Automated ice-core layer-counting with strong univariate signals

We present an automated process for determining the annual layer chronology of an ice-core with a strong annual signal, utilising the hydrogen peroxide record from an Antarctic Peninsula ice-core as a test signal on which to count annual cycles and explain the methods. The signal is de-trended and n...

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Published in:Climate of the Past
Main Authors: Wheatley, J.J., Blackwell, P.G., Abram, N.J., McConnell, J.R., Thomas, E.R., Wolff, E.W.
Format: Article in Journal/Newspaper
Language:English
Published: Copernicus Publications 2012
Subjects:
Online Access:http://nora.nerc.ac.uk/id/eprint/18405/
https://nora.nerc.ac.uk/id/eprint/18405/1/cp-8-1869-2012.pdf
http://www.clim-past.net/8/1869/2012/cp-8-1869-2012.pdf
id ftnerc:oai:nora.nerc.ac.uk:18405
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spelling ftnerc:oai:nora.nerc.ac.uk:18405 2023-05-15T13:45:12+02:00 Automated ice-core layer-counting with strong univariate signals Wheatley, J.J. Blackwell, P.G. Abram, N.J. McConnell, J.R. Thomas, E.R. Wolff, E.W. 2012 text http://nora.nerc.ac.uk/id/eprint/18405/ https://nora.nerc.ac.uk/id/eprint/18405/1/cp-8-1869-2012.pdf http://www.clim-past.net/8/1869/2012/cp-8-1869-2012.pdf en eng Copernicus Publications https://nora.nerc.ac.uk/id/eprint/18405/1/cp-8-1869-2012.pdf Wheatley, J.J.; Blackwell, P.G.; Abram, N.J.; McConnell, J.R.; Thomas, E.R. orcid:0000-0002-3010-6493 Wolff, E.W. 2012 Automated ice-core layer-counting with strong univariate signals. Climate of the Past, 8 (6). 1869-1879. https://doi.org/10.5194/cp-8-1869-2012 <https://doi.org/10.5194/cp-8-1869-2012> Chemistry Publication - Article PeerReviewed 2012 ftnerc https://doi.org/10.5194/cp-8-1869-2012 2023-02-04T19:31:42Z We present an automated process for determining the annual layer chronology of an ice-core with a strong annual signal, utilising the hydrogen peroxide record from an Antarctic Peninsula ice-core as a test signal on which to count annual cycles and explain the methods. The signal is de-trended and normalised before being split into sections with a deterministic cycle count and those that need more attention. Possible reconstructions for the uncertain sections are determined which could be used as a visual aid for manual counting, and a simple method for assigning probability measures to each reconstruction is discussed. The robustness of this process is explored by applying it to versions of two different chemistry signals from the same stretch of the NGRIP (North Greenland Ice Core Project) ice-core, which shows more variation in annual layer thickness, with and without thinning to mimic poorer quality data. An adapted version of these methods is applied to the more challenging non-sea-salt sulphur signal from the same Antarctic Peninsula core from which the hydrogen peroxide signal was taken. These methods could readily be adapted for use on much longer datasets, thereby reducing manual effort and providing a robust automated layer-counting methodology. Article in Journal/Newspaper Antarc* Antarctic Antarctic Peninsula Greenland Greenland ice core Greenland Ice core Project ice core NGRIP North Greenland North Greenland Ice Core Project Natural Environment Research Council: NERC Open Research Archive Antarctic Antarctic Peninsula Greenland Climate of the Past 8 6 1869 1879
institution Open Polar
collection Natural Environment Research Council: NERC Open Research Archive
op_collection_id ftnerc
language English
topic Chemistry
spellingShingle Chemistry
Wheatley, J.J.
Blackwell, P.G.
Abram, N.J.
McConnell, J.R.
Thomas, E.R.
Wolff, E.W.
Automated ice-core layer-counting with strong univariate signals
topic_facet Chemistry
description We present an automated process for determining the annual layer chronology of an ice-core with a strong annual signal, utilising the hydrogen peroxide record from an Antarctic Peninsula ice-core as a test signal on which to count annual cycles and explain the methods. The signal is de-trended and normalised before being split into sections with a deterministic cycle count and those that need more attention. Possible reconstructions for the uncertain sections are determined which could be used as a visual aid for manual counting, and a simple method for assigning probability measures to each reconstruction is discussed. The robustness of this process is explored by applying it to versions of two different chemistry signals from the same stretch of the NGRIP (North Greenland Ice Core Project) ice-core, which shows more variation in annual layer thickness, with and without thinning to mimic poorer quality data. An adapted version of these methods is applied to the more challenging non-sea-salt sulphur signal from the same Antarctic Peninsula core from which the hydrogen peroxide signal was taken. These methods could readily be adapted for use on much longer datasets, thereby reducing manual effort and providing a robust automated layer-counting methodology.
format Article in Journal/Newspaper
author Wheatley, J.J.
Blackwell, P.G.
Abram, N.J.
McConnell, J.R.
Thomas, E.R.
Wolff, E.W.
author_facet Wheatley, J.J.
Blackwell, P.G.
Abram, N.J.
McConnell, J.R.
Thomas, E.R.
Wolff, E.W.
author_sort Wheatley, J.J.
title Automated ice-core layer-counting with strong univariate signals
title_short Automated ice-core layer-counting with strong univariate signals
title_full Automated ice-core layer-counting with strong univariate signals
title_fullStr Automated ice-core layer-counting with strong univariate signals
title_full_unstemmed Automated ice-core layer-counting with strong univariate signals
title_sort automated ice-core layer-counting with strong univariate signals
publisher Copernicus Publications
publishDate 2012
url http://nora.nerc.ac.uk/id/eprint/18405/
https://nora.nerc.ac.uk/id/eprint/18405/1/cp-8-1869-2012.pdf
http://www.clim-past.net/8/1869/2012/cp-8-1869-2012.pdf
geographic Antarctic
Antarctic Peninsula
Greenland
geographic_facet Antarctic
Antarctic Peninsula
Greenland
genre Antarc*
Antarctic
Antarctic Peninsula
Greenland
Greenland ice core
Greenland Ice core Project
ice core
NGRIP
North Greenland
North Greenland Ice Core Project
genre_facet Antarc*
Antarctic
Antarctic Peninsula
Greenland
Greenland ice core
Greenland Ice core Project
ice core
NGRIP
North Greenland
North Greenland Ice Core Project
op_relation https://nora.nerc.ac.uk/id/eprint/18405/1/cp-8-1869-2012.pdf
Wheatley, J.J.; Blackwell, P.G.; Abram, N.J.; McConnell, J.R.; Thomas, E.R. orcid:0000-0002-3010-6493
Wolff, E.W. 2012 Automated ice-core layer-counting with strong univariate signals. Climate of the Past, 8 (6). 1869-1879. https://doi.org/10.5194/cp-8-1869-2012 <https://doi.org/10.5194/cp-8-1869-2012>
op_doi https://doi.org/10.5194/cp-8-1869-2012
container_title Climate of the Past
container_volume 8
container_issue 6
container_start_page 1869
op_container_end_page 1879
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