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含重质非水相液体源修复、水体衰减及挥发的溶解羽流衰减——解析解、模型校准及预测不确定性

Dissolved plume attenuation with DNAPL source remediation, aqueous decay and volatilization--analytical solution, model calibration and prediction uncertainty.

作者信息

Parker Jack C, Park Eungyu, Tang Guoping

机构信息

Department of Civil and Environmental Engineering, University of Tennessee, Knoxville, TN 37996-2010, USA.

出版信息

J Contam Hydrol. 2008 Nov 14;102(1-2):61-71. doi: 10.1016/j.jconhyd.2008.03.009. Epub 2008 Apr 9.

DOI:10.1016/j.jconhyd.2008.03.009
PMID:18502537
Abstract

A vertically-integrated analytical model for dissolved phase transport is described that considers a time-dependent DNAPL source based on the upscaled dissolution kinetics model of Parker and Park with extensions to consider time-dependent source zone biodecay, partial source mass reduction, and remediation-enhanced source dissolution kinetics. The model also considers spatial variability in aqueous plume decay, which is treated as the sum of aqueous biodecay and volatilization due to diffusive transport and barometric pumping through the unsaturated zone. The model is implemented in Excel/VBA coupled with (1) an inverse solution that utilizes prior information on model parameters and their uncertainty to condition the solution, and (2) an error analysis module that computes parameter covariances and total prediction uncertainty due to regression error and parameter uncertainty. A hypothetical case study is presented to evaluate the feasibility of calibrating the model from limited noisy field data. The results indicate that prediction uncertainty increases significantly over time following calibration, primarily due to propagation of parameter uncertainty. However, differences between the predicted performance of source zone partial mass reduction and the known true performance were reasonably small. Furthermore, a clear difference is observed between the predicted performance for the remedial action scenario versus that for a no-action scenario, which is consistent with the true system behavior. The results suggest that the model formulation can be effectively utilized to assess monitored natural attenuation and source remediation options if careful attention is given to model calibration and prediction uncertainty issues.

摘要

描述了一种用于溶解相传输的垂直集成分析模型,该模型基于帕克和帕克的尺度化溶解动力学模型,考虑了随时间变化的重质非水相液体(DNAPL)源,并进行了扩展以考虑随时间变化的源区生物降解、源质量部分减少以及修复增强的源溶解动力学。该模型还考虑了水相羽流衰减的空间变异性,将其视为水相生物降解以及由于扩散传输和通过非饱和带的气压泵吸作用导致的挥发的总和。该模型在Excel/VBA中实现,并结合了:(1)一种逆解,利用关于模型参数及其不确定性的先验信息来确定解;(2)一个误差分析模块,该模块计算由于回归误差和参数不确定性导致的参数协方差和总预测不确定性。给出了一个假设案例研究,以评估从有限的噪声现场数据校准模型的可行性。结果表明,校准后预测不确定性随时间显著增加,主要是由于参数不确定性的传播。然而,源区部分质量减少的预测性能与已知真实性能之间的差异相当小。此外,在补救行动方案与无行动方案的预测性能之间观察到明显差异,这与真实系统行为一致。结果表明,如果仔细关注模型校准和预测不确定性问题,该模型公式可有效用于评估监测自然衰减和源修复方案。

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