Sobol Global Sensitivity Analysis of a Coupled Surface/Subsurface Water Flow and Reactive Solute Transfer Model on a Real Hillslope
The migration and fate of pesticides in natural environments is highly complex. At the hillslope scale, the quantification of contaminant fluxes and concentrations requires a physically based model. This class of model has recently been extended to include coupling between the surface and the subsur...
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doaj-3d76a109225f4151968eec39d7fd5a0e2020-11-25T02:39:53ZengMDPI AGWater2073-44412019-12-0112112110.3390/w12010121w12010121Sobol Global Sensitivity Analysis of a Coupled Surface/Subsurface Water Flow and Reactive Solute Transfer Model on a Real HillslopeLaura Gatel0Claire Lauvernet1Nadia Carluer2Sylvain Weill3Claudio Paniconi4Irstea, 5 rue de la Doua, 69100 Villeurbanne, FranceIrstea, 5 rue de la Doua, 69100 Villeurbanne, FranceIrstea, 5 rue de la Doua, 69100 Villeurbanne, FranceLHyGeS, 1 rue Blessig, 67084 Strasbourg, FranceINRS-ETE, Université du Québec, 490 rue de la Couronne, Quebec City, QC G1K 9A9, CanadaThe migration and fate of pesticides in natural environments is highly complex. At the hillslope scale, the quantification of contaminant fluxes and concentrations requires a physically based model. This class of model has recently been extended to include coupling between the surface and the subsurface domains for both the water flow and solute transport regimes. Due to their novelty, the relative importance of and interactions between the main model parameters has not yet been fully investigated. In this study, a global Sobol sensitivity analysis is performed on a vineyard hillslope for a one hour intensive rain event with the CATHY (CATchment HYdrology) integrated surface/subsurface model. The event-based simulation involves runoff generation, infiltration, surface and subsurface solute transfers, and shallow groundwater flow. The results highlight the importance of the saturated hydraulic conductivity <inline-formula> <math display="inline"> <semantics> <msub> <mi>K</mi> <mi>s</mi> </msub> </semantics> </math> </inline-formula> and the retention curve shape parameter <i>n</i> and they reveal a strong role for parameter interactions associated with the exchange processes represented in the model. The mass conservation errors generated by the model are lower than 1% in 99.7% of the simulations. Boostrapping analysis of sampling methods and errors associated with the Sobol indices highlights the relevance of choosing a large sampling size (at least N = 1000) and raises issues associated with rare but extreme output results.https://www.mdpi.com/2073-4441/12/1/121global sensitivity analysiscathy modelsurface/subsurface hydrologyreactive solute transferpesticideshillslope scalesobol indicesuncertainty analysis |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Laura Gatel Claire Lauvernet Nadia Carluer Sylvain Weill Claudio Paniconi |
spellingShingle |
Laura Gatel Claire Lauvernet Nadia Carluer Sylvain Weill Claudio Paniconi Sobol Global Sensitivity Analysis of a Coupled Surface/Subsurface Water Flow and Reactive Solute Transfer Model on a Real Hillslope Water global sensitivity analysis cathy model surface/subsurface hydrology reactive solute transfer pesticides hillslope scale sobol indices uncertainty analysis |
author_facet |
Laura Gatel Claire Lauvernet Nadia Carluer Sylvain Weill Claudio Paniconi |
author_sort |
Laura Gatel |
title |
Sobol Global Sensitivity Analysis of a Coupled Surface/Subsurface Water Flow and Reactive Solute Transfer Model on a Real Hillslope |
title_short |
Sobol Global Sensitivity Analysis of a Coupled Surface/Subsurface Water Flow and Reactive Solute Transfer Model on a Real Hillslope |
title_full |
Sobol Global Sensitivity Analysis of a Coupled Surface/Subsurface Water Flow and Reactive Solute Transfer Model on a Real Hillslope |
title_fullStr |
Sobol Global Sensitivity Analysis of a Coupled Surface/Subsurface Water Flow and Reactive Solute Transfer Model on a Real Hillslope |
title_full_unstemmed |
Sobol Global Sensitivity Analysis of a Coupled Surface/Subsurface Water Flow and Reactive Solute Transfer Model on a Real Hillslope |
title_sort |
sobol global sensitivity analysis of a coupled surface/subsurface water flow and reactive solute transfer model on a real hillslope |
publisher |
MDPI AG |
series |
Water |
issn |
2073-4441 |
publishDate |
2019-12-01 |
description |
The migration and fate of pesticides in natural environments is highly complex. At the hillslope scale, the quantification of contaminant fluxes and concentrations requires a physically based model. This class of model has recently been extended to include coupling between the surface and the subsurface domains for both the water flow and solute transport regimes. Due to their novelty, the relative importance of and interactions between the main model parameters has not yet been fully investigated. In this study, a global Sobol sensitivity analysis is performed on a vineyard hillslope for a one hour intensive rain event with the CATHY (CATchment HYdrology) integrated surface/subsurface model. The event-based simulation involves runoff generation, infiltration, surface and subsurface solute transfers, and shallow groundwater flow. The results highlight the importance of the saturated hydraulic conductivity <inline-formula> <math display="inline"> <semantics> <msub> <mi>K</mi> <mi>s</mi> </msub> </semantics> </math> </inline-formula> and the retention curve shape parameter <i>n</i> and they reveal a strong role for parameter interactions associated with the exchange processes represented in the model. The mass conservation errors generated by the model are lower than 1% in 99.7% of the simulations. Boostrapping analysis of sampling methods and errors associated with the Sobol indices highlights the relevance of choosing a large sampling size (at least N = 1000) and raises issues associated with rare but extreme output results. |
topic |
global sensitivity analysis cathy model surface/subsurface hydrology reactive solute transfer pesticides hillslope scale sobol indices uncertainty analysis |
url |
https://www.mdpi.com/2073-4441/12/1/121 |
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