CCPortal
DOI10.1016/j.advwatres.2020.103635
Potential future changes of terrestrial water storage based on climate projections by ensemble model simulations
Jia B.; Cai X.; Zhao F.; Liu J.; Chen S.; Luo X.; Xie Z.; Xu J.
发表日期2020
ISSN0309-1708
卷号142
英文摘要An accurate estimation of terrestrial water storage (TWS) is crucial for water resource management and drought monitoring. However, the uncertainties in model physics, surface parameters and meteorological data often limit the accuracy of land surface hydrological models in estimating TWS. In this study, a multi-model-based framework was developed to predict TWS in China by 2050 using a Bayesian model averaging (BMA) method and GRACE satellite observations. Compared to GRACE observations, our BMA-based TWS anomaly (TWSA) estimations reduce root mean square errors by 10–16% and increase correlation coefficients by 26–46% over semi-humid and semi-arid basins than simple arithmetical averaging for the validation period (2008–2016). At the same time, BMA shows decreasing root mean square differences (10–12%) over humid basins. The calibrated BMA weights were then applied to future projections of TWSA under two Representative Concentration Pathways (RCP): RCP 2.6 and RCP 6.0. The overall rate of TWSA for the future period (2021–2050) was detected with the same direction as that from past decades (2003–2016), but with larger decreasing values. Especially for the Haihe basin in North China, BMA-based TWSA would decrease faster by about 19% for RCP 2.6 and 26% for RCP 6.0. These results suggest a decreasing trend in future TWS over most of the basins in China due to combined effects of global warming and human activities, which suggests likely aggravated risk of water shortage and a growing need for adaptive water resources management. © 2020
关键词Bayesian networksDigital storageGeodetic satellitesGlobal warmingMean square errorUncertainty analysisWater managementWater supplyAccurate estimationBayesian model averagingCorrelation coefficientRoot mean square differencesRoot mean square errorsTerrestrial water storageWater resources managementWaterresource managementClimate modelsclimate modelingfuture prospectglobal warminghuman activitywater managementwater resourcewater storageChinaHai Basin
语种英语
来源机构Advances in Water Resources
文献类型期刊论文
条目标识符http://gcip.llas.ac.cn/handle/2XKMVOVA/131765
推荐引用方式
GB/T 7714
Jia B.,Cai X.,Zhao F.,et al. Potential future changes of terrestrial water storage based on climate projections by ensemble model simulations[J]. Advances in Water Resources,2020,142.
APA Jia B..,Cai X..,Zhao F..,Liu J..,Chen S..,...&Xu J..(2020).Potential future changes of terrestrial water storage based on climate projections by ensemble model simulations.,142.
MLA Jia B.,et al."Potential future changes of terrestrial water storage based on climate projections by ensemble model simulations".142(2020).
条目包含的文件
条目无相关文件。
个性服务
推荐该条目
保存到收藏夹
导出为Endnote文件
谷歌学术
谷歌学术中相似的文章
[Jia B.]的文章
[Cai X.]的文章
[Zhao F.]的文章
百度学术
百度学术中相似的文章
[Jia B.]的文章
[Cai X.]的文章
[Zhao F.]的文章
必应学术
必应学术中相似的文章
[Jia B.]的文章
[Cai X.]的文章
[Zhao F.]的文章
相关权益政策
暂无数据
收藏/分享

除非特别说明,本系统中所有内容都受版权保护,并保留所有权利。