Articles | Volume 13, issue 3
https://doi.org/10.5194/hess-13-395-2009
© Author(s) 2009. This work is distributed under
the Creative Commons Attribution 3.0 License.
the Creative Commons Attribution 3.0 License.
https://doi.org/10.5194/hess-13-395-2009
© Author(s) 2009. This work is distributed under
the Creative Commons Attribution 3.0 License.
the Creative Commons Attribution 3.0 License.
18 Mar 2009
Mapping model behaviour using Self-Organizing Maps
M. Herbst
Department of Physical Geography, University of Trier, Germany
H. V. Gupta
Department of Hydrology & Water Resources, University of Arizona, Tucson, USA
M. C. Casper
Department of Physical Geography, University of Trier, Germany
Viewed
Total article views: 3,238 (including HTML, PDF, and XML)
Cumulative views and downloads
(calculated since 01 Feb 2013, article published on 04 Dec 2008)
| HTML | XML | Total | BibTeX | EndNote | |
|---|---|---|---|---|---|
| 1,482 | 1,556 | 200 | 3,238 | 165 | 139 |
- HTML: 1,482
- PDF: 1,556
- XML: 200
- Total: 3,238
- BibTeX: 165
- EndNote: 139
Total article views: 2,553 (including HTML, PDF, and XML)
Cumulative views and downloads
(calculated since 01 Feb 2013, article published on 18 Mar 2009)
| HTML | XML | Total | BibTeX | EndNote | |
|---|---|---|---|---|---|
| 1,208 | 1,168 | 177 | 2,553 | 151 | 132 |
- HTML: 1,208
- PDF: 1,168
- XML: 177
- Total: 2,553
- BibTeX: 151
- EndNote: 132
Total article views: 685 (including HTML, PDF, and XML)
Cumulative views and downloads
(calculated since 01 Feb 2013, article published on 04 Dec 2008)
| HTML | XML | Total | BibTeX | EndNote | |
|---|---|---|---|---|---|
| 274 | 388 | 23 | 685 | 14 | 7 |
- HTML: 274
- PDF: 388
- XML: 23
- Total: 685
- BibTeX: 14
- EndNote: 7
Cited
27 citations as recorded by crossref.
- A self-organizing map-based approach for groundwater model parameter identification L. Zhao et al. 10.1007/s00477-025-02967-5
- Identifiability analysis: towards constrained equifinality and reduced uncertainty in a conceptual model E. Muñoz et al. 10.1080/02626667.2014.892205
- Diagnostic evaluation of conceptual rainfall–runoff models using temporal clustering N. de Vos et al. 10.1002/hyp.7698
- How do hydrologic modeling decisions affect the portrayal of climate change impacts? P. Mendoza et al. 10.1002/hyp.10684
- Combining a rainfall–runoff model and a regionalization approach for flood and water resource assessment in the western Po Valley, Italy A. Cislaghi et al. 10.1080/02626667.2019.1690656
- Simultaneous calibration of surface flow and baseflow simulations: a revisit of the SWAT model calibration framework X. Zhang et al. 10.1002/hyp.8058
- Identifying model consistency through stepwise calibration to capture streamflow variability D. Kundu et al. 10.1016/j.envsoft.2016.06.013
- Conceptual evaluation of continental land-surface model behaviour L. Peeters et al. 10.1016/j.envsoft.2013.01.007
- Interpreting Self-Organizing Map errors in the classification of ocean patterns F. Matić et al. 10.1016/j.cageo.2018.06.006
- Analysis of projected hydrological behavior of catchments based on signature indices M. Casper et al. 10.5194/hess-16-409-2012
- On the calibration of hydrological models in ungauged basins: A framework for integrating hard and soft hydrological information H. Winsemius et al. 10.1029/2009WR007706
- Effects of different regional climate model resolution and forcing scales on projected hydrologic changes P. Mendoza et al. 10.1016/j.jhydrol.2016.08.010
- Evaluation of nine large‐scale hydrological models with respect to the seasonal runoff climatology in Europe L. Gudmundsson et al. 10.1029/2011WR010911
- Combining a geoelectrical survey with integrated groundwater quality data to map the spatial distribution and temporal variations of a leachate plume in a closed landfill (Southern Ontario, Canada) V. Costanzo-Alvarez et al. 10.1007/s12665-022-10622-3
- How to improve the representation of hydrological processes in SWAT for a lowland catchment – temporal analysis of parameter sensitivity and model performance B. Guse et al. 10.1002/hyp.9777
- A hybrid model of self organizing maps and least square support vector machine for river flow forecasting S. Ismail et al. 10.5194/hess-16-4417-2012
- Decomposition of the mean squared error and NSE performance criteria: Implications for improving hydrological modelling H. Gupta et al. 10.1016/j.jhydrol.2009.08.003
- Catchment classification by runoff behaviour with self-organizing maps (SOM) R. Ley et al. 10.5194/hess-15-2947-2011
- Characterization of soil moisture response patterns and hillslope hydrological processes through a self-organizing map E. Lee & S. Kim 10.5194/hess-25-5733-2021
- Enhanced SWAT calibration through intelligent range-based parameter optimization L. Zhao et al. 10.1016/j.jenvman.2024.121933
- Visualization Framework for High-Dimensional Spatio-Temporal Hydrological Gridded Datasets using Machine-Learning Techniques A. Mazher 10.3390/w12020590
- Optimizing hydrological consistency by incorporating hydrological signatures into model calibration objectives M. Shafii & B. Tolson 10.1002/2014WR016520
- On the use of spatial regularization strategies to improve calibration of distributed watershed models P. Pokhrel & H. Gupta 10.1029/2009WR008066
- Use of an entropy‐based metric in multiobjective calibration to improve model performance I. Pechlivanidis et al. 10.1002/2013WR014537
- Evaluation of Climate Driven Simulations of Po River Flow from 1971 to 2000 Through Flow-Duration Curve Indices: Preliminary Results R. Vezzoli et al. 10.2139/ssrn.2491404
- Process verification of a hydrological model using a temporal parameter sensitivity analysis M. Pfannerstill et al. 10.5194/hess-19-4365-2015
- Development of a data-driven semi-distributed hydrological model for regional scale catchments prone to Mediterranean flash floods M. Adamovic et al. 10.1016/j.jhydrol.2016.03.032
26 citations as recorded by crossref.
- A self-organizing map-based approach for groundwater model parameter identification L. Zhao et al. 10.1007/s00477-025-02967-5
- Identifiability analysis: towards constrained equifinality and reduced uncertainty in a conceptual model E. Muñoz et al. 10.1080/02626667.2014.892205
- Diagnostic evaluation of conceptual rainfall–runoff models using temporal clustering N. de Vos et al. 10.1002/hyp.7698
- How do hydrologic modeling decisions affect the portrayal of climate change impacts? P. Mendoza et al. 10.1002/hyp.10684
- Combining a rainfall–runoff model and a regionalization approach for flood and water resource assessment in the western Po Valley, Italy A. Cislaghi et al. 10.1080/02626667.2019.1690656
- Simultaneous calibration of surface flow and baseflow simulations: a revisit of the SWAT model calibration framework X. Zhang et al. 10.1002/hyp.8058
- Identifying model consistency through stepwise calibration to capture streamflow variability D. Kundu et al. 10.1016/j.envsoft.2016.06.013
- Conceptual evaluation of continental land-surface model behaviour L. Peeters et al. 10.1016/j.envsoft.2013.01.007
- Interpreting Self-Organizing Map errors in the classification of ocean patterns F. Matić et al. 10.1016/j.cageo.2018.06.006
- Analysis of projected hydrological behavior of catchments based on signature indices M. Casper et al. 10.5194/hess-16-409-2012
- On the calibration of hydrological models in ungauged basins: A framework for integrating hard and soft hydrological information H. Winsemius et al. 10.1029/2009WR007706
- Effects of different regional climate model resolution and forcing scales on projected hydrologic changes P. Mendoza et al. 10.1016/j.jhydrol.2016.08.010
- Evaluation of nine large‐scale hydrological models with respect to the seasonal runoff climatology in Europe L. Gudmundsson et al. 10.1029/2011WR010911
- Combining a geoelectrical survey with integrated groundwater quality data to map the spatial distribution and temporal variations of a leachate plume in a closed landfill (Southern Ontario, Canada) V. Costanzo-Alvarez et al. 10.1007/s12665-022-10622-3
- How to improve the representation of hydrological processes in SWAT for a lowland catchment – temporal analysis of parameter sensitivity and model performance B. Guse et al. 10.1002/hyp.9777
- A hybrid model of self organizing maps and least square support vector machine for river flow forecasting S. Ismail et al. 10.5194/hess-16-4417-2012
- Decomposition of the mean squared error and NSE performance criteria: Implications for improving hydrological modelling H. Gupta et al. 10.1016/j.jhydrol.2009.08.003
- Catchment classification by runoff behaviour with self-organizing maps (SOM) R. Ley et al. 10.5194/hess-15-2947-2011
- Characterization of soil moisture response patterns and hillslope hydrological processes through a self-organizing map E. Lee & S. Kim 10.5194/hess-25-5733-2021
- Enhanced SWAT calibration through intelligent range-based parameter optimization L. Zhao et al. 10.1016/j.jenvman.2024.121933
- Visualization Framework for High-Dimensional Spatio-Temporal Hydrological Gridded Datasets using Machine-Learning Techniques A. Mazher 10.3390/w12020590
- Optimizing hydrological consistency by incorporating hydrological signatures into model calibration objectives M. Shafii & B. Tolson 10.1002/2014WR016520
- On the use of spatial regularization strategies to improve calibration of distributed watershed models P. Pokhrel & H. Gupta 10.1029/2009WR008066
- Use of an entropy‐based metric in multiobjective calibration to improve model performance I. Pechlivanidis et al. 10.1002/2013WR014537
- Evaluation of Climate Driven Simulations of Po River Flow from 1971 to 2000 Through Flow-Duration Curve Indices: Preliminary Results R. Vezzoli et al. 10.2139/ssrn.2491404
- Process verification of a hydrological model using a temporal parameter sensitivity analysis M. Pfannerstill et al. 10.5194/hess-19-4365-2015
Saved (final revised paper)
Saved (preprint)
Latest update: 07 Jul 2025
