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@ARTICLE{Rings:9700,
author = {Rings, J. and Huisman, J. A. and Vereecken, H.},
title = {{C}oupled hydrogeophysical parameter estimation using a
sequential {B}ayesian approach},
journal = {Hydrology and earth system sciences},
volume = {14},
issn = {1027-5606},
address = {Katlenburg-Lindau},
publisher = {EGU},
reportid = {PreJuSER-9700},
pages = {545 - 556},
year = {2010},
note = {We thank the reviewers for their constructive comments. J.
Rings thanks the BAW Karlsruhe for the possibility to take
measurements on the dike model and A. Scheuermann and A.
Bieberstein at the IBF, University of Karlsruhe, for
supporting the measurements. J. A. Huisman is supported by
grant HU1312/21 of the Deutsche Forschungsgemeinschaft.},
abstract = {Coupled hydrogeophysical methods infer hydrological and
petrophysical parameters directly from geophysical
measurements. Widespread methods do not explicitly recognize
uncertainty in parameter estimates. Therefore, we apply a
sequential Bayesian framework that provides updates of
state, parameters and their uncertainty whenever
measurements become available. We have coupled a
hydrological and an electrical resistivity tomography (ERT)
forward code in a particle filtering framework. First, we
analyze a synthetic data set of lysimeter infiltration
monitored with ERT. In a second step, we apply the approach
to field data measured during an infiltration event on a
full-scale dike model. For the synthetic data, the water
content distribution and the hydraulic conductivity are
accurately estimated after a few time steps. For the field
data, hydraulic parameters are successfully estimated from
water content measurements made with spatial time domain
reflectometry and ERT, and the development of their
posterior distributions is shown.},
keywords = {J (WoSType)},
cin = {ICG-4 / JARA-ENERGY / JARA-HPC},
ddc = {550},
cid = {I:(DE-Juel1)VDB793 / $I:(DE-82)080011_20140620$ /
$I:(DE-82)080012_20140620$},
pnm = {Terrestrische Umwelt},
pid = {G:(DE-Juel1)FUEK407},
shelfmark = {Geosciences, Multidisciplinary / Water Resources},
typ = {PUB:(DE-HGF)16},
UT = {WOS:000276178100012},
doi = {10.5194/hess-14-545-2010},
url = {https://juser.fz-juelich.de/record/9700},
}