Conceptualization and Calibration of Anisotropic Alluvial Systems: Pitfalls and Biases. Issue 3 (5th July 2018)
- Record Type:
- Journal Article
- Title:
- Conceptualization and Calibration of Anisotropic Alluvial Systems: Pitfalls and Biases. Issue 3 (5th July 2018)
- Main Title:
- Conceptualization and Calibration of Anisotropic Alluvial Systems: Pitfalls and Biases
- Authors:
- Gianni, Guillaume
Doherty, John
Brunner, Philip - Abstract:
- Abstract: Physical properties of alluvial environments typically feature a high degree of anisotropy and are characterized by dynamic interactions between the surface and the subsurface. Hydrogeological models are often calibrated under the assumptions of isotropic hydraulic conductivity fields and steady‐state conditions. We aim at understanding how these simplifications affect predictions of the water table using physically based models and advanced calibration and uncertainty analysis approaches based on singular value decomposition and Bayesian analysis. Specifically, we present an analysis of the information content provided by steady‐state hydraulic data compared to transient data with respect to the estimation of aquifer and riverbed hydraulic properties. We show that assuming isotropy or fixed anisotropy may generate biases both in the estimation of aquifer and riverbed parameters as well as in the predictive uncertainty of the water table. We further demonstrate that the information content provided by steady‐state hydraulic heads is insufficient to jointly estimate the aquifer anisotropy together with the aquifer and riverbed hydraulic conductivities and that transient data can help to reduce the predictive uncertainty to a greater extent. The outcomes of the synthetic analysis are applied to the calibration of a dynamic and anisotropic alluvial aquifer in Switzerland (The Rhône River). The results of the synthetic and real world modeling and calibration exercisesAbstract: Physical properties of alluvial environments typically feature a high degree of anisotropy and are characterized by dynamic interactions between the surface and the subsurface. Hydrogeological models are often calibrated under the assumptions of isotropic hydraulic conductivity fields and steady‐state conditions. We aim at understanding how these simplifications affect predictions of the water table using physically based models and advanced calibration and uncertainty analysis approaches based on singular value decomposition and Bayesian analysis. Specifically, we present an analysis of the information content provided by steady‐state hydraulic data compared to transient data with respect to the estimation of aquifer and riverbed hydraulic properties. We show that assuming isotropy or fixed anisotropy may generate biases both in the estimation of aquifer and riverbed parameters as well as in the predictive uncertainty of the water table. We further demonstrate that the information content provided by steady‐state hydraulic heads is insufficient to jointly estimate the aquifer anisotropy together with the aquifer and riverbed hydraulic conductivities and that transient data can help to reduce the predictive uncertainty to a greater extent. The outcomes of the synthetic analysis are applied to the calibration of a dynamic and anisotropic alluvial aquifer in Switzerland (The Rhône River). The results of the synthetic and real world modeling and calibration exercises documented herein provide insight on future data acquisition as well as modeling and calibration strategies for these environments. They also provide an incentive for evaluation and estimation of commonly made simplifying assumptions in order to prevent underestimation of the predictive uncertainty. Abstract : Article impact statement : Assuming isotropy or fixed anisotropy may generate biases in the estimation of hydraulic parameters and predictive uncertainty. … (more)
- Is Part Of:
- Ground water. Volume 57:Issue 3(2019)
- Journal:
- Ground water
- Issue:
- Volume 57:Issue 3(2019)
- Issue Display:
- Volume 57, Issue 3 (2019)
- Year:
- 2019
- Volume:
- 57
- Issue:
- 3
- Issue Sort Value:
- 2019-0057-0003-0000
- Page Start:
- 409
- Page End:
- 419
- Publication Date:
- 2018-07-05
- Subjects:
- Groundwater -- Periodicals
Wells -- Periodicals
Eau souterraine -- Périodiques
Puits -- Périodiques
Grondwater
Eau souterraine
Puits
Electronic journals
Périodique électronique (Descripteur de forme)
Ressource Internet (Descripteur de forme)
551.49 - Journal URLs:
- http://onlinelibrary.wiley.com/journal/10.1111/(ISSN)1745-6584 ↗
http://onlinelibrary.wiley.com/ ↗
http://onlinelibrary.wiley.com/journal/10.1111/(ISSN)1745-6584 ↗
http://www.blackwell-synergy.com/loi/gwat ↗
http://www.umi.com/proquest ↗ - DOI:
- 10.1111/gwat.12802 ↗
- Languages:
- English
- ISSNs:
- 0017-467X
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 4219.450000
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 10111.xml