Knowledge Resource Center for Ecological Environment in Arid Area
DOI | 10.1016/j.scitotenv.2021.148256 |
Modeling streamflow driven by climate change in data-scarce mountainous basins | |
Fan, Mengtian; Xu, Jianhua; Chen, Yaning; Li, Weihong | |
通讯作者 | Xu, JH (corresponding author), East China Normal Univ, Sch Geog Sci, Key Lab Geog Informat Sci, Minist Educ, Shanghai 200241, Peoples R China. |
来源期刊 | SCIENCE OF THE TOTAL ENVIRONMENT |
ISSN | 0048-9697 |
EISSN | 1879-1026 |
出版年 | 2021 |
卷号 | 790 |
英文摘要 | The impacts of climate change on the water environment have aroused widespread concern. With global warming, mountainous basins are facing serious water supply situations. However, there are limited meteorological stations on mountains, which thus creates a challenge in terms of accurate simulation of streamflow and water resources. To solve this problem, this study developed a method to model streamflow in data-scarce mountainous basins. Selecting the two head waters originating in the Tienshan mountains, Aksu and Kaidu Rivers, we firstly reconstructed precipitation and temperature dynamics based on Earth system data products, and then integrated the radial basis function artificial neural network and complete ensemble empirical mode decomposition with adaptive noise to model streamflow. Comparison with the observed streamflow according to hydrological stations indicated that the proposed approach was highly accurate. The modeling results showed that the El-Nino Southern Oscillation, temperature, precipitation, and the North Atlantic Oscillation are the main factors driving streamflow, and the streamflow decreased in both the Aksu River and Kaidu River between 2000 and 2017. (c) 2021 Elsevier B.V. All rights reserved. |
英文关键词 | Data-scarce mountainous basins Integrated modeling Climate change Streamflow simulation |
类型 | Article |
语种 | 英语 |
收录类别 | SCI-E |
WOS记录号 | WOS:000684998900008 |
WOS关键词 | TARIM RIVER-BASIN ; ERA-INTERIM ; REGIONAL CLIMATE ; TEMPERATURE DATA ; ANNUAL RUNOFF ; HYBRID MODEL ; KAIDU RIVER ; ARID REGION ; TIEN-SHAN ; PRECIPITATION |
WOS类目 | Environmental Sciences |
WOS研究方向 | Environmental Sciences & Ecology |
来源机构 | 中国科学院新疆生态与地理研究所 |
资源类型 | 期刊论文 |
条目标识符 | http://119.78.100.177/qdio/handle/2XILL650/364566 |
作者单位 | [Fan, Mengtian; Xu, Jianhua] East China Normal Univ, Sch Geog Sci, Key Lab Geog Informat Sci, Minist Educ, Shanghai 200241, Peoples R China; [Fan, Mengtian; Xu, Jianhua] East China Normal Univ, Res Ctr East West Cooperat China, Shanghai 200241, Peoples R China; [Chen, Yaning; Li, Weihong] Chinese Acad Sci, Xinjiang Inst Ecol & Geog, State Key Lab Desert & Oasis Ecol, Urumqi 830011, Peoples R China |
推荐引用方式 GB/T 7714 | Fan, Mengtian,Xu, Jianhua,Chen, Yaning,et al. Modeling streamflow driven by climate change in data-scarce mountainous basins[J]. 中国科学院新疆生态与地理研究所,2021,790. |
APA | Fan, Mengtian,Xu, Jianhua,Chen, Yaning,&Li, Weihong.(2021).Modeling streamflow driven by climate change in data-scarce mountainous basins.SCIENCE OF THE TOTAL ENVIRONMENT,790. |
MLA | Fan, Mengtian,et al."Modeling streamflow driven by climate change in data-scarce mountainous basins".SCIENCE OF THE TOTAL ENVIRONMENT 790(2021). |
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