Re-evaluating luminescence burial doses and bleaching of fluvial deposits using Bayesian computational statistics
The optically stimulated luminescence (OSL) signal from fluvial sediment often contains a remnant from the previous deposition cycle, leading to a partially bleached equivalent-dose distribution. Although identification of the burial dose is of primary concern, the degree of bleaching could potentia...
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doaj-db9d99caa0984ca6bb50058b0e9e42b82020-11-24T22:28:21ZengCopernicus PublicationsEarth Surface Dynamics2196-63112196-632X2015-01-0131556510.5194/esurf-3-55-2015Re-evaluating luminescence burial doses and bleaching of fluvial deposits using Bayesian computational statisticsA. C. Cunningham0J. Wallinga1N. Hobo2A. J. Versendaal3B. Makaske4H. Middelkoop5School of Geosciences, University of the Witwatersrand, Johannesburg, South AfricaSoil Geography and Landscape group & Netherlands Centre for Luminescence dating, Wageningen University, Wageningen, the NetherlandsSoil Geography and Landscape group & Netherlands Centre for Luminescence dating, Wageningen University, Wageningen, the NetherlandsSoil Geography and Landscape group & Netherlands Centre for Luminescence dating, Wageningen University, Wageningen, the NetherlandsSoil Geography and Landscape group & Netherlands Centre for Luminescence dating, Wageningen University, Wageningen, the NetherlandsDepartment of Physical Geography, Utrecht University, Utrecht, the NetherlandsThe optically stimulated luminescence (OSL) signal from fluvial sediment often contains a remnant from the previous deposition cycle, leading to a partially bleached equivalent-dose distribution. Although identification of the burial dose is of primary concern, the degree of bleaching could potentially provide insights into sediment transport processes. However, comparison of bleaching between samples is complicated by sample-to-sample variation in aliquot size and luminescence sensitivity. Here we begin development of an age model to account for these effects. With measurement data from multi-grain aliquots, we use Bayesian computational statistics to estimate the burial dose and bleaching parameters of the single-grain dose distribution. We apply the model to 46 samples taken from fluvial sediment of Rhine branches in the Netherlands, and compare the results with environmental predictor variables (depositional environment, texture, sample depth, depth relative to mean water level, dose rate). Although obvious correlations with predictor variables are absent, there is some suggestion that the best-bleached samples are found close to the modern mean water level, and that the extent of bleaching has changed over the recent past. We hypothesise that sediment deposited near the transition of channel to overbank deposits receives the most sunlight exposure, due to local reworking after deposition. However, nearly all samples are inferred to have at least some well-bleached grains, suggesting that bleaching also occurs during fluvial transport.http://www.earth-surf-dynam.net/3/55/2015/esurf-3-55-2015.pdf |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
A. C. Cunningham J. Wallinga N. Hobo A. J. Versendaal B. Makaske H. Middelkoop |
spellingShingle |
A. C. Cunningham J. Wallinga N. Hobo A. J. Versendaal B. Makaske H. Middelkoop Re-evaluating luminescence burial doses and bleaching of fluvial deposits using Bayesian computational statistics Earth Surface Dynamics |
author_facet |
A. C. Cunningham J. Wallinga N. Hobo A. J. Versendaal B. Makaske H. Middelkoop |
author_sort |
A. C. Cunningham |
title |
Re-evaluating luminescence burial doses and bleaching of fluvial deposits using Bayesian computational statistics |
title_short |
Re-evaluating luminescence burial doses and bleaching of fluvial deposits using Bayesian computational statistics |
title_full |
Re-evaluating luminescence burial doses and bleaching of fluvial deposits using Bayesian computational statistics |
title_fullStr |
Re-evaluating luminescence burial doses and bleaching of fluvial deposits using Bayesian computational statistics |
title_full_unstemmed |
Re-evaluating luminescence burial doses and bleaching of fluvial deposits using Bayesian computational statistics |
title_sort |
re-evaluating luminescence burial doses and bleaching of fluvial deposits using bayesian computational statistics |
publisher |
Copernicus Publications |
series |
Earth Surface Dynamics |
issn |
2196-6311 2196-632X |
publishDate |
2015-01-01 |
description |
The optically stimulated luminescence (OSL) signal from fluvial sediment
often contains a remnant from the previous deposition cycle, leading to a
partially bleached equivalent-dose distribution. Although identification of
the burial dose is of primary concern, the degree of bleaching could
potentially provide insights into sediment transport processes. However,
comparison of bleaching between samples is complicated by sample-to-sample
variation in aliquot size and luminescence sensitivity. Here we begin
development of an age model to account for these effects. With measurement
data from multi-grain aliquots, we use Bayesian computational statistics to
estimate the burial dose and bleaching parameters of the single-grain dose
distribution. We apply the model to 46 samples taken from fluvial sediment
of Rhine branches in the Netherlands, and compare the results with
environmental predictor variables (depositional environment, texture, sample
depth, depth relative to mean water level, dose rate). Although obvious
correlations with predictor variables are absent, there is some suggestion
that the best-bleached samples are found close to the modern mean water
level, and that the extent of bleaching has changed over the recent past. We
hypothesise that sediment deposited near the transition of channel to
overbank deposits receives the most sunlight exposure, due to local
reworking after deposition. However, nearly all samples are inferred to have
at least some well-bleached grains, suggesting that bleaching also occurs
during fluvial transport. |
url |
http://www.earth-surf-dynam.net/3/55/2015/esurf-3-55-2015.pdf |
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