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Analyse de sensibilité et métamodélisation d'un outil de dimensionnement de bandes enherbées pour protéger les eaux de surface des pesticides

Authors :
Claire Lauvernet
Helbert, C.
Catalogne, C.
Carluer, N.
Munoz Carpena, R.
Milieux aquatiques, écologie et pollutions (UR MALY)
Institut national de recherche en sciences et technologies pour l'environnement et l'agriculture (IRSTEA)
Probabilités, statistique, physique mathématique (PSPM)
Institut Camille Jordan [Villeurbanne] (ICJ)
École Centrale de Lyon (ECL)
Université de Lyon-Université de Lyon-Université Claude Bernard Lyon 1 (UCBL)
Université de Lyon-Institut National des Sciences Appliquées de Lyon (INSA Lyon)
Université de Lyon-Institut National des Sciences Appliquées (INSA)-Institut National des Sciences Appliquées (INSA)-Université Jean Monnet [Saint-Étienne] (UJM)-Centre National de la Recherche Scientifique (CNRS)-École Centrale de Lyon (ECL)
Université de Lyon-Institut National des Sciences Appliquées (INSA)-Institut National des Sciences Appliquées (INSA)-Université Jean Monnet [Saint-Étienne] (UJM)-Centre National de la Recherche Scientifique (CNRS)
Department of Agricultural & Biological Engineering
University of Florida [Gainesville]
Université de Lyon-Université Jean Monnet [Saint-Étienne] (UJM)-Institut National des Sciences Appliquées de Lyon (INSA Lyon)
Université de Lyon-Institut National des Sciences Appliquées (INSA)-Institut National des Sciences Appliquées (INSA)-Centre National de la Recherche Scientifique (CNRS)-École Centrale de Lyon (ECL)
Université de Lyon-Institut National des Sciences Appliquées (INSA)-Institut National des Sciences Appliquées (INSA)-Centre National de la Recherche Scientifique (CNRS)
Department of Agricultural and Biological Engineering [Gainesville] (UF|ABE)
Institute of Food and Agricultural Sciences [Gainesville] (UF|IFAS)
University of Florida [Gainesville] (UF)-University of Florida [Gainesville] (UF)
Source :
Sensitivity Analysis of Model Output (SAMO) PROCEEDINGS, 8th International conference on sensitivity analysis of model output, 8th International conference on sensitivity analysis of model output, Nov 2016, La Réunion, France. pp.58-60, HAL
Publication Year :
2016
Publisher :
HAL CCSD, 2016.

Abstract

International conference on sensitivity analysis of model output, La Réunion, FRA, 30-/11/2016 - 03/12/2016; International audience; Irstea developed a methodology which allows designing site-specific VFS by simulating their efficiency to limit transfers among a hillslope. The modeling toolkit BUVARD (BUffer strip for runoff Attenuation and pesticides Retention Design tool) consists in several steps like analyzing the watershed and its characteristics (soil, climate, cultural practices), and running dynamical models, in particular the mechanistic model VFSMOD (Munoz-Carpena et al., 1999). At the end this toolkit delivers the optimal VFS width considering the needed filter efficiency (for example, 70% of runoff reduction).The present study aims at making possible to simplify this very complete method, to determine its sensitivity to input parameters in new climatic and agronomic conditions by reducing the computational cost of the modeling toolkit. A metamodel (or surrogate model) developed on local conditions would allow to perform GSA with low cost yet ensuring it is based on physics. It would help users understanding the most important processes in the VFS they want to design and would increase the operational scope of the modeling toolkit. We performed a much smaller sampling of input parameters using the Latin Hypercube Sampling method optimized with a maximin criteria. The metamodel is then be based on a Kriging approach with a very good quality of prediction. It is a promising tool to perform uncertainty analysis and sensitivity analysis at alow cost.

Details

Language :
English
Database :
OpenAIRE
Journal :
Sensitivity Analysis of Model Output (SAMO) PROCEEDINGS, 8th International conference on sensitivity analysis of model output, 8th International conference on sensitivity analysis of model output, Nov 2016, La Réunion, France. pp.58-60, HAL
Accession number :
edsair.dedup.wf.001..98dc5f93594b4729da234dbd76179352