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利用河流的河长相关性来预测溶质运移突破曲线的替代预测。

Surrogate prediction of the breakthrough curve of solute transport in rivers using its reach length dependence.

机构信息

Department of Civil and Environmental Engineering, Seoul National University, Seoul 08826, Republic of Korea.

Department of Civil and Environmental Engineering, Seoul National University, Seoul 08826, Republic of Korea..

出版信息

J Contam Hydrol. 2022 Aug;249:104024. doi: 10.1016/j.jconhyd.2022.104024. Epub 2022 May 14.

DOI:10.1016/j.jconhyd.2022.104024
PMID:35667323
Abstract

Techniques for predicting the contaminant cloud propagation along a stream are necessary for swift action against contaminant spill accidents in fluvial systems. Due to their low computational cost, one-dimensional solute transport models have conventionally been employed, in which the complex channel characteristics are considered using model parameters. However, the determination of such parameters relies predominantly on optimization techniques based on pre-measured tracer data, which are usually unavailable for unexpected accidents. The present paper suggests an alternative method for predicting a breakthrough curve (BTC) variation along an unmeasured stream reach where no flow information is provided. In this study, we investigated the relationship between directly-measured flow properties and BTC characteristics based on field tracer experiments. Using statistical features of the tracer BTCs, we devised a regressive prediction method for estimating the BTC features as a function of travel distance, and validated the method by comparison with simulations using both a one-dimensional advection-dispersion equation (ADE) and transient storage model (TSM), whose parameters were calibrated at upstream reaches. The proposed regressive predictions were relatively accurate than those from parameter-calibrated models, and this advantage was more apparent for long-distance predictions for the unmeasured river reach.

摘要

对于河流系统中的污染物泄漏事故,需要预测污染物云团沿河流传播的技术,以便迅速采取行动。由于一维溶质传输模型具有较低的计算成本,因此传统上采用了一维溶质传输模型,其中使用模型参数来考虑复杂的河道特征。然而,这些参数的确定主要依赖于基于预先测量示踪剂数据的优化技术,而这些数据通常在意外事故中不可用。本文提出了一种在没有提供流量信息的未测量河道段预测突破曲线(BTC)变化的替代方法。在本研究中,我们基于野外示踪剂实验研究了直接测量的水流特性与 BTC 特征之间的关系。利用示踪剂 BTC 的统计特征,我们设计了一种回归预测方法,以预测 BTC 特征作为旅行距离的函数,并通过与使用一维对流-弥散方程(ADE)和瞬态储存模型(TSM)的模拟结果进行比较来验证该方法,其中 ADE 和 TSM 的参数在上游河道进行了校准。与参数校准模型相比,所提出的回归预测相对更准确,并且对于未测量河道的长距离预测,这种优势更为明显。

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