Skip to main content

Research Repository

Advanced Search

Volcanic ash fall events identified using principal component analysis of a high-resolution speleothem trace element dataset

Jamieson, R.A.; Baldini, J.U.L.; Frappier, A.B.; Müller, W.

Volcanic ash fall events identified using principal component analysis of a high-resolution speleothem trace element dataset Thumbnail


Authors

R.A. Jamieson

A.B. Frappier

W. Müller



Abstract

Large multivariate trace element datasets produced by LA-ICP-MS speleothem analysis can pose difficulties for analysis and interpretation. Processes acting on various timescales and magnitudes affect trace element concentrations, and deconvolving the most important controls is often complex. Here Principal Component Analysis (PCA) is applied to identify the modes and timings of variation which best explain the overall variability in an exceptionally high-resolution (10 μm vertical resolution) multivariate trace element record produced by LA-ICP-MS from a modern (1979–2001) Belizean stalagmite with excellent age control. Principal Component 1 (PC1) in this dataset is defined by a weak correlation between multiple elements, and may reflect non-carbonate material incorporated within the speleothem. Elevated PC1 scores in ATM-7 occur following regional volcanic eruptions with ash clouds extending over the cave site, as demonstrated using NASA remote sensing data from the Total Ozone Mapping Spectrometer and HYSPLIT trajectory modelling. Spikes in PC1 occur at the beginning of the wet season, and this may reflect a seasonal flushing event that transports volcanogenic material through the karst and incorporates it within the speleothem. Our results suggest that PCA can simplify exploration of large laser ablation datasets, and that PCA is a valuable tool for identifying the dominant controls on stalagmite trace element chemistry. Future studies should evaluate how transferable this technique is to other sites with different environmental conditions where volcanic ashfall has occurred. This research potentially adds tephrochronology to the stalagmite dating toolkit or, conversely, opens the door to using stalagmites to identify previously unknown or uncertainly dated eruptions.

Citation

Jamieson, R., Baldini, J., Frappier, A., & Müller, W. (2015). Volcanic ash fall events identified using principal component analysis of a high-resolution speleothem trace element dataset. Earth and Planetary Science Letters, 426, 36-45. https://doi.org/10.1016/j.epsl.2015.06.014

Journal Article Type Article
Acceptance Date Jun 5, 2015
Publication Date Sep 15, 2015
Deposit Date Jun 22, 2015
Publicly Available Date Jun 19, 2016
Journal Earth and Planetary Science Letters
Print ISSN 0012-821X
Publisher Elsevier
Peer Reviewed Peer Reviewed
Volume 426
Pages 36-45
DOI https://doi.org/10.1016/j.epsl.2015.06.014
Keywords Stalagmite, Principal component analysis, Volcanic ash, El Chichón, LA-ICP-MS.

Files

Accepted Journal Article (1.2 Mb)
PDF

Copyright Statement
NOTICE: this is the author’s version of a work that was accepted for publication in Earth and Planetary Science Letters. Changes resulting from the publishing process, such as peer review, editing, corrections, structural formatting, and other quality control mechanisms may not be reflected in this document. Changes may have been made to this work since it was submitted for publication. A definitive version was subsequently published in Earth and Planetary Science Letters, 426, 15 September 2015, 10.1016/j.epsl.2015.06.014.





You might also like



Downloadable Citations