论文标题

在意大利,将莫里斯法和多个误差指标组合在一起,以评估下蒂西诺盆地的含水层特征和补给

Combining the Morris Method and Multiple Error Metrics to Assess Aquifer Characteristics and Recharge in the Lower Ticino Basin, in Italy

论文作者

Baker, Emily A., Cappato, Alessandro, Todeschini, Sara, Tamellini, Lorenzo, Sangalli, Giancarlo, Reali, Alessandro, Manenti, Sauro

论文摘要

地下水流量模型的精度通常受到表征含水层特性和含水层补给的模型参数的不确定性的限制。含水层的特性(例如液压传导率)可能会有跨越数量级的不确定性。同时,用于配置模型边界条件的参数可以引入其他不确定性。在这项研究中,莫里斯方法的灵敏度分析是在多量的兴趣上进行的,以评估稳态地下水流模型对不确定输入参数的敏感性。莫里斯方法确定哪些参数对模型输出的影响不太影响。可以在随后的参数优化期间设置非货币参数以减少计算费用。在执行Morris方法和参数优化时,将多量的兴趣(例如,RMSE,地下水通量)结合在一起,可以对地下水模型进行更完整的评估,从而提供了对不确定参数的更可靠且在物理上一致的估计。参数优化过程还为我们提供了参数值中残留不确定性的估计,从而更完整地估计了其余不确定性。通过采用此类技术,当前的研究能够估计意大利北部地下水盆地中的稻田灌溉导致的含水层液压电导率和补给率,这表明由于洪水灌溉实践应用了这些领域,因此大约在夏季进行了大约81--94%的表面含水层补给(约81-94%)。

Groundwater flow model accuracy is often limited by the uncertainty in model parameters that characterize aquifer properties and aquifer recharge. Aquifer properties such as hydraulic conductivity can have an uncertainty spanning orders of magnitude. Meanwhile, parameters used to configure model boundary conditions can introduce additional uncertainty. In this study, the Morris Method sensitivity analysis is performed on multiple quantities of interest to assess the sensitivity of a steady-state groundwater flow model to uncertain input parameters. The Morris Method determines which of these parameters are less influential on model outputs. Uninfluential parameters can be set constant during subsequent parameter optimization to reduce computational expense. Combining multiple quantities of interest (e.g., RMSE, groundwater fluxes) when performing both the Morris Method and parameter optimization offers a more complete assessment of groundwater models, providing a more reliable and physically consistent estimate of uncertain parameters. The parameter optimization procedure also provides us an estimate of the residual uncertainty in the parameter values, resulting in a more complete estimate of the remaining uncertainty. By employing such techniques, the current study was able to estimate the aquifer hydraulic conductivity and recharge rate due to rice field irrigation in a groundwater basin in Northern Italy, revealing that a significant proportion of surficial aquifer recharge (approximately 81-94%) during the later summer is due to the flood irrigation practices applied to these fields.

扫码加入交流群

加入微信交流群

微信交流群二维码

扫码加入学术交流群,获取更多资源