Articles | Volume 15, issue 9
https://doi.org/10.5194/hess-15-2947-2011
© Author(s) 2011. 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-15-2947-2011
© Author(s) 2011. This work is distributed under
the Creative Commons Attribution 3.0 License.
the Creative Commons Attribution 3.0 License.
Catchment classification by runoff behaviour with self-organizing maps (SOM)
R. Ley
University of Trier, Forschungszentrum für Regional- und Umweltstatistik, Trier, Germany
M. C. Casper
University of Trier, Forschungszentrum für Regional- und Umweltstatistik, Trier, Germany
H. Hellebrand
Hydrosol, Technologie Zentrum Trier, Trier, Germany
R. Merz
Helmholtz Centre for Environmental Research, Department of Catchment Hydrology, Halle, Germany
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Cited
100 citations as recorded by crossref.
- Using variograms to detect and attribute hydrological change A. Chiverton et al.
- Hydrological response to changing climate conditions: Spatial streamflow variability in the boreal region C. Teutschbein et al.
- Improving the flow duration curve predictability at ungauged sites using a constrained hydrologic regression technique M. Waseem et al.
- Regionalization of Flow-Duration Curves through Catchment Classification with Streamflow Signatures and Physiographic–Climate Indices L. Boscarello et al.
- Intra-catchment comparison and classification of long-term streamflow variability in the Alps using wavelet analysis T. Pérez Ciria & G. Chiogna
- Exploring controls on rainfall–runoff events: spatial dynamics of event runoff coefficients in Iran A. Jahanshahi & M. Booij
- Construction and analysis of Hydrogeological Landscape units using Self-Organising Maps M. Cracknell & A. Cowood
- Geospatial Artificial Intelligence (GeoAI) in the Integrated Hydrological and Fluvial Systems Modeling: Review of Current Applications and Trends C. Gonzales-Inca et al.
- Evaluating Spatial Variability in Sediment and Phosphorus Concentration‐Discharge Relationships Using Bayesian Inference and Self‐Organizing Maps K. Underwood et al.
- Application of different clustering approaches to hydroclimatological catchment regionalization in mountainous regions, a case study in Utah State E. Sharghi et al.
- Regional regression models of percentile flows for the contiguous United States: Expert versus data-driven independent variable selection G. Fouad et al.
- The study of environmental and human factors affecting aquifer depth changes using tree algorithm S. Mirhashemi et al.
- Identifying Hydrologic Regimes and Drivers in Nova Scotia, Canada: Catchment Classification Efforts for a Data-Limited Region L. Johnston et al.
- Simulating streamflow in ungauged basins under a changing climate: The importance of landscape characteristics C. Teutschbein et al.
- Comparing classical performance measures with signature indices derived from flow duration curves to assess model structures as tools for catchment classification R. Ley et al.
- Baseflow signature behaviour of mountainous catchments around the North China Plain S. Lyu et al.
- A surrogate model for the Variable Infiltration Capacity model using deep learning artificial neural network H. Gu et al.
- Impacts of Climate Change on the Hydrology of a Highly Disturbed Tropical River Basin C. Alvarenga et al.
- Repeating patterns in runoff time series: A basis for exploring hydrologic similarity of precipitation and catchment wetness conditions A. Hövel et al.
- Lateral partition patterns and controlling factors of soil infiltration at a steep, near-stream, and humid hillslope scale S. Lu et al.
- Uncertainty analysis on long-term runoff projection from the Budyko framework and a conceptual hydrological model P. Melo et al.
- Regionalization of River Basins Using Cluster Ensemble S. Ahuja
- Catchment classification based on characterisation of streamflow and precipitation time series E. Toth
- Characterizing Watersheds to Support Land-use Planning in Indonesia: A Case Study of Brantas Tropical Watershed B. Wiwoho et al.
- Nonparametric catchment clustering using the data depth function S. Singh et al.
- Identification of robust catchment classification methods for Sahelian watersheds P. Darbandsari et al.
- Factorial inferential grid grouping and representativeness analysis for a systematic selection of representative grids G. Cheng et al.
- Identification of homogeneous regions for regionalization of watersheds by two-level self-organizing feature maps F. Farsadnia et al.
- Unravelling abiotic and biotic controls on the seasonal water balance using data-driven dimensionless diagnostics S. Seibert et al.
- What affects the hydrological response of rain-on-snow events in low-altitude mountain ranges in Central Europe? R. Juras et al.
- Interpreting Self-Organizing Map errors in the classification of ocean patterns F. Matić et al.
- Hydrological modeling of freshwater discharge into Hudson Bay using HYPE T. Stadnyk et al.
- Catchment Classification Framework in Hydrology: Challenges and Directions B. Sivakumar et al.
- The climate change potential effects on the run-of-river plant and the environmental and economic dimensions of sustainability A. Michels-Brito et al.
- Optimizing hydrological consistency by incorporating hydrological signatures into model calibration objectives M. Shafii & B. Tolson
- Identification of runoff generation processes using hydrometric and tracer methods in a meso-scale catchment in Rwanda O. Munyaneza et al.
- Development of a data-driven semi-distributed hydrological model for regional scale catchments prone to Mediterranean flash floods M. Adamovic et al.
- Conservation Policy Changes in Protected Areas on Hilltops in Brazil: Effects on Hydrological Response in a Small Watershed U. Magdalena et al.
- Using a Hydro-Morphic Classification of Catchments to Characterise and Explain High Flow and Overbank Flood Behaviour A. Arash et al.
- Comparative Coastal Risk Index (CCRI): A multidisciplinary risk index for Latin America and the Caribbean J. Calil et al.
- Sediment load estimation using a novel regionalization sediment-response similarity method for ungauged catchments R. Ang et al.
- Global estimation of long-term persistence in annual river runoff Y. Markonis et al.
- Regionalization of annual runoff characteristics and its indication of co-dependence among hydro-climate–landscape factors in Jinghe River Basin, China M. Gao et al.
- Impactos das Mudanças Climáticas em uma Bacia Hidrográfica no Sul do Estado de Minas Gerais E. Zákhia et al.
- Exploring hydrologically similar catchments in terms of the physical characteristics of upstream regions Y. Jin et al.
- Catchment characteristics dominate the hydrological behavior of closed lakes across the Tibetan Plateau M. Hou et al.
- Economic indicators of hydrologic drought insurance under water demand and climate change scenarios in a Brazilian context G. Mohor & E. Mendiondo
- Mapping homogeneous regions for flash floods using machine learning: A case study in Jiangxi province, China R. Zhang et al.
- Characterising baseflow signature variability in the Yellow River Basin S. Lyu et al.
- Classifying annual daily hydrographs in Western North America using t‐distributed stochastic neighbour embedding W. Tang & S. Carey
- Predicting hydrological signatures in ungauged catchments using spatial interpolation, index model, and rainfall–runoff modelling Y. Zhang et al.
- Statistical analysis of morphometric and hydrologic parameters in arid regions, case study of Wadi Hadramaut A. El Tahan & H. Elhanafy
- Is Catchment Classification Possible by Means of Multiple Model Structures? A Case Study Based on 99 Catchments in Germany R. Ley et al.
- Impact of catchment classification on streamflow regionalization in ungauged catchments J. Swain & K. Patra
- Linking the Budyko framework and the Dunne diagram R. Trancoso et al.
- A Framework for Estimating the Probability Distribution of Event Runoff Coefficient in Ungauged Catchments Y. Zheng et al.
- Can causal discovery lead to a more robust prediction model for runoff signatures? H. Abbasizadeh et al.
- Simulating flash flood hydrographs and behavior metrics across China: Implications for flash flood management X. Zhai et al.
- Zoning technology for the management of ecological and clean small-watersheds via k-means clustering and entropy-weighted TOPSIS: A case study in Beijing X. Li et al.
- Modeling flash floods in ungauged mountain catchments of China: A decision tree learning approach for parameter regionalization S. Ragettli et al.
- Estimation of flood warning runoff thresholds in ungauged basins with asymmetric error functions E. Toth
- Improving the flow duration curve predictability at ungauged sites using a constrained hydrologic regression technique M. Waseem et al.
- Examining village characteristics for forest management using self- and geographic self-organizing maps: A case from the Baekdudaegan mountain range network in Korea T. Kim et al.
- Response of the river discharge in the Tocantins River Basin, Brazil, to environmental changes and the associated effects on the energy potential R. Von Randow et al.
- Exploring Controls on Rainfall‐Runoff Events: 2. Regional Patterns and Spatial Controls of Event Characteristics in Germany L. Tarasova et al.
- Inter-basin water transfers under changing climate and land use: Assessing water security and hydropower in the Paraíba do Sul River basin, Brazil A. Paiva et al.
- Relating climate change signals and physiographic catchment properties to clustered hydrological response types N. Köplin et al.
- How do hydrologic modeling decisions affect the portrayal of climate change impacts? P. Mendoza et al.
- Representation of European hydroclimatic patterns with self-organizing maps Y. Markonis & F. Strnad
- Regional Frequency Analysis Based on Precipitation Regionalization Accounting for Temporal Variability and a Nonstationary Index Flood Model Q. Gao et al.
- Regional catchment classification with respect to low flow risk in a Pleistocene landscape B. Thomas et al.
- Flash flood type identification and simulation based on flash flood behavior indices in China X. Zhai et al.
- Data-driven modelling approaches for socio-hydrology: opportunities and challenges within the Panta Rhei Science Plan N. Mount et al.
- Effects of different regional climate model resolution and forcing scales on projected hydrologic changes P. Mendoza et al.
- The Quantile Solidarity approach for the parsimonious regionalization of flow duration curves C. Poncelet et al.
- Establishing uncertainty ranges of hydrologic indices across climate and physiographic regions of the Congo River Basin P. Kabuya et al.
- Hydrological characteristics of Australia: national catchment classification and regional relationships J. Jaffrés et al.
- Quantifying Climate and Catchment Control on Hydrological Drought in the Continental United States G. Konapala & A. Mishra
- Homogeneous region determination using linear and nonlinear techniques J. Swain et al.
- Uncovering Flooding Mechanisms Across the Contiguous United States Through Interpretive Deep Learning on Representative Catchments S. Jiang et al.
- Flood‐type classification in mountainous catchments using crisp and fuzzy decision trees A. Sikorska et al.
- A one-step similarity approach for the regionalization of hydrological model parameters based on Self-Organizing Maps M. Wallner et al.
- Suitability pre-assessment for decoupling in-sewer captured streams to support urban blue-green climate adaptation measures F. Prenner et al.
- Understanding Catchments’ Hydrologic Response Similarity of Upper Blue Nile (Abay) basin through catchment classification Z. Tegegn et al.
- Exploring the spatio-temporal interrelation between groundwater and surface water by using the self-organizing maps I. Chen et al.
- Multivariate statistical analysis of geomorphological parameters for Sinai Peninsula A. Eltahan et al.
- Characterization of soil moisture response patterns and hillslope hydrological processes through a self-organizing map E. Lee & S. Kim
- Identifying Key Watershed Characteristics That Affect the Biological Integrity of Streams in the Han River Watershed, Korea S. Park et al.
- Exploratory analyses for the assessment of climate change impacts on the energy production in an Amazon run-of-river hydropower plant G. Mohor et al.
- Spatial and Temporal Changes in Hydrological Regionalization of Lowland Rivers V. Akstinas et al.
- Analysis of projected hydrological behavior of catchments based on signature indices M. Casper et al.
- Which catchment characteristics control the temporal dependence structure of daily river flows? A. Chiverton et al.
- Comparing Spatial Interpolation Schemes for Constructing a Flow Duration Curve in an Ungauged Basin M. Waseem et al.
- Global-scale massive feature extraction from monthly hydroclimatic time series: Statistical characterizations, spatial patterns and hydrological similarity G. Papacharalampous et al.
- Streamflow Estimation in Ungauged Catchments Using Regional Flow Duration Curve: Comparative Study J. Swain & K. Patra
- Understanding hydrologic variability across Europe through catchment classification A. Kuentz et al.
- Differentiating Thamnocalamus Munro from Fargesia Franchet emend. Yi (Bambusoideae, Poaceae): novel evidence from morphological and neural-network analyses S. Liu et al.
- Unravelling runoff processes in Andean basins in northern Ecuador through hydrological signatures J. Gordillo & L. Pineda
- Characterizing hydrologic change through catchment classification K. Sawicz et al.
- 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.
100 citations as recorded by crossref.
- Using variograms to detect and attribute hydrological change A. Chiverton et al.
- Hydrological response to changing climate conditions: Spatial streamflow variability in the boreal region C. Teutschbein et al.
- Improving the flow duration curve predictability at ungauged sites using a constrained hydrologic regression technique M. Waseem et al.
- Regionalization of Flow-Duration Curves through Catchment Classification with Streamflow Signatures and Physiographic–Climate Indices L. Boscarello et al.
- Intra-catchment comparison and classification of long-term streamflow variability in the Alps using wavelet analysis T. Pérez Ciria & G. Chiogna
- Exploring controls on rainfall–runoff events: spatial dynamics of event runoff coefficients in Iran A. Jahanshahi & M. Booij
- Construction and analysis of Hydrogeological Landscape units using Self-Organising Maps M. Cracknell & A. Cowood
- Geospatial Artificial Intelligence (GeoAI) in the Integrated Hydrological and Fluvial Systems Modeling: Review of Current Applications and Trends C. Gonzales-Inca et al.
- Evaluating Spatial Variability in Sediment and Phosphorus Concentration‐Discharge Relationships Using Bayesian Inference and Self‐Organizing Maps K. Underwood et al.
- Application of different clustering approaches to hydroclimatological catchment regionalization in mountainous regions, a case study in Utah State E. Sharghi et al.
- Regional regression models of percentile flows for the contiguous United States: Expert versus data-driven independent variable selection G. Fouad et al.
- The study of environmental and human factors affecting aquifer depth changes using tree algorithm S. Mirhashemi et al.
- Identifying Hydrologic Regimes and Drivers in Nova Scotia, Canada: Catchment Classification Efforts for a Data-Limited Region L. Johnston et al.
- Simulating streamflow in ungauged basins under a changing climate: The importance of landscape characteristics C. Teutschbein et al.
- Comparing classical performance measures with signature indices derived from flow duration curves to assess model structures as tools for catchment classification R. Ley et al.
- Baseflow signature behaviour of mountainous catchments around the North China Plain S. Lyu et al.
- A surrogate model for the Variable Infiltration Capacity model using deep learning artificial neural network H. Gu et al.
- Impacts of Climate Change on the Hydrology of a Highly Disturbed Tropical River Basin C. Alvarenga et al.
- Repeating patterns in runoff time series: A basis for exploring hydrologic similarity of precipitation and catchment wetness conditions A. Hövel et al.
- Lateral partition patterns and controlling factors of soil infiltration at a steep, near-stream, and humid hillslope scale S. Lu et al.
- Uncertainty analysis on long-term runoff projection from the Budyko framework and a conceptual hydrological model P. Melo et al.
- Regionalization of River Basins Using Cluster Ensemble S. Ahuja
- Catchment classification based on characterisation of streamflow and precipitation time series E. Toth
- Characterizing Watersheds to Support Land-use Planning in Indonesia: A Case Study of Brantas Tropical Watershed B. Wiwoho et al.
- Nonparametric catchment clustering using the data depth function S. Singh et al.
- Identification of robust catchment classification methods for Sahelian watersheds P. Darbandsari et al.
- Factorial inferential grid grouping and representativeness analysis for a systematic selection of representative grids G. Cheng et al.
- Identification of homogeneous regions for regionalization of watersheds by two-level self-organizing feature maps F. Farsadnia et al.
- Unravelling abiotic and biotic controls on the seasonal water balance using data-driven dimensionless diagnostics S. Seibert et al.
- What affects the hydrological response of rain-on-snow events in low-altitude mountain ranges in Central Europe? R. Juras et al.
- Interpreting Self-Organizing Map errors in the classification of ocean patterns F. Matić et al.
- Hydrological modeling of freshwater discharge into Hudson Bay using HYPE T. Stadnyk et al.
- Catchment Classification Framework in Hydrology: Challenges and Directions B. Sivakumar et al.
- The climate change potential effects on the run-of-river plant and the environmental and economic dimensions of sustainability A. Michels-Brito et al.
- Optimizing hydrological consistency by incorporating hydrological signatures into model calibration objectives M. Shafii & B. Tolson
- Identification of runoff generation processes using hydrometric and tracer methods in a meso-scale catchment in Rwanda O. Munyaneza et al.
- Development of a data-driven semi-distributed hydrological model for regional scale catchments prone to Mediterranean flash floods M. Adamovic et al.
- Conservation Policy Changes in Protected Areas on Hilltops in Brazil: Effects on Hydrological Response in a Small Watershed U. Magdalena et al.
- Using a Hydro-Morphic Classification of Catchments to Characterise and Explain High Flow and Overbank Flood Behaviour A. Arash et al.
- Comparative Coastal Risk Index (CCRI): A multidisciplinary risk index for Latin America and the Caribbean J. Calil et al.
- Sediment load estimation using a novel regionalization sediment-response similarity method for ungauged catchments R. Ang et al.
- Global estimation of long-term persistence in annual river runoff Y. Markonis et al.
- Regionalization of annual runoff characteristics and its indication of co-dependence among hydro-climate–landscape factors in Jinghe River Basin, China M. Gao et al.
- Impactos das Mudanças Climáticas em uma Bacia Hidrográfica no Sul do Estado de Minas Gerais E. Zákhia et al.
- Exploring hydrologically similar catchments in terms of the physical characteristics of upstream regions Y. Jin et al.
- Catchment characteristics dominate the hydrological behavior of closed lakes across the Tibetan Plateau M. Hou et al.
- Economic indicators of hydrologic drought insurance under water demand and climate change scenarios in a Brazilian context G. Mohor & E. Mendiondo
- Mapping homogeneous regions for flash floods using machine learning: A case study in Jiangxi province, China R. Zhang et al.
- Characterising baseflow signature variability in the Yellow River Basin S. Lyu et al.
- Classifying annual daily hydrographs in Western North America using t‐distributed stochastic neighbour embedding W. Tang & S. Carey
- Predicting hydrological signatures in ungauged catchments using spatial interpolation, index model, and rainfall–runoff modelling Y. Zhang et al.
- Statistical analysis of morphometric and hydrologic parameters in arid regions, case study of Wadi Hadramaut A. El Tahan & H. Elhanafy
- Is Catchment Classification Possible by Means of Multiple Model Structures? A Case Study Based on 99 Catchments in Germany R. Ley et al.
- Impact of catchment classification on streamflow regionalization in ungauged catchments J. Swain & K. Patra
- Linking the Budyko framework and the Dunne diagram R. Trancoso et al.
- A Framework for Estimating the Probability Distribution of Event Runoff Coefficient in Ungauged Catchments Y. Zheng et al.
- Can causal discovery lead to a more robust prediction model for runoff signatures? H. Abbasizadeh et al.
- Simulating flash flood hydrographs and behavior metrics across China: Implications for flash flood management X. Zhai et al.
- Zoning technology for the management of ecological and clean small-watersheds via k-means clustering and entropy-weighted TOPSIS: A case study in Beijing X. Li et al.
- Modeling flash floods in ungauged mountain catchments of China: A decision tree learning approach for parameter regionalization S. Ragettli et al.
- Estimation of flood warning runoff thresholds in ungauged basins with asymmetric error functions E. Toth
- Improving the flow duration curve predictability at ungauged sites using a constrained hydrologic regression technique M. Waseem et al.
- Examining village characteristics for forest management using self- and geographic self-organizing maps: A case from the Baekdudaegan mountain range network in Korea T. Kim et al.
- Response of the river discharge in the Tocantins River Basin, Brazil, to environmental changes and the associated effects on the energy potential R. Von Randow et al.
- Exploring Controls on Rainfall‐Runoff Events: 2. Regional Patterns and Spatial Controls of Event Characteristics in Germany L. Tarasova et al.
- Inter-basin water transfers under changing climate and land use: Assessing water security and hydropower in the Paraíba do Sul River basin, Brazil A. Paiva et al.
- Relating climate change signals and physiographic catchment properties to clustered hydrological response types N. Köplin et al.
- How do hydrologic modeling decisions affect the portrayal of climate change impacts? P. Mendoza et al.
- Representation of European hydroclimatic patterns with self-organizing maps Y. Markonis & F. Strnad
- Regional Frequency Analysis Based on Precipitation Regionalization Accounting for Temporal Variability and a Nonstationary Index Flood Model Q. Gao et al.
- Regional catchment classification with respect to low flow risk in a Pleistocene landscape B. Thomas et al.
- Flash flood type identification and simulation based on flash flood behavior indices in China X. Zhai et al.
- Data-driven modelling approaches for socio-hydrology: opportunities and challenges within the Panta Rhei Science Plan N. Mount et al.
- Effects of different regional climate model resolution and forcing scales on projected hydrologic changes P. Mendoza et al.
- The Quantile Solidarity approach for the parsimonious regionalization of flow duration curves C. Poncelet et al.
- Establishing uncertainty ranges of hydrologic indices across climate and physiographic regions of the Congo River Basin P. Kabuya et al.
- Hydrological characteristics of Australia: national catchment classification and regional relationships J. Jaffrés et al.
- Quantifying Climate and Catchment Control on Hydrological Drought in the Continental United States G. Konapala & A. Mishra
- Homogeneous region determination using linear and nonlinear techniques J. Swain et al.
- Uncovering Flooding Mechanisms Across the Contiguous United States Through Interpretive Deep Learning on Representative Catchments S. Jiang et al.
- Flood‐type classification in mountainous catchments using crisp and fuzzy decision trees A. Sikorska et al.
- A one-step similarity approach for the regionalization of hydrological model parameters based on Self-Organizing Maps M. Wallner et al.
- Suitability pre-assessment for decoupling in-sewer captured streams to support urban blue-green climate adaptation measures F. Prenner et al.
- Understanding Catchments’ Hydrologic Response Similarity of Upper Blue Nile (Abay) basin through catchment classification Z. Tegegn et al.
- Exploring the spatio-temporal interrelation between groundwater and surface water by using the self-organizing maps I. Chen et al.
- Multivariate statistical analysis of geomorphological parameters for Sinai Peninsula A. Eltahan et al.
- Characterization of soil moisture response patterns and hillslope hydrological processes through a self-organizing map E. Lee & S. Kim
- Identifying Key Watershed Characteristics That Affect the Biological Integrity of Streams in the Han River Watershed, Korea S. Park et al.
- Exploratory analyses for the assessment of climate change impacts on the energy production in an Amazon run-of-river hydropower plant G. Mohor et al.
- Spatial and Temporal Changes in Hydrological Regionalization of Lowland Rivers V. Akstinas et al.
- Analysis of projected hydrological behavior of catchments based on signature indices M. Casper et al.
- Which catchment characteristics control the temporal dependence structure of daily river flows? A. Chiverton et al.
- Comparing Spatial Interpolation Schemes for Constructing a Flow Duration Curve in an Ungauged Basin M. Waseem et al.
- Global-scale massive feature extraction from monthly hydroclimatic time series: Statistical characterizations, spatial patterns and hydrological similarity G. Papacharalampous et al.
- Streamflow Estimation in Ungauged Catchments Using Regional Flow Duration Curve: Comparative Study J. Swain & K. Patra
- Understanding hydrologic variability across Europe through catchment classification A. Kuentz et al.
- Differentiating Thamnocalamus Munro from Fargesia Franchet emend. Yi (Bambusoideae, Poaceae): novel evidence from morphological and neural-network analyses S. Liu et al.
- Unravelling runoff processes in Andean basins in northern Ecuador through hydrological signatures J. Gordillo & L. Pineda
- Characterizing hydrologic change through catchment classification K. Sawicz et al.
- 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.
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