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地表水-地下水与氮素运移模型的多用途数据价值评估

Multi-Purpose Data Worth Assessment of a Surface Water-Groundwater and Nitrogen Transport Model.

作者信息

Durney Patrick, Di Ciacca Antoine, Wilson Scott, Wöhling Thomas

机构信息

Lincoln Agritech, Canterbury, New Zealand.

Institute of Hydrology and Meteorology, Technische Universität Dresden, Saxony, Germany.

出版信息

Ground Water. 2025 Jul-Aug;63(4):580-594. doi: 10.1111/gwat.13490. Epub 2025 May 6.

Abstract

Understanding which hydrological data types provide the most valuable information for models is crucial, given the limitations of data availability. This study applies data worth analysis to evaluate the impact of various observation types on predictive uncertainty in a coupled SWAT-MODFLOW-RT3D model simulating water flows and nitrate transport in a small headwater catchment in New Zealand. We assessed the worth of continuous nitrate concentrations, in-catchment flow measurements, and SkyTEM-derived groundwater levels for predicting stream flow and in-stream nitrate concentrations. Using PEST software for model calibration and linear uncertainty analysis, we determined the relative worth of different observation types. Results indicate that SkyTEM estimates of groundwater levels and continuously measured nitrate concentrations were particularly effective in reducing predictive uncertainty. This study highlights the value of integrating high-resolution SkyTEM data into models to enhance prediction accuracy for groundwater levels, stream flow, and nitrate pollution. It also demonstrates nitrate's utility as an environmental tracer, refining our understanding of surface water-groundwater interactions and solute transport in the Piako Headwaters Catchment.

摘要

鉴于数据可用性的限制,了解哪些水文数据类型能为模型提供最有价值的信息至关重要。本研究应用数据价值分析,以评估在模拟新西兰一个小源头集水区水流和硝酸盐运移的耦合SWAT - MODFLOW - RT3D模型中,各种观测类型对预测不确定性的影响。我们评估了连续硝酸盐浓度、集水区内流量测量以及SkyTEM反演的地下水位对于预测河流水流和河流中硝酸盐浓度的价值。使用PEST软件进行模型校准和线性不确定性分析,我们确定了不同观测类型的相对价值。结果表明,SkyTEM反演的地下水位估计值和连续测量的硝酸盐浓度在降低预测不确定性方面特别有效。本研究强调了将高分辨率SkyTEM数据整合到模型中的价值,以提高对地下水位、河流水流和硝酸盐污染的预测准确性。它还证明了硝酸盐作为环境示踪剂的效用,深化了我们对皮亚科源头集水区地表水 - 地下水相互作用和溶质运移的理解。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a1f0/12271998/0a8675dc5ac5/GWAT-63-580-g004.jpg

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