Dynamic time warping of palaeomagnetic secular variation data
SUMMARY We present and make publicly available a dynamic programming algorithm to simultaneously align the inclination and declination vector directions of sedimentary palaeomagnetic secular variation data. This algorithm generates a library of possible alignments through the systematic variation of...
Published in: | Geophysical Journal International |
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Oxford University Press (OUP)
2020
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Online Access: | http://dx.doi.org/10.1093/gji/ggaa004 http://academic.oup.com/gji/advance-article-pdf/doi/10.1093/gji/ggaa004/31776806/ggaa004.pdf http://academic.oup.com/gji/article-pdf/221/1/706/36181520/ggaa004.pdf |
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croxfordunivpr:10.1093/gji/ggaa004 2023-10-29T02:38:21+01:00 Dynamic time warping of palaeomagnetic secular variation data Hagen, Cedric J Reilly, Brendan T Stoner, Joseph S Creveling, Jessica R National Science Foundation American Research Center in Sofia Oregon State University 2020 http://dx.doi.org/10.1093/gji/ggaa004 http://academic.oup.com/gji/advance-article-pdf/doi/10.1093/gji/ggaa004/31776806/ggaa004.pdf http://academic.oup.com/gji/article-pdf/221/1/706/36181520/ggaa004.pdf en eng Oxford University Press (OUP) https://academic.oup.com/journals/pages/open_access/funder_policies/chorus/standard_publication_model Geophysical Journal International volume 221, issue 1, page 706-721 ISSN 0956-540X 1365-246X Geochemistry and Petrology Geophysics journal-article 2020 croxfordunivpr https://doi.org/10.1093/gji/ggaa004 2023-09-29T10:54:08Z SUMMARY We present and make publicly available a dynamic programming algorithm to simultaneously align the inclination and declination vector directions of sedimentary palaeomagnetic secular variation data. This algorithm generates a library of possible alignments through the systematic variation of assumptions about the relative accumulation rate and shared temporal overlap of two or more time-series. The palaeomagnetist can then evaluate this library of reproducible and objective alignments using available geological constraints, statistical methods and expert knowledge. We apply the algorithm to align previously (visually) correlated medium to high accumulation rate northern North Atlantic Holocene deposits (101–102 cm ka–1) with strong radiocarbon control. The algorithm generates plausible alignments that largely conform with radiocarbon and magnetic acquisition process uncertainty. These alignments illustrate the strengths and limitations of this numerical approach. Article in Journal/Newspaper North Atlantic Oxford University Press (via Crossref) Geophysical Journal International 221 1 706 721 |
institution |
Open Polar |
collection |
Oxford University Press (via Crossref) |
op_collection_id |
croxfordunivpr |
language |
English |
topic |
Geochemistry and Petrology Geophysics |
spellingShingle |
Geochemistry and Petrology Geophysics Hagen, Cedric J Reilly, Brendan T Stoner, Joseph S Creveling, Jessica R Dynamic time warping of palaeomagnetic secular variation data |
topic_facet |
Geochemistry and Petrology Geophysics |
description |
SUMMARY We present and make publicly available a dynamic programming algorithm to simultaneously align the inclination and declination vector directions of sedimentary palaeomagnetic secular variation data. This algorithm generates a library of possible alignments through the systematic variation of assumptions about the relative accumulation rate and shared temporal overlap of two or more time-series. The palaeomagnetist can then evaluate this library of reproducible and objective alignments using available geological constraints, statistical methods and expert knowledge. We apply the algorithm to align previously (visually) correlated medium to high accumulation rate northern North Atlantic Holocene deposits (101–102 cm ka–1) with strong radiocarbon control. The algorithm generates plausible alignments that largely conform with radiocarbon and magnetic acquisition process uncertainty. These alignments illustrate the strengths and limitations of this numerical approach. |
author2 |
National Science Foundation American Research Center in Sofia Oregon State University |
format |
Article in Journal/Newspaper |
author |
Hagen, Cedric J Reilly, Brendan T Stoner, Joseph S Creveling, Jessica R |
author_facet |
Hagen, Cedric J Reilly, Brendan T Stoner, Joseph S Creveling, Jessica R |
author_sort |
Hagen, Cedric J |
title |
Dynamic time warping of palaeomagnetic secular variation data |
title_short |
Dynamic time warping of palaeomagnetic secular variation data |
title_full |
Dynamic time warping of palaeomagnetic secular variation data |
title_fullStr |
Dynamic time warping of palaeomagnetic secular variation data |
title_full_unstemmed |
Dynamic time warping of palaeomagnetic secular variation data |
title_sort |
dynamic time warping of palaeomagnetic secular variation data |
publisher |
Oxford University Press (OUP) |
publishDate |
2020 |
url |
http://dx.doi.org/10.1093/gji/ggaa004 http://academic.oup.com/gji/advance-article-pdf/doi/10.1093/gji/ggaa004/31776806/ggaa004.pdf http://academic.oup.com/gji/article-pdf/221/1/706/36181520/ggaa004.pdf |
genre |
North Atlantic |
genre_facet |
North Atlantic |
op_source |
Geophysical Journal International volume 221, issue 1, page 706-721 ISSN 0956-540X 1365-246X |
op_rights |
https://academic.oup.com/journals/pages/open_access/funder_policies/chorus/standard_publication_model |
op_doi |
https://doi.org/10.1093/gji/ggaa004 |
container_title |
Geophysical Journal International |
container_volume |
221 |
container_issue |
1 |
container_start_page |
706 |
op_container_end_page |
721 |
_version_ |
1781064303189688320 |