globalchange  > 气候减缓与适应
DOI: 10.5194/hess-23-277-2019
WOS记录号: WOS:000456148000001
论文题名:
Improving soil moisture and runoff simulations at 3 km over Europe using land surface data assimilation
作者: Naz, Bibi S.1,2; Kurtz, Wolfgang7; Montzka, Carsten1; Sharples, Wendy2,3; Goergen, Klaus1,2; Keune, Jessica4; Gao, Huilin5; Springer, Anne6; Franssen, Harrie-Jan Hendricks1,2; Kollet, Stefan1,2
通讯作者: Naz, Bibi S.
刊名: HYDROLOGY AND EARTH SYSTEM SCIENCES
ISSN: 1027-5606
EISSN: 1607-7938
出版年: 2019
卷: 23, 期:1, 页码:277-301
语种: 英语
WOS关键词: ENSEMBLE KALMAN FILTER ; TERRESTRIAL SYSTEMS ; DISCHARGE PREDICTIONS ; MODEL DESCRIPTION ; CLIMATE MODELS ; PART 1 ; WATER ; PERFORMANCE ; ASCAT ; STATE
WOS学科分类: Geosciences, Multidisciplinary ; Water Resources
WOS研究方向: Geology ; Water Resources
英文摘要:

Accurate and reliable hydrologic simulations are important for many applications such as water resources management, future water availability projections and predictions of extreme events. However, the accuracy of water balance estimates is limited by the lack of large-scale observations, model simulation uncertainties and biases related to errors in model structure and uncertain inputs (e.g., hydrologic parameters and atmospheric forcings). The availability of long-term and global remotely sensed soil moisture offers the opportunity to improve model estimates through data assimilation with complete spatiotemporal coverage. In this study, we assimilated the European Space Agency (ESA) Climate Change Initiative (CCI) derived soil moisture (SM) information to improve the estimation of continental-scale soil moisture and runoff. The assimilation experiment was conducted over a time period 2000-2006 with the Community Land Model, version 3.5 (CLM3.5), integrated with the Parallel Data Assimilation Framework (PDAF) at a spatial resolution of 0.0275 degrees (similar to 3 km) over Europe. The model was forced with the high-resolution reanalysis COSMO-REA6 from the Hans Ertel Centre for Weather Research (HErZ). The performance of assimilation was assessed against open-loop model simulations and cross-validated with independent ESA CCI-derived soil moisture (CCI-SM) and gridded runoff observations. Our results showed improved estimates of soil moisture, particularly in the summer and autumn seasons when cross-validated with independent CCI-SM observations. The assimilation experiment results also showed overall improvements in runoff, although some regions were degraded, especially in central Europe. The results demonstrated the potential of assimilating satellite soil moisture observations to produce downscaled and improved high-resolution soil moisture and runoff simulations at the continental scale, which is useful for water resources assessment and monitoring.


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资源类型: 期刊论文
标识符: http://119.78.100.158/handle/2HF3EXSE/128060
Appears in Collections:气候减缓与适应

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作者单位: 1.Inst Bio & Geosci Agrosphere IBG 3, Res Ctr Julich, D-52425 Julich, Germany
2.Geoverbund ABC J, Ctrt High Performance Sci Comp Terr Syst, D-52425 Julich, Germany
3.Julich Supercomp Ctr, Res Ctr Julich, D-52425 Julich, Germany
4.Univ Ghent, Lab Hydrol & Water Management, B-9000 Ghent, Belgium
5.Texas A&M Univ, Zachry Dept Civil Engn, College Stn, TX 77843 USA
6.Univ Bonn, Inst Geodesy & Geoinformat, Nussallee 17, D-53115 Bonn, Germany
7.Environm Comp Grp, Leibniz Supercomp Ctr, Boltzmannstr 1, D-85748 Garching, Germany

Recommended Citation:
Naz, Bibi S.,Kurtz, Wolfgang,Montzka, Carsten,et al. Improving soil moisture and runoff simulations at 3 km over Europe using land surface data assimilation[J]. HYDROLOGY AND EARTH SYSTEM SCIENCES,2019-01-01,23(1):277-301
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