GSTDTAP  > 资源环境科学
DOI10.1029/2019WR026134
Ensemble projection of runoff in a large‐scale basin: modeling with a global BMA approach
Ziqi Yan; Zuhao Zhou; Jiajia Liu; Zhenyu Han; Ge Gao; Xintong Jiang
2020-05-29
发表期刊Water Resources Research
出版年2020
英文摘要

The projection of runoff in a large‐scale basin under climate change and human activities is crucial for the future management of water supplies. The impacts of climate change on runoff projections are associated with large uncertainties. In this study, using the optimization and selection of climate models, as well as an uncertainty analysis via the global Bayesian model averaging (BMA) approach, an ensemble projection framework was established to significantly improve the reliability of runoff projections in the future. The global BMA algorithm proposed in this study is an improvement on the BMA algorithm for large basins and is designed to reflect the differences among various models across the basin. In this algorithm, comprehensive BMA weights are obtained by considering the number (N ) of stations in a basin. To verify the feasibility and improvement of this method, the runoff in 2050 and 2070 was projected with data from the Yellow River Basin, China. The runoff and its 90% confidence intervals at the six main stations in the Yellow River Basin were obtained. The increased evapotranspiration will exceed the increase in runoff generated by increase in precipitation in the future. The runoff in the upper and middle reaches of the Yellow River in 2050 and 2070 are projected to be 9% and 7% lower, respectively, than those in the reference period. The ensemble projection method proposed in this paper can be used as a widely applicable process in hydrometeorological ensemble projection and provides a basis for water resource management planning.

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文献类型期刊论文
条目标识符http://119.78.100.173/C666/handle/2XK7JSWQ/271680
专题资源环境科学
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Ziqi Yan,Zuhao Zhou,Jiajia Liu,等. Ensemble projection of runoff in a large‐scale basin: modeling with a global BMA approach[J]. Water Resources Research,2020.
APA Ziqi Yan,Zuhao Zhou,Jiajia Liu,Zhenyu Han,Ge Gao,&Xintong Jiang.(2020).Ensemble projection of runoff in a large‐scale basin: modeling with a global BMA approach.Water Resources Research.
MLA Ziqi Yan,et al."Ensemble projection of runoff in a large‐scale basin: modeling with a global BMA approach".Water Resources Research (2020).
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