Dynamic Time Warping of Paleomagnetic Secular Variation Data

Type Article
Date 2020-04
Language English
Author(s) Hagen Cedric J1, Reilly Brendan T1, Stoner Joseph S1, Creveling Jessica R1
Affiliation(s) 1 : College of Earth, Ocean, and Atmospheric Sciences, Oregon State University, Corvallis, OR 97330, USA
Source Geophysical Journal International (0956-540X) (Oxford University Press (OUP)), 2020-04 , Vol. 221 , N. 1 , P. 706-721
DOI 10.1093/gji/ggaa004
WOS© Times Cited 1
Keyword(s) Atlantic Ocean, Magnetostratigraphy, Palaeomagnetic secular variation, Palaeomagnetism, Statistical methods
Abstract

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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