Articles | Volume 24, issue 6
https://doi.org/10.5194/hess-24-3189-2020
© Author(s) 2020. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
https://doi.org/10.5194/hess-24-3189-2020
© Author(s) 2020. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
Research article
| 
19 Jun 2020
Research article |
| 19 Jun 2020
| 19 Jun 2020
Multi-objective calibration by combination of stochastic and gradient-like parameter generation rules – the caRamel algorithm
EDF R&D LNHE – Laboratoire National d'Hydraulique et Environnement, Chatou, 78400, France
Fabrice Zaoui
EDF R&D LNHE – Laboratoire National d'Hydraulique et Environnement, Chatou, 78400, France
Nicolas Le Moine
UMR 7619 Metis (SU/CNRS/EPHE), Sorbonne Université, 4 Place Jussieu, Paris, 75005, France
Frédéric Hendrickx
EDF R&D LNHE – Laboratoire National d'Hydraulique et Environnement, Chatou, 78400, France
Viewed
Total article views: 4,533 (including HTML, PDF, and XML)
Cumulative views and downloads
(calculated since 05 Jul 2019)
| HTML | XML | Total | BibTeX | EndNote | |
|---|---|---|---|---|---|
| 3,046 | 1,405 | 82 | 4,533 | 65 | 77 |
- HTML: 3,046
- PDF: 1,405
- XML: 82
- Total: 4,533
- BibTeX: 65
- EndNote: 77
Total article views: 3,107 (including HTML, PDF, and XML)
Cumulative views and downloads
(calculated since 19 Jun 2020)
| HTML | XML | Total | BibTeX | EndNote | |
|---|---|---|---|---|---|
| 2,225 | 808 | 74 | 3,107 | 59 | 71 |
- HTML: 2,225
- PDF: 808
- XML: 74
- Total: 3,107
- BibTeX: 59
- EndNote: 71
Total article views: 1,426 (including HTML, PDF, and XML)
Cumulative views and downloads
(calculated since 05 Jul 2019)
| HTML | XML | Total | BibTeX | EndNote | |
|---|---|---|---|---|---|
| 821 | 597 | 8 | 1,426 | 6 | 6 |
- HTML: 821
- PDF: 597
- XML: 8
- Total: 1,426
- BibTeX: 6
- EndNote: 6
Viewed (geographical distribution)
Total article views: 4,533 (including HTML, PDF, and XML)
Thereof 3,754 with geography defined
and 779 with unknown origin.
Total article views: 3,107 (including HTML, PDF, and XML)
Thereof 2,664 with geography defined
and 443 with unknown origin.
Total article views: 1,426 (including HTML, PDF, and XML)
Thereof 1,090 with geography defined
and 336 with unknown origin.
| Country | # | Views | % |
|---|
| Country | # | Views | % |
|---|
| Country | # | Views | % |
|---|
| Total: | 0 |
| HTML: | 0 |
| PDF: | 0 |
| XML: | 0 |
- 1
1
| Total: | 0 |
| HTML: | 0 |
| PDF: | 0 |
| XML: | 0 |
- 1
1
| Total: | 0 |
| HTML: | 0 |
| PDF: | 0 |
| XML: | 0 |
- 1
1
Cited
22 citations as recorded by crossref.
- Tropical mixed-species plantations can outperform monocultures in terms of carbon sequestration and economic return A. Pinnschmidt et al. 10.1016/j.ecolecon.2023.107885
- Transformation and Leaching Simulation of 6:2 and 8:2 diPAP and Related Metabolites in Unsaturated Soil Column Studies with MACRO E. Weidemann & M. Gassmann 10.1007/s10666-023-09936-8
- Évolution récente et future de la ressource en eau dans les Alpes. Résultats d’une modélisation hydrologique spatialisée sur le bassin de l’Isère à Grenoble M. Le Lay et al. 10.1051/e3sconf/202234601028
- Transformation, leaching and plant uptake simulations of 6:2 and 8:2 polyfluoroalkyl phosphate diesters (diPAPs) and related transformation products under near-natural conditions E. Weidemann et al. 10.1186/s12302-024-00883-z
- Evaluation of overland flow modelling hypotheses with a multi‐objective calibration using discharge and sediment data A. de Lavenne et al. 10.1002/hyp.14767
- Simulation of long-term spatiotemporal variations in regional-scale groundwater recharge: contributions of a water budget approach in cold and humid climates E. Dubois et al. 10.5194/hess-25-6567-2021
- Performance and uncertainty assessment of green roofs for urban flood reduction in a high-density catchment in Ahmedabad, India T. Bose et al. 10.1016/j.jenvman.2024.121500
- Considering flood scaling property in multi-objective calibration of the SWAT model: a case study in Zijinguan watershed, Northern China Y. Zheng et al. 10.1007/s11069-023-05859-5
- Recalibration of a three-dimensional water quality model with a newly developed autocalibration toolkit (EFDC-ACT v1.0.0): how much improvement will be achieved with a wider hydrological variability? C. Zhang & T. Fu 10.5194/gmd-16-4315-2023
- Multi-criteria decision-making methods for optimal design of intermittent water distribution network K. Ramani & N. Umamahesh 10.2166/ws.2024.046
- Considering land cover and land use (LCLU) in lumped parameter modeling in forest dominated karst catchments V. Sivelle et al. 10.1016/j.jhydrol.2022.128264
- Cyber-enabled autocalibration of hydrologic models to support Open Science A. Rajib et al. 10.1016/j.envsoft.2022.105561
- When does a parsimonious model fail to simulate floods? Learning from the seasonality of model bias P. Astagneau et al. 10.1080/02626667.2021.1923720
- Which range of streamflow data is most informative in the calibration of an hourly hydrological model? M. Saadi & C. Furusho-Percot 10.1080/02626667.2023.2277835
- Multi-objective evolutionary optimization of extreme gradient boosting regression models of the internal turning of PEEK tubes J. Vieira et al. 10.1016/j.eswa.2023.122372
- Runoff Prediction of Tunxi Basin under Projected Climate Changes Based on Lumped Hydrological Models with Various Model Parameter Optimization Strategies B. Yan et al. 10.3390/su16166897
- Propagation of CMORPH rainfall errors to REW streamflow simulation mismatch in the upper Zambezi Basin W. Gumindoga et al. 10.1016/j.ejrh.2021.100966
- Towards a generic model evaluation metric for non-normally distributed measurements in water quality and ecosystem models T. Fu & C. Zhang 10.1016/j.ecoinf.2024.102470
- The effects of satellite soil moisture data on the parametrization of topsoil and root zone soil moisture in a conceptual hydrological model M. Kuban et al. 10.2478/johh-2022-0021
- Etude de sensibilité globale comparée des modèles hydrologiques GRP et MORDOR-TS A. Tiberi-Wadier et al. 10.1080/27678490.2021.1977014
- Strategies for hydrologic ensemble generation and calibration: On the merits of using model-based predictors A. Tiberi-Wadier et al. 10.1016/j.jhydrol.2021.126233
- Comprehensive Optimization Framework for Low Impact Development Facility Layout Design with Cost–Benefit Analysis: A Case Study in Shenzhen City, China S. Tang et al. 10.1021/acsestwater.1c00235
20 citations as recorded by crossref.
- Tropical mixed-species plantations can outperform monocultures in terms of carbon sequestration and economic return A. Pinnschmidt et al. 10.1016/j.ecolecon.2023.107885
- Transformation and Leaching Simulation of 6:2 and 8:2 diPAP and Related Metabolites in Unsaturated Soil Column Studies with MACRO E. Weidemann & M. Gassmann 10.1007/s10666-023-09936-8
- Évolution récente et future de la ressource en eau dans les Alpes. Résultats d’une modélisation hydrologique spatialisée sur le bassin de l’Isère à Grenoble M. Le Lay et al. 10.1051/e3sconf/202234601028
- Transformation, leaching and plant uptake simulations of 6:2 and 8:2 polyfluoroalkyl phosphate diesters (diPAPs) and related transformation products under near-natural conditions E. Weidemann et al. 10.1186/s12302-024-00883-z
- Evaluation of overland flow modelling hypotheses with a multi‐objective calibration using discharge and sediment data A. de Lavenne et al. 10.1002/hyp.14767
- Simulation of long-term spatiotemporal variations in regional-scale groundwater recharge: contributions of a water budget approach in cold and humid climates E. Dubois et al. 10.5194/hess-25-6567-2021
- Performance and uncertainty assessment of green roofs for urban flood reduction in a high-density catchment in Ahmedabad, India T. Bose et al. 10.1016/j.jenvman.2024.121500
- Considering flood scaling property in multi-objective calibration of the SWAT model: a case study in Zijinguan watershed, Northern China Y. Zheng et al. 10.1007/s11069-023-05859-5
- Recalibration of a three-dimensional water quality model with a newly developed autocalibration toolkit (EFDC-ACT v1.0.0): how much improvement will be achieved with a wider hydrological variability? C. Zhang & T. Fu 10.5194/gmd-16-4315-2023
- Multi-criteria decision-making methods for optimal design of intermittent water distribution network K. Ramani & N. Umamahesh 10.2166/ws.2024.046
- Considering land cover and land use (LCLU) in lumped parameter modeling in forest dominated karst catchments V. Sivelle et al. 10.1016/j.jhydrol.2022.128264
- Cyber-enabled autocalibration of hydrologic models to support Open Science A. Rajib et al. 10.1016/j.envsoft.2022.105561
- When does a parsimonious model fail to simulate floods? Learning from the seasonality of model bias P. Astagneau et al. 10.1080/02626667.2021.1923720
- Which range of streamflow data is most informative in the calibration of an hourly hydrological model? M. Saadi & C. Furusho-Percot 10.1080/02626667.2023.2277835
- Multi-objective evolutionary optimization of extreme gradient boosting regression models of the internal turning of PEEK tubes J. Vieira et al. 10.1016/j.eswa.2023.122372
- Runoff Prediction of Tunxi Basin under Projected Climate Changes Based on Lumped Hydrological Models with Various Model Parameter Optimization Strategies B. Yan et al. 10.3390/su16166897
- Propagation of CMORPH rainfall errors to REW streamflow simulation mismatch in the upper Zambezi Basin W. Gumindoga et al. 10.1016/j.ejrh.2021.100966
- Towards a generic model evaluation metric for non-normally distributed measurements in water quality and ecosystem models T. Fu & C. Zhang 10.1016/j.ecoinf.2024.102470
- The effects of satellite soil moisture data on the parametrization of topsoil and root zone soil moisture in a conceptual hydrological model M. Kuban et al. 10.2478/johh-2022-0021
- Etude de sensibilité globale comparée des modèles hydrologiques GRP et MORDOR-TS A. Tiberi-Wadier et al. 10.1080/27678490.2021.1977014
2 citations as recorded by crossref.
- Strategies for hydrologic ensemble generation and calibration: On the merits of using model-based predictors A. Tiberi-Wadier et al. 10.1016/j.jhydrol.2021.126233
- Comprehensive Optimization Framework for Low Impact Development Facility Layout Design with Cost–Benefit Analysis: A Case Study in Shenzhen City, China S. Tang et al. 10.1021/acsestwater.1c00235
Latest update: 14 Dec 2024
Short summary
Environmental modelling is complex, and models often require the calibration of several parameters that are not able to be directly evaluated from a physical quantity or a field measurement. Based on our experience in hydrological modelling, we propose combining two algorithms to obtain a fast and accurate way of calibrating complex models (many parameters and many objectives). We built an R package, caRamel, so that this multi-objective calibration algorithm can be easily implemented.
Environmental modelling is complex, and models often require the calibration of several...
