Combination of FEM and CMA‐ES algorithm for transmissivity identification in aquifer systems. Issue 2 (4th January 2018)
- Record Type:
- Journal Article
- Title:
- Combination of FEM and CMA‐ES algorithm for transmissivity identification in aquifer systems. Issue 2 (4th January 2018)
- Main Title:
- Combination of FEM and CMA‐ES algorithm for transmissivity identification in aquifer systems
- Authors:
- Smaoui, Hassan
Zouhri, Lahcen
Kaidi, Sami
Carlier, Erick - Abstract:
- Abstract: In this paper, we propose a coupling of a finite element model with a metaheuristic optimization algorithm for solving the inverse problem in groundwater flow (Darcy's equations). This coupling performed in 2 phases is based on the combination of 2 codes: This is theHySubF‐FEM code (hydrodynamic of subsurface flow by finite element method) used for the first phase allowing the calculation of the flow and theCMA‐ES code (covariance matrix adaptation evolution strategy) adopted in the second phase for the optimization process. The combination of these 2 codes was implemented to identify the transmissivity field of groundwater by knowing the hydraulic head in some point of the studied domain. The integrated optimization algorithmHySubF‐FEM/CMA‐ES has been validated successfully on a schematic case offering an analytical solution. As realistic application, the integrated optimization algorithmHySubF‐FEM/CMA‐ES was applied to a complex groundwater in the north of France to identify the transmissivity field. This application does not use zonation techniques but solves an optimization problem at each internal node of the mesh. The obtained results are considered excellent with high accuracy and fully consistent with the hydrogeological characteristics of the studied aquifer.However, the various numerical simulations performed in this paper have shown that theCMA‐ES algorithm is time‐consuming. Finally, the paper concludes that the proposed algorithm can be considered asAbstract: In this paper, we propose a coupling of a finite element model with a metaheuristic optimization algorithm for solving the inverse problem in groundwater flow (Darcy's equations). This coupling performed in 2 phases is based on the combination of 2 codes: This is theHySubF‐FEM code (hydrodynamic of subsurface flow by finite element method) used for the first phase allowing the calculation of the flow and theCMA‐ES code (covariance matrix adaptation evolution strategy) adopted in the second phase for the optimization process. The combination of these 2 codes was implemented to identify the transmissivity field of groundwater by knowing the hydraulic head in some point of the studied domain. The integrated optimization algorithmHySubF‐FEM/CMA‐ES has been validated successfully on a schematic case offering an analytical solution. As realistic application, the integrated optimization algorithmHySubF‐FEM/CMA‐ES was applied to a complex groundwater in the north of France to identify the transmissivity field. This application does not use zonation techniques but solves an optimization problem at each internal node of the mesh. The obtained results are considered excellent with high accuracy and fully consistent with the hydrogeological characteristics of the studied aquifer.However, the various numerical simulations performed in this paper have shown that theCMA‐ES algorithm is time‐consuming. Finally, the paper concludes that the proposed algorithm can be considered as an efficient tool for solving inverse problems in groundwater flow. … (more)
- Is Part Of:
- Hydrological processes. Volume 32:Issue 2(2018)
- Journal:
- Hydrological processes
- Issue:
- Volume 32:Issue 2(2018)
- Issue Display:
- Volume 32, Issue 2 (2018)
- Year:
- 2018
- Volume:
- 32
- Issue:
- 2
- Issue Sort Value:
- 2018-0032-0002-0000
- Page Start:
- 264
- Page End:
- 277
- Publication Date:
- 2018-01-04
- Subjects:
- CMA‐ES -- finite element -- Galerkin -- hydraulic head -- HySubF‐FEM code -- inverse problem -- optimization -- transmissivity
Hydrology -- Periodicals
Hydrology -- Research -- Periodicals
Hydrologic models -- Periodicals
Hydrological forecasting -- Periodicals
631.432 - Journal URLs:
- http://onlinelibrary.wiley.com/ ↗
- DOI:
- 10.1002/hyp.11412 ↗
- Languages:
- English
- ISSNs:
- 0885-6087
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 4347.625600
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 5710.xml