Knowledge Resource Center for Ecological Environment in Arid Area
DOI | 10.1175/JHM-D-20-0016.1 |
Quantifying the Uncertainty of the Future Hydrological Impacts of Climate Change: Comparative Analysis of an Advanced Hierarchical Sensitivity in Humid and Semiarid Basins | |
Ju, Jiali; Dai, Heng; Wu, Chuanhao; Hu, Bill X.; Ye, Ming; Chen, Xingyuan; Gui, Dongwei; Liu, Haifan; Zhang, Jin | |
通讯作者 | Wu, CAH (corresponding author), Jinan Univ, Inst Groundwater & Earth Sci, Guangzhou, Peoples R China. |
来源期刊 | JOURNAL OF HYDROMETEOROLOGY |
ISSN | 1525-755X |
EISSN | 1525-7541 |
出版年 | 2021 |
卷号 | 22期号:3页码:601-621 |
英文摘要 | Comparison and quantification of different uncertainties of future climate change involved in the modeling of a hydrological system are highly important for both hydrological modelers and policy-makers. However, few studies have accurately estimated the relative importance of different sources of uncertainty at different spatiotemporal scales. Here, a hierarchical sensitivity analysis framework (HSAF) incorporated with a variance-based global sensitivity analysis is developed to quantify the spatiotemporal contributions of different uncertainties in hydrological impacts of climate change in two different climatic (humid and semiarid) basins in China. The uncertainty sources include three emission scenarios (ESs), 20 global climate models (GCs), three hydrological models (HMs), and the associated sensitive hydrological parameters (PAs) screened and sampled by the Morris and Latin hypercube sampling methods, respectively. The results indicate that the overall trend of uncertainty is PA > HM > GC > ES, but their uncertainties have discrepancies in projections of different hydrological variables. The HM uncertainty in annual and monthly discharge projections is generally larger than the PA uncertainty in the humid basin than semiarid basin. The PA has greater uncertainty in extreme hydrological event (annual peak discharge) projections than in annual discharge projections for both basins (particularly for the humid basin), but contributes larger uncertainty to annual and monthly discharge projections in the semiarid basin than humid basin. The GC contributes larger uncertainty in all the hydrological variables projections in the humid basin than semiarid basin, while the ES uncertainty is rather limited in both basins. Overall, our results suggest there is greater spatiotemporal variability of hydrological uncertainty in more arid regions. |
英文关键词 | Climate change Hydrology Uncertainty Sensitivity studies |
类型 | Article |
语种 | 英语 |
收录类别 | SCI-E |
WOS记录号 | WOS:000646373600006 |
WOS关键词 | GLOBAL SENSITIVITY ; MODEL ; PARAMETERS ; ENSEMBLE ; RIVER |
WOS类目 | Meteorology & Atmospheric Sciences |
WOS研究方向 | Meteorology & Atmospheric Sciences |
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/2XILL650/350919 |
作者单位 | [Ju, Jiali; Hu, Bill X.; Liu, Haifan] China Univ Geosci, Sch Water Resources & Environm, Beijing, Peoples R China; [Dai, Heng] China Univ Geosci, State Key Lab Biogeol & Environm Geol, Wuhan, Peoples R China; [Dai, Heng] Chinese Acad Sci, Xinjiang Inst Ecol & Geog, State Key Lab Desert & Oasis Ecol, Urumqi, Peoples R China; [Wu, Chuanhao; Hu, Bill X.; Zhang, Jin] Jinan Univ, Inst Groundwater & Earth Sci, Guangzhou, Peoples R China; [Ye, Ming] Florida State Univ, Dept Earth Ocean & Atmospher Sci, Tallahassee, FL 32306 USA; [Chen, Xingyuan] Pacific Northwest Natl Lab, Richland, WA USA; [Gui, Dongwei] Chinese Acad Sci, Xinjiang Inst Ecol & Geog, Cele Natl Stn Observat & Res Desert Grassland Eco, Urumqi, Peoples R China |
推荐引用方式 GB/T 7714 | Ju, Jiali,Dai, Heng,Wu, Chuanhao,et al. Quantifying the Uncertainty of the Future Hydrological Impacts of Climate Change: Comparative Analysis of an Advanced Hierarchical Sensitivity in Humid and Semiarid Basins[J]. 中国科学院新疆生态与地理研究所,2021,22(3):601-621. |
APA | Ju, Jiali.,Dai, Heng.,Wu, Chuanhao.,Hu, Bill X..,Ye, Ming.,...&Zhang, Jin.(2021).Quantifying the Uncertainty of the Future Hydrological Impacts of Climate Change: Comparative Analysis of an Advanced Hierarchical Sensitivity in Humid and Semiarid Basins.JOURNAL OF HYDROMETEOROLOGY,22(3),601-621. |
MLA | Ju, Jiali,et al."Quantifying the Uncertainty of the Future Hydrological Impacts of Climate Change: Comparative Analysis of an Advanced Hierarchical Sensitivity in Humid and Semiarid Basins".JOURNAL OF HYDROMETEOROLOGY 22.3(2021):601-621. |
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