Dynamic Time Warping of Paleomagnetic Secular Variation Data

We present and make publicly available a dynamic programming algorithm to simultaneously align the inclination and declination vector directions of sedimentary paleomagnetic secular variation data.This algorithmgenerates a library of possible alignments through the systematic variation of assumption...

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Bibliographic Details
Published in:Geophysical Journal International
Main Authors: Hagen, Cedric J, Reilly, Brendan T, Stoner, Joseph S, Creveling, Jessica R
Format: Article in Journal/Newspaper
Language:English
Published: Oxford University Press (OUP) 2020
Subjects:
Atlantic Ocean
Magnetostratigraphy
Palaeomagnetic secular variation
Palaeomagnetism
Statistical methods
North Atlantic
Online Access:https://archimer.ifremer.fr/doc/00601/71322/69749.pdf
https://archimer.ifremer.fr/doc/00601/71322/71223.pdf
https://doi.org/10.1093/gji/ggaa004
https://archimer.ifremer.fr/doc/00601/71322/
Description
Summary:We present and make publicly available a dynamic programming algorithm to simultaneously align the inclination and declination vector directions of sedimentary paleomagnetic secular variation data.This algorithmgenerates 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 paleomagnetist can then evaluate this library of reproducible and objective alignments using available geologic 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) 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.

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