Articles | Volume 15, issue 6
https://doi.org/10.5194/hess-15-1921-2011
© Author(s) 2011. This work is distributed under
the Creative Commons Attribution 3.0 License.
the Creative Commons Attribution 3.0 License.
Special issue:
https://doi.org/10.5194/hess-15-1921-2011
© Author(s) 2011. This work is distributed under
the Creative Commons Attribution 3.0 License.
the Creative Commons Attribution 3.0 License.
Research article
| 
23 Jun 2011
Research article |
| 23 Jun 2011
Data-driven catchment classification: application to the pub problem
M. Di Prinzio
DICAM – Department of Civil and Environmental Engineering - University of Bologna, Viale Risorgimento 2, 40136 Bologna, Italy
A. Castellarin
DICAM – Department of Civil and Environmental Engineering - University of Bologna, Viale Risorgimento 2, 40136 Bologna, Italy
E. Toth
DICAM – Department of Civil and Environmental Engineering - University of Bologna, Viale Risorgimento 2, 40136 Bologna, Italy
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76 citations as recorded by crossref.
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- A decade of Predictions in Ungauged Basins (PUB)—a review M. Hrachowitz et al. https://doi.org/10.1080/02626667.2013.803183
- A Framework for Estimating the Probability Distribution of Event Runoff Coefficient in Ungauged Catchments Y. Zheng et al. https://doi.org/10.1029/2022WR033227
- Representation of European hydroclimatic patterns with self-organizing maps Y. Markonis & F. Strnad https://doi.org/10.1177/0959683620913924
- A homogeneity-based feature selection algorithm for regionalization of watersheds A. Ahani et al. https://doi.org/10.1080/02626667.2019.1686638
- Design hydrograph estimation in small and fully ungauged basins: a preliminary assessment of the EBA4SUB framework A. Petroselli & S. Grimaldi https://doi.org/10.1111/jfr3.12193
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- Regionalization of Flow-Duration Curves through Catchment Classification with Streamflow Signatures and Physiographic–Climate Indices L. Boscarello et al. https://doi.org/10.1061/(ASCE)HE.1943-5584.0001307
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- Watershed Classification Using Isomap Technique and Hydrometeorological Attributes G. Kanishka & T. Eldho https://doi.org/10.1061/(ASCE)HE.1943-5584.0001562
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- Oregon Hydrologic Landscapes: A Classification Framework1 P. Wigington et al. https://doi.org/10.1111/jawr.12009
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- Watershed Classification Predicts Streamflow Regime and Organic Carbon Dynamics in the Northeast Pacific Coastal Temperate Rainforest I. Giesbrecht et al. https://doi.org/10.1029/2021GB007047
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- Application of different clustering approaches to hydroclimatological catchment regionalization in mountainous regions, a case study in Utah State E. Sharghi et al. https://doi.org/10.1007/s11629-017-4454-4
- Regional regression models of percentile flows for the contiguous United States: Expert versus data-driven independent variable selection G. Fouad et al. https://doi.org/10.1016/j.ejrh.2018.04.002
- Geostatistical prediction of flow–duration curves in an index-flow framework A. Pugliese et al. https://doi.org/10.5194/hess-18-3801-2014
- Typecasting catchments: Classification, directionality, and the pursuit of universality T. Smith et al. https://doi.org/10.1016/j.advwatres.2017.12.020
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- Combining Hydrologic Simulations and Stream‐network Models to Reveal Flow‐ecology Relationships in a Large Alpine Catchment S. Larsen et al. https://doi.org/10.1029/2020WR028496
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- Mining spatiotemporal growth pattern of volunteered data using a contributor-based approach N. Mohammadi et al. https://doi.org/10.1080/10106049.2021.1899304
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- 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. https://doi.org/10.1016/j.jclepro.2023.136449
- A Low-Cost Smart Sensor Network for Catchment Monitoring D. Zhang et al. https://doi.org/10.3390/s19102278
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- Historical pan evaporation changes in the Qiantang River Basin, East China Y. Xu et al. https://doi.org/10.1002/joc.4470
- 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. https://doi.org/10.1080/02626667.2019.1690656
- Advances in variable selection methods II: Effect of variable selection method on classification of hydrologically similar watersheds in three Mid-Atlantic ecoregions H. Ssegane et al. https://doi.org/10.1016/j.jhydrol.2012.01.035
- Comparing and combining physically-based and empirically-based approaches for estimating the hydrology of ungauged catchments D. Booker & R. Woods https://doi.org/10.1016/j.jhydrol.2013.11.007
- Identification of homogeneous regions for regionalization of watersheds by two-level self-organizing feature maps F. Farsadnia et al. https://doi.org/10.1016/j.jhydrol.2013.11.050
- Characterization of soil moisture response patterns and hillslope hydrological processes through a self-organizing map E. Lee & S. Kim https://doi.org/10.5194/hess-25-5733-2021
- Flood‐type classification in mountainous catchments using crisp and fuzzy decision trees A. Sikorska et al. https://doi.org/10.1002/2015WR017326
- Regionalization of watersheds based on the concept of rough set A. Ahani et al. https://doi.org/10.1007/s11069-020-04196-1
- Topological and canonical kriging for design flood prediction in ungauged catchments: an improvement over a traditional regional regression approach? S. Archfield et al. https://doi.org/10.5194/hess-17-1575-2013
- Regionalization of watersheds by finite mixture models A. Ahani et al. https://doi.org/10.1016/j.jhydrol.2020.124620
- Identification of robust catchment classification methods for Sahelian watersheds P. Darbandsari et al. https://doi.org/10.1016/j.ejrh.2024.102067
- Development of a data-driven semi-distributed hydrological model for regional scale catchments prone to Mediterranean flash floods M. Adamovic et al. https://doi.org/10.1016/j.jhydrol.2016.03.032
- Controls on the Spatial and Temporal Patterns of Rainfall‐Runoff Event Characteristics—A Large Sample of Catchments Across Great Britain Y. Zheng et al. https://doi.org/10.1029/2022WR033226
- An evaluation of regionalization and watershed classification schemes for continuous daily streamflow prediction in ungauged watersheds T. Razavi & P. Coulibaly https://doi.org/10.1080/07011784.2016.1184590
- Regional analysis of parameter sensitivity for simulation of streamflow and hydrological fingerprints S. Höllering et al. https://doi.org/10.5194/hess-22-203-2018
- Catchment characterization: Current descriptors, knowledge gaps and future opportunities L. Tarasova et al. https://doi.org/10.1016/j.earscirev.2024.104739
- Observed hydrographs: on their ability to infer a time-invariant hydrological transfer function for flow prediction in ungauged basins B. Palanisamy & S. Workman https://doi.org/10.1002/hyp.9583
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- A decade of Predictions in Ungauged Basins (PUB)—a review M. Hrachowitz et al. https://doi.org/10.1080/02626667.2013.803183
- A Framework for Estimating the Probability Distribution of Event Runoff Coefficient in Ungauged Catchments Y. Zheng et al. https://doi.org/10.1029/2022WR033227
- Representation of European hydroclimatic patterns with self-organizing maps Y. Markonis & F. Strnad https://doi.org/10.1177/0959683620913924
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- Design hydrograph estimation in small and fully ungauged basins: a preliminary assessment of the EBA4SUB framework A. Petroselli & S. Grimaldi https://doi.org/10.1111/jfr3.12193
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- Classifying annual daily hydrographs in Western North America using t‐distributed stochastic neighbour embedding W. Tang & S. Carey https://doi.org/10.1002/hyp.14473
- Classification of Ontario watersheds based on physical attributes and streamflow series T. Razavi & P. Coulibaly https://doi.org/10.1016/j.jhydrol.2013.04.013
- Uncertainty in Flow Time-Series Predictions in a Tropical Monsoon-Dominated Catchment in Northern Thailand S. Visessri & N. McIntyre https://doi.org/10.1061/(ASCE)HE.1943-5584.0001407
- Regionalization of Flow-Duration Curves through Catchment Classification with Streamflow Signatures and Physiographic–Climate Indices L. Boscarello et al. https://doi.org/10.1061/(ASCE)HE.1943-5584.0001307
- Exploring Controls on Rainfall‐Runoff Events: 2. Regional Patterns and Spatial Controls of Event Characteristics in Germany L. Tarasova et al. https://doi.org/10.1029/2018WR022588
- Watershed Classification Using Isomap Technique and Hydrometeorological Attributes G. Kanishka & T. Eldho https://doi.org/10.1061/(ASCE)HE.1943-5584.0001562
- Improving the flow duration curve predictability at ungauged sites using a constrained hydrologic regression technique M. Waseem et al. https://doi.org/10.1007/s12205-016-0038-z
- Oregon Hydrologic Landscapes: A Classification Framework1 P. Wigington et al. https://doi.org/10.1111/jawr.12009
- Catchment classification based on characterisation of streamflow and precipitation time series E. Toth https://doi.org/10.5194/hess-17-1149-2013
- Improving the flow duration curve predictability at ungauged sites using a constrained hydrologic regression technique M. Waseem et al. https://doi.org/10.1007/s12205-016-0038-z
- Combining clustering and classification for the regionalization of environmental model parameters: Application to floodplain mapping in data-scarce regions K. Jafarzadegan et al. https://doi.org/10.1016/j.envsoft.2019.104613
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- A hybrid regionalization method based on canonical correlation analysis and cluster analysis: a case study in northern Iran A. Ahani et al. https://doi.org/10.2166/nh.2019.105
- Watershed Classification Predicts Streamflow Regime and Organic Carbon Dynamics in the Northeast Pacific Coastal Temperate Rainforest I. Giesbrecht et al. https://doi.org/10.1029/2021GB007047
- Synthetic design hydrographs for ungauged catchments: a comparison of regionalization methods M. Brunner et al. https://doi.org/10.1007/s00477-018-1523-3
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- Application of different clustering approaches to hydroclimatological catchment regionalization in mountainous regions, a case study in Utah State E. Sharghi et al. https://doi.org/10.1007/s11629-017-4454-4
- Regional regression models of percentile flows for the contiguous United States: Expert versus data-driven independent variable selection G. Fouad et al. https://doi.org/10.1016/j.ejrh.2018.04.002
- Geostatistical prediction of flow–duration curves in an index-flow framework A. Pugliese et al. https://doi.org/10.5194/hess-18-3801-2014
- Typecasting catchments: Classification, directionality, and the pursuit of universality T. Smith et al. https://doi.org/10.1016/j.advwatres.2017.12.020
- Classification of catchments for nitrogen using Artificial Neural Network Pattern Recognition and spatial data C. O'Sullivan et al. https://doi.org/10.1016/j.scitotenv.2021.151139
- Catchment Classification Framework in Hydrology: Challenges and Directions B. Sivakumar et al. https://doi.org/10.1061/(ASCE)HE.1943-5584.0000837
- Safety of Italian dams in the face of flood hazard D. Bocchiola & R. Rosso https://doi.org/10.1016/j.advwatres.2014.05.006
- A geostatistical data-assimilation technique for enhancing macro-scale rainfall–runoff simulations A. Pugliese et al. https://doi.org/10.5194/hess-22-4633-2018
- Assessment of some combinations of hard and fuzzy clustering techniques for regionalisation of catchments in Sefidroud basin A. Ahani & S. Mousavi Nadoushani https://doi.org/10.2166/hydro.2016.239
- Global-scale massive feature extraction from monthly hydroclimatic time series: Statistical characterizations, spatial patterns and hydrological similarity G. Papacharalampous et al. https://doi.org/10.1016/j.scitotenv.2020.144612
- Combining Hydrologic Simulations and Stream‐network Models to Reveal Flow‐ecology Relationships in a Large Alpine Catchment S. Larsen et al. https://doi.org/10.1029/2020WR028496
- Modeling flash floods in ungauged mountain catchments of China: A decision tree learning approach for parameter regionalization S. Ragettli et al. https://doi.org/10.1016/j.jhydrol.2017.10.031
- Mining spatiotemporal growth pattern of volunteered data using a contributor-based approach N. Mohammadi et al. https://doi.org/10.1080/10106049.2021.1899304
- Simultaneous Regionalization of Gauged and Ungauged Watersheds Using a Missing Data Clustering Method A. Ahani et al. https://doi.org/10.1061/(ASCE)HE.1943-5584.0001916
- A one-step similarity approach for the regionalization of hydrological model parameters based on Self-Organizing Maps M. Wallner et al. https://doi.org/10.1016/j.jhydrol.2013.04.022
- Understanding Catchments’ Hydrologic Response Similarity of Upper Blue Nile (Abay) basin through catchment classification Z. Tegegn et al. https://doi.org/10.1007/s40808-021-01298-y
- The study of environmental and human factors affecting aquifer depth changes using tree algorithm S. Mirhashemi et al. https://doi.org/10.1007/s13762-019-02504-2
- Establishing uncertainty ranges of hydrologic indices across climate and physiographic regions of the Congo River Basin P. Kabuya et al. https://doi.org/10.1016/j.ejrh.2020.100710
- Characterizing Watersheds to Support Land-use Planning in Indonesia: A Case Study of Brantas Tropical Watershed B. Wiwoho et al. https://doi.org/10.1016/j.ecohyd.2023.06.001
- Homogeneous region determination using linear and nonlinear techniques J. Swain et al. https://doi.org/10.1080/02723646.2016.1211460
- Coupled Data Analytics–SWAT Approach for Flow Generation and Analysis in Ungauged Tropical Watershed A. Manekar & M. Ramadas https://doi.org/10.1061/JHYEFF.HEENG-5964
- Feature importance measures to dissect the role of sub-basins in shaping the catchment hydrological response: a proof of concept F. Cappelli et al. https://doi.org/10.1007/s00477-022-02332-w
- A feature weighting and selection method for improving the homogeneity of regions in regionalization of watersheds A. Ahani et al. https://doi.org/10.1002/hyp.13139
- Independent variable selection for regression modeling of the flow duration curve for ungauged basins in the United States G. Fouad & H. Loáiciga https://doi.org/10.1016/j.jhydrol.2020.124975
- Impact of catchment classification on streamflow regionalization in ungauged catchments J. Swain & K. Patra https://doi.org/10.1007/s42452-019-0476-6
- Catchment classification by runoff behaviour with self-organizing maps (SOM) R. Ley et al. https://doi.org/10.5194/hess-15-2947-2011
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