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Evaluating the hydrological consistency of evaporation products using satellite-based gravity and rainfall data

机译:使用基于卫星的重力和降雨数据评估蒸发产物的水文一致性

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Advances in space-based observations have provided the capacity to develop regional- to global-scale estimates of evaporation, offering insights into this key component of the hydrological cycle. However, the evaluation of large-scale evaporation retrievals is not a straightforward task. While a number of studies have intercompared a range of these evaporation products by examining the variance amongst them, or by comparison of pixel-scale retrievals against ground-based observations, there is a need to explore more appropriate techniques to comprehensively evaluate remote-sensing-based estimates. One possible approach is to establish the level of product agreement between related hydrological components: for instance, how well do evaporation patterns and response match with precipitation or water storage changes? To assess the suitability of this qconsistency/q-based approach for evaluating evaporation products, we focused our investigation on four globally distributed basins in arid and semi-arid environments, comprising the Colorado River basin, Niger River basin, Aral Sea basin, and Lake Eyre basin. In an effort to assess retrieval quality, three satellite-based global evaporation products based on different methodologies and input data, including CSIRO-PML, the MODIS Global Evapotranspiration product (MOD16), and Global Land Evaporation: the Amsterdam Methodology (GLEAM), were evaluated against rainfall data from the Global Precipitation Climatology Project (GPCP) along with Gravity Recovery and Climate Experiment (GRACE) water storage anomalies. To ensure a fair comparison, we evaluated consistency using a degree correlation approach after transforming both evaporation and precipitation data into spherical harmonics. Overall we found no persistent hydrological consistency in these dryland environments. Indeed, the degree correlation showed oscillating values between periods of low and high water storage changes, with a phase difference of about 2–3?months. Interestingly, after imposing a simple lag in GRACE data to account for delayed surface runoff or baseflow components, an improved match in terms of degree correlation was observed in the Niger River basin. Significant improvements to the degree correlations (from ?~??0 to about 0.6) were also found in the Colorado River basin for both the CSIRO-PML and GLEAM products, while MOD16 showed only half of that improvement. In other basins, the variability in the temporal pattern of degree correlations remained considerable and hindered any clear differentiation between the evaporation products. Even so, it was found that a constant lag of 2?months provided a better fit compared to other alternatives, including a zero lag. From a product assessment perspective, no significant or persistent advantage could be discerned across any of the three evaporation products in terms of a sustained hydrological consistency with precipitation and water storage anomaly data. As a result, our analysis has implications in terms of the confidence that can be placed in independent retrievals of the hydrological cycle, raises questions on inter-product quality, and highlights the need for additional techniques to evaluate large-scale products.
机译:天基观测的进步提供了发展区域到全球尺度上蒸发量估算的能力,从而提供了对水文循环这一关键组成部分的见识。但是,对大规模蒸发取回进行评估并不是一项简单的任务。尽管许多研究通过检查蒸发产物之间的差异,或者通过比较像素尺度的反演结果与地面观测结果来比较了这些蒸发产物的范围,但仍需要探索更合适的技术来全面评估遥感影像根据估算。一种可能的方法是确定相关水文要素之间的产品一致性水平:例如,蒸发模式和响应与降水或储水量变化的匹配程度如何?为了评估这种基于一致性的方法用于评估蒸发产物的适用性,我们将研究重点放在干旱和半干旱环境中的四个全球分布的盆地中,包括科罗拉多河盆地,尼日尔河流域,咸海。海盆和爱尔湖盆。为了评估检索质量,基于不同方法和输入数据的三种基于卫星的全球蒸发产品,包括CSIRO-PML,MODIS全球蒸发蒸腾产品(MOD16)和全球陆地蒸发:阿姆斯特丹方法(GLEAM)。根据全球降水气候学项目(GPCP)的降雨数据以及重力恢复和气候实验(GRACE)储水异常评估了该数据。为了确保公平地比较,我们在将蒸发和降水数据都转换为球谐之后,使用了度相关方法评估了一致性。总体而言,我们发现在这些干旱地区环境中没有持久的水文一致性。确实,程度相关性显示出在低和高储水量变化期间之间的振荡值,相位差约为2-3个月。有趣的是,在GRACE数据中加入一个简单的滞后以解决延迟的地表径流或基流分量后,在尼日尔河流域观测到了程度相关性的改进匹配。在CSIRO-PML和GLEAM产品上,在科罗拉多河流域也发现了度相关性的显着改善(从?〜?? 0到约0.6),而MOD16仅显示了这种改善的一半。在其他盆地,度数相关性的时间模式的变化仍然很大,并且阻碍了蒸发产物之间的任何明显区分。即便如此,我们发现与其他替代方案(包括零滞后)相比,2个月的恒定滞后提供了更好的拟合度。从产品评估的角度来看,就降水和储水异常数据的持续水文一致性而言,三种蒸发产品中的任何一种都没有明显或持久的优势。结果,我们的分析对可以独立于水文循环取回的置信度产生了影响,对产品间质量提出了疑问,并强调了需要更多技术来评估大型产品。

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