article in Journal/Newspaper
author John K Hillier
Ioannis A Kougioumtzoglou
Chris R Stokes
Michael J Smith
Chris D Clark
Matteo S Spagnolo
author_facet John K Hillier
Ioannis A Kougioumtzoglou
Chris R Stokes
Michael J Smith
Chris D Clark
Matteo S Spagnolo
author_sort John K Hillier
title Exploring Explanations of Subglacial Bedform Sizes Using Statistical Models.
title_short Exploring Explanations of Subglacial Bedform Sizes Using Statistical Models.
title_full Exploring Explanations of Subglacial Bedform Sizes Using Statistical Models.
title_fullStr Exploring Explanations of Subglacial Bedform Sizes Using Statistical Models.
title_full_unstemmed Exploring Explanations of Subglacial Bedform Sizes Using Statistical Models.
title_sort exploring explanations of subglacial bedform sizes using statistical models.
publisher Public Library of Science (PLoS)
publishDate 2016
url https://doi.org/10.1371/journal.pone.0159489
https://doaj.org/article/15195140b472426cb9c608346483d7e0
genre Ice Sheet
genre_facet Ice Sheet
op_source PLoS ONE, Vol 11, Iss 7, p e0159489 (2016)
op_relation http://europepmc.org/articles/PMC4961447?pdf=render
https://doaj.org/toc/1932-6203
1932-6203
doi:10.1371/journal.pone.0159489
https://doaj.org/article/15195140b472426cb9c608346483d7e0
op_doi https://doi.org/10.1371/journal.pone.0159489
container_title PLOS ONE
container_volume 11
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