Teklu K. Tesfa, L. Ruby Leung, Peter E. Thornton, Michael A. Brunke, Zhuoran Duan
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For this purpose, ELM simulations are performed using two configurations without (NoD ELM) and with (D ELM) downscaling, both using TGUs derived for the 0.5-degree grids and the same land surface parameters. Simulations using the two ELM configurations are compared over the CONUS domain, regional levels, and at observational sites (e.g., SNOTEL). The CONUS-level results suggest that D ELM simulates more snowfall and snow water equivalent (SWE), higher runoff, and less ET during spring and summer. Regional-level results suggest more pronounced impacts of downscaling over regions dominated by higher elevation TGUs and regions with maximum precipitation occurring during cool seasons. Results at the SNOTEL sites suggest that D ELM has superior capability of reproducing the observed SWE at 83% of the sites, with more pronounced performance over topographically heterogeneous TGUs with their maximum precipitation occurring during cool seasons. 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引用次数: 0
摘要
目前的地球系统模式(ESM)没有很好地体现小尺度地形引起的陆地表面异质性的影响。在这项研究中,能源超大规模地球系统模式(E3SM)陆地模式(ELM)采用了一种新的基于地形的子网格结构,称为地形单元(TGU),旨在更好地捕捉子网格地形效应,并采用了将大气强迫降级到陆地地形单元的方法。评估了子网格方案和降尺度方法对 ELM 模拟的美国陆地表面过程的影响。为此,使用不降级(NoD ELM)和降级(D ELM)两种配置进行了 ELM 模拟,两种配置都使用了 0.5 度网格和相同的地表参数得出的 TGU。使用两种 ELM 配置对 CONUS 域、区域级别和观测点(如 SNOTEL)进行了模拟比较。CONUS 层面的结果表明,D ELM 模拟的降雪量和雪水当量(SWE)更大,径流量更高,而春季和夏季的蒸散发更少。区域层面的结果表明,降尺度对海拔较高的 TGU 和冷季降水量最大的地区的影响更为明显。SNOTEL 站点的结果表明,D ELM 在 83% 的站点具有再现观测到的 SWE 的卓越能力,在地形异质性 TGU 上的表现更为明显,这些 TGU 的最大降水量出现在凉爽季节。这些结果突显了改善 ESM 对小尺度地表异质性表示的重要性,并激励未来的研究了解它们对山区陆地-大气相互作用、溪流和水资源管理的影响。
Impacts of Topography-Based Subgrid Scheme and Downscaling of Atmospheric Forcing on Modeling Land Surface Processes in the Conterminous US
The effects of small-scale topography-induced land surface heterogeneity are not well represented in current Earth System Models (ESMs). In this study, a new topography-based subgrid structure referred to as topographic units (TGU) designed to better capture subgrid topographic effects, and methods to downscale atmospheric forcing to the land TGUs have been implemented in the Energy Exascale Earth System Model (E3SM) Land Model (ELM). Effects of the subgrid scheme and downscaling methods on ELM simulated land surface processes are evaluated over the conterminous United States (CONUS). For this purpose, ELM simulations are performed using two configurations without (NoD ELM) and with (D ELM) downscaling, both using TGUs derived for the 0.5-degree grids and the same land surface parameters. Simulations using the two ELM configurations are compared over the CONUS domain, regional levels, and at observational sites (e.g., SNOTEL). The CONUS-level results suggest that D ELM simulates more snowfall and snow water equivalent (SWE), higher runoff, and less ET during spring and summer. Regional-level results suggest more pronounced impacts of downscaling over regions dominated by higher elevation TGUs and regions with maximum precipitation occurring during cool seasons. Results at the SNOTEL sites suggest that D ELM has superior capability of reproducing the observed SWE at 83% of the sites, with more pronounced performance over topographically heterogeneous TGUs with their maximum precipitation occurring during cool seasons. The results highlight the importance of improving representation of small-scale surface heterogeneity in ESMs and motivate future research to understand their effects on land-atmosphere interactions, streamflow, and water resources management over mountainous regions.
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