DocumentCode
1878036
Title
Use of Numerical Groundwater Modeling to Evaluate Uncertainty in Conceptual Models of Recharge and Hydrostratigraphy
Author
Pohlmann, K. ; Ye, M. ; Pohlll, G. ; Chapman, J.
Author_Institution
Desert Res. Inst., Reno
fYear
2007
fDate
1-2 June 2007
Firstpage
1
Lastpage
5
Abstract
The uncertainty associated with multiple conceptual models of groundwater recharge and subsurface hydrostratigraphy and the impacts of this uncertainty on predictions made by a regional groundwater flow model is quantitatively evaluated. The composite prediction formally incorporates the uncertainty in the alternative input models using maximum likelihood Bayesian model averaging. The alternative models are weighted by model probability, which is the degree of belief that a model is more plausible given available prior information and site measurements. Flow predictions are found to be more sensitive to hydrostratigraphy than to recharge. Furthermore, posterior model uncertainty is dominated by inter-model variance as opposed to intra-model variance, indicating that conceptual model uncertainty has greater impact on the results than parametric uncertainty. Without consideration of conceptual model uncertainty, uncertainty in the flow predictions would be significantly underestimated.
Keywords
Bayes methods; groundwater; hydrological techniques; maximum likelihood estimation; conceptual model uncertainty; flow prediction; groundwater recharge models; intermodel variance; intramodel variance; maximum likelihood Bayesian model averaging; model probability; numerical groundwater modeling; parametric uncertainty; regional groundwater flow model; subsurface hydrostratigraphy models; Bayesian methods; Boundary conditions; Fluid flow measurement; Geologic measurements; Geology; Numerical models; Predictive models; Testing; Time measurement; Uncertainty;
fLanguage
English
Publisher
ieee
Conference_Titel
Technology and Society, 2007. ISTAS 2007. IEEE International Symposium on
Conference_Location
Las Vegas, NV
Print_ISBN
978-1-4244-0587-9
Electronic_ISBN
978-1-4244-0587-9
Type
conf
DOI
10.1109/ISTAS.2007.4362229
Filename
4362229
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