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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Main Authors: A. C. Cunningham, J. Wallinga, N. Hobo, A. J. Versendaal, B. Makaske, H. Middelkoop
Format: Article
Language:English
Published: Copernicus Publications 2015-01-01
Series:Earth Surface Dynamics
Online Access:http://www.earth-surf-dynam.net/3/55/2015/esurf-3-55-2015.pdf
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spelling 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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