Arid
DOI10.1007/s12517-019-4487-9
Monthly streamflow estimation in ungauged catchments of northern Algeria using regionalization of conceptual model parameters
Zamoum, S.; Souag-Gamane, D.
通讯作者Souag-Gamane, D.
来源期刊ARABIAN JOURNAL OF GEOSCIENCES
ISSN1866-7511
EISSN1866-7538
出版年2019
卷号12期号:11
英文摘要Streamflow prediction in ungauged basins is considered as a real challenge worldwide. Considerable efforts have been devoted to tackle this issue. However, no single method can be considered as the best solution and employed everywhere. So, the main objective sought for this work is to provide continuous monthly streamflow information in ungauged catchments in northern Algeria, needed for planning and water resources management. Thus, the first part of this work is devoted to the evaluation of the performance of a monthly water balance-based rainfall-runoff model, namely GR2M, in gauged catchments in northern Algeria. The rainfall-runoff modeling step allowed the delineation of the zones, within the study area, where the GR2M model is suitable. In order to delineate homogeneous regions, prior to regionalization of the GR2M model's parameters, two classification techniques have been assessed (principal component analysis (PCA) and self-organization maps (SOM)). Regional models between the model's parameters and features of the catchments have been derived. The rainfall-runoff modeling results show that the water balance-based GR2M model is not recommended for semi-arid regions. On the other hand, the regionalization results show that the regionalized models, based on the SOM classification technique, led to better performances than those obtained by PCA. For most of the catchments, considered as ungauged, the monthly and annual streamflow values estimated using the SOM-regionalised models are very promising.
英文关键词Ungauged catchment Rainfall-runoff modeling Self organizing map Principal component analysis Regionalization North Algeria
类型Article
语种英语
国家Algeria
收录类别SCI-E
WOS记录号WOS:000468753500003
WOS关键词WATER-BALANCE ; HYDROLOGICAL MODEL ; CLASSIFICATION ; CLIMATE ; VARIABILITY ; PERFORMANCE ; RESOURCES ; BASINS ; IMPACT
WOS类目Geosciences, Multidisciplinary
WOS研究方向Geology
资源类型期刊论文
条目标识符http://119.78.100.177/qdio/handle/2XILL650/214329
作者单位Univ Sci & Technol Houari Boumediene, Dept Civil Engn, LEGHYD Lab, BP 32, Algiers, Algeria
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GB/T 7714
Zamoum, S.,Souag-Gamane, D.. Monthly streamflow estimation in ungauged catchments of northern Algeria using regionalization of conceptual model parameters[J],2019,12(11).
APA Zamoum, S.,&Souag-Gamane, D..(2019).Monthly streamflow estimation in ungauged catchments of northern Algeria using regionalization of conceptual model parameters.ARABIAN JOURNAL OF GEOSCIENCES,12(11).
MLA Zamoum, S.,et al."Monthly streamflow estimation in ungauged catchments of northern Algeria using regionalization of conceptual model parameters".ARABIAN JOURNAL OF GEOSCIENCES 12.11(2019).
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