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Benefits and Pitfalls of GRACE Data Assimilation: a Case Study of Terrestrial Water Storage Depletion in India

机译:GRACE数据同化的好处和误区:以印度陆地储水枯竭为例

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摘要

This study investigates some of the benefits and drawbacks of assimilating Terrestrial Water Storage (TWS) observations from the Gravity Recovery and Climate Experiment (GRACE) into a land surface model over India. GRACE observes TWS depletion associated with anthropogenic groundwater extraction in northwest India. The model, however, does not represent anthropogenic groundwater withdrawals and is not skillful in reproducing the interannual variability of groundwater. Assimilation of GRACE TWS introduces long-term trends and improves the interannual variability in groundwater. But the assimilation also introduces a negative trend in simulated evapotranspiration whereas in reality evapotranspiration is likely enhanced by irrigation, which is also unmodeled. Moreover, in situ measurements of shallow groundwater show no trend, suggesting that the trends are erroneously introduced by the assimilation into the modeled shallow groundwater, when in reality the groundwater is depleted in deeper aquifers. The results emphasize the importance of representing anthropogenic processes in land surface modeling and data assimilation systems.
机译:这项研究调查了将重力恢复和气候实验(GRACE)中的陆地储水(TWS)观测值吸收到印度上空的地表模型中的一些利弊。 GRACE观察到印度西北部与人为提取的地下水有关的TWS损耗。但是,该模型不能代表人为抽取的地下水,并且不能熟练再现地下水的年际变化。 GRACE TWS的吸收引入了长期趋势,并改善了地下水的年际变化。但是,同化作用还给模拟的蒸散量带来了负面趋势,而实际上,灌溉却可能增强了蒸散量,这也是没有模型的。此外,浅层地下水的原位测量没有趋势,这表明这种趋势是由于同化错误地引入到模拟的浅层地下水中,而实际上地下水却被深层含水层耗尽了。结果强调了在土地表面建模和数据同化系统中代表人为过程的重要性。

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