Arid
DOI10.1016/j.scitotenv.2023.167534
Assessing the evolution and attribution of watershed resilience in arid inland river basins, Northwest China
Wang, Yuehui; Shi, Fengzhi; Yao, Peng; Sheng, Yu; Zhao, Chengyi
通讯作者Shi, FZ
来源期刊SCIENCE OF THE TOTAL ENVIRONMENT
ISSN0048-9697
EISSN1879-1026
出版年2024
卷号906
英文摘要Water scarcity significantly limits the sustainable development of oasis economies in arid inland river basins. Quantifying watershed resilience and its drivers is a major focus in the fields of hydrology and water resources. In this study, the resilience indicator pi represents watershed resilience, while meteorological, hydrological, so-cioeconomic, and ecological factors are used to investigate the spatial and temporal patterns of resilience and important driving factors in the Hotan River Basin from 1958 to 2020 by combining principal component analysis and random forest model. Results show that the overall resilience of the Hotan River Basin is low, decreasing from the upper (upstream) to the middle and lower (downstream) reaches, and that the intensity of human activities has a negative impact on resilience. Rivers are more likely to reach maximum resilience after experiencing periods of wet and dry conditions, although there is a lag in this progress. The random forest machine learning algorithm was used to accurately predict the resilience levels of the two upstream tributaries Yurungkash and Karakash Rivers, and the downstream Hotan River, with classification accuracies of 84.2 %, 71.4 %, and 87 %, respectively. The factors affecting the resilience of the Yurungkash River are the 30-day maximum, base flow index, low pulse duration, median streamflow in May, median streamflow in August, median streamflow in October, and 7-day maximum. The set of factors used to classify the resilience of the Karakash River include the 7-day maximum, 1-day maximum, median streamflow in June, 30-day maximum, 3 day maximum, median streamflow in February, and autumn temperature. The factors affecting the resilience of the Hotan River are the watershed inflow, Xiaota station runoff, population growth rate, and effective irrigated area. The findings of this study provide a theoretical basis for integrated water resource management and the sustainable development of the oasis economy in the Hotan River Basin.
英文关键词Watershed resilience Random forest (RF) Driving mechanism Hotan River Basin
类型Article
语种英语
收录类别SCI-E
WOS记录号WOS:001093273100001
WOS关键词RANDOM FOREST ; TARIM RIVER ; RUNOFF ; CLASSIFICATION ; HYDROLOGY ; IMPACTS ; IMAGERY
WOS类目Environmental Sciences
WOS研究方向Environmental Sciences & Ecology
资源类型期刊论文
条目标识符http://119.78.100.177/qdio/handle/2XILL650/405422
推荐引用方式
GB/T 7714
Wang, Yuehui,Shi, Fengzhi,Yao, Peng,et al. Assessing the evolution and attribution of watershed resilience in arid inland river basins, Northwest China[J],2024,906.
APA Wang, Yuehui,Shi, Fengzhi,Yao, Peng,Sheng, Yu,&Zhao, Chengyi.(2024).Assessing the evolution and attribution of watershed resilience in arid inland river basins, Northwest China.SCIENCE OF THE TOTAL ENVIRONMENT,906.
MLA Wang, Yuehui,et al."Assessing the evolution and attribution of watershed resilience in arid inland river basins, Northwest China".SCIENCE OF THE TOTAL ENVIRONMENT 906(2024).
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