基于预算分量误差和grace调整影响的陆地储水变化估算中的不确定性量化

IF 3.2 3区 地球科学 Q1 Environmental Science
Zengliang Luo, Da Zhang, Xiangyi Ding, Lunche Wang
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引用次数: 0

摘要

由于陆地储水变化(TWSC)的量级较小且对驱动变量误差敏感,因此对其进行准确估计仍然具有挑战性。水平衡方程提供了估算TWSC的直接方法,但其组成部分——降水(P)、蒸散发(ET)和流量(Q)中的误差不可避免地会传播到TWSC估算中。尽管被广泛使用,但水平衡衍生的TWSC估算的性能尚未在全球气候带中得到很好的评估。在这里,我们使用跨越不同气候条件的84个流域的水平衡计算来评估TWSC估算的性能。然后,我们研究预算组成部分的错误如何导致TWSC估计的差异。为了提高准确性,我们整合了grace衍生的TWSC数据来调整水平衡衍生的TWSC,这反过来又影响了输入变量P、ET和q的精度。我们进一步评估了这些影响,量化了它们对数据一致性和准确性的影响。5个P产品、4个ET数据集、1个观测Q数据集和4个GRACE TWSC产品在每个盆地中组合成80个组合,确保了结果的鲁棒性。我们的研究结果表明,由水平衡引起的TWSC误差约占grace观测到的TWSC量级的35%。P、ET和对TWSC估计误差的贡献分别为47.39%、44.82%和7.79%。虽然GRACE数据修正将TWSC精度提高了20%,但它们也在预算组件中引入了12%的误差。这些结果为TWSC估算中水平衡计算的优势和局限性提供了重要的见解,并强调了准确的驱动数据集的重要性。该研究促进了对TWSC动态的理解,为改善全球水资源评估和管理策略提供了途径。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Quantifying Uncertainty in Terrestrial Water Storage Change Estimates due to Impacts of Budget Component Errors and GRACE-Based Adjustments

Accurately estimating terrestrial Water Storage Changes (TWSC) remains challenging due to its small magnitude and sensitivity to errors in driving variables. The water balance equation provides a direct means of estimating TWSC, but errors in its components—precipitation (P), evapotranspiration (ET), and streamflow (Q)—inevitably propagate into the TWSC estimates. Despite its widespread use, the performance of water balance-derived TWSC estimates has not been well evaluated across global climatic zones. Here, we assess the performance of TWSC estimates using water balance computations across 84 basins spanning diverse climatic conditions. We then investigate how errors in budget components contribute to discrepancies in TWSC estimates. To improve accuracy, GRACE-derived TWSC data were integrated to adjust water balance-derived TWSC, which, in turn, impacts the precision of the input variables P, ET, and Q. We further evaluate these impacts, quantifying their effects on data consistency and accuracy. Five P products, four ET datasets, one observed Q dataset, and four GRACE TWSC products were combined into 80 combinations for each basin, ensuring robust results. Our findings show that errors in water balance-derived TWSC account for approximately 35% of the GRACE-observed TWSC magnitude. The contributions of P, ET, and to the TWSC estimation error are 47.39%, 44.82%, and 7.79%, respectively. While GRACE data corrections improved TWSC accuracy by ~20%, they also introduced a ~12% error into the budget components. These results provide crucial insights into the strengths and limitations of water balance computations for TWSC estimation and underscore the significance of accurate driving datasets. This study advances the understanding of TWSC dynamics, offering a pathway to improve global water resource assessments and management strategies.

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来源期刊
Hydrological Processes
Hydrological Processes 环境科学-水资源
CiteScore
6.00
自引率
12.50%
发文量
313
审稿时长
2-4 weeks
期刊介绍: Hydrological Processes is an international journal that publishes original scientific papers advancing understanding of the mechanisms underlying the movement and storage of water in the environment, and the interaction of water with geological, biogeochemical, atmospheric and ecological systems. Not all papers related to water resources are appropriate for submission to this journal; rather we seek papers that clearly articulate the role(s) of hydrological processes.
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