|
|
Stochastic simulation and uncertainty analysis of multi-phase flow of groundwater polluted by DNAPLs |
WANG Han1,2, LU Wen-xi1,2, LI Jiu-hui1,2, CHANG Zhen-bo1,2, HOU Ze-Yu1,2 |
1. College of Environment and Resources, Jilin University, Changchun 130012, China;
2. Key Laboratory of Groundwater Resources and Environmental Minintry of Education, Jilin University, Changchun 130012, China |
|
|
Abstract Hydrogeological parameters were uncertain. In order to analyze the influence of hydrogeological parameter uncertainty on the numerical model of multi-phase flow of groundwater polluted by DNAPLs, aimed at making a research on hypothetical example, this paper firstly established a numerical simulation model of multi-phase flow of groundwater polluted by DNAPLs in research area. Then, the sensitivity analysis method was used to select the largest parameters that affect the output of the model as stochastic variables. In order to reduce the computation burden caused by the repeated call of simulation model, the Kriging method was used to construct a surrogate modle to finish the stochastic Monte Carlo simulation. Finally, the stochastic simulation results were analyzed statistically and the pollution risk assessment was completed. The results showed that the risk of pollution of single well can be estimated by using the pollutant concentration distribution function. The whole area can be divided into different risk areas under different pollution levels, which can provide a richer and more scientific reference to groundwater pollution prevention and control.
|
Received: 20 November 2017
|
|
|
|
|
[1] |
Schubert M, Balcazar M, Lopez A, et al. Combination of radon and stable isotope analysis as a tool for decision support concerning the remediation of NAPL-contaminated sites.[J]. Isotopes in Environmental & Health Studies, 2007,43(3):215-226.
|
[2] |
Schaerlaekens J, Mertens J, Van L J, et al. A multi-objective optimization framework for surfactant-enhanced remediation of DNAPL contaminations[J]. Journal of Contaminant Hydrology, 2006, 86(3/4):176-194.
|
[3] |
Ouyang Q, Lu W, Hou Z, et al. Chance-constrained multi-objective optimization of groundwater remediation design at DNAPLs-contaminated sites using a multi-algorithm genetically adaptive method[J]. Journal of Contaminant Hydrology, 2017, 200:15-23.
|
[4] |
Environment Agency. An illustrated handbook of DNAPL transport and fate in the subsurface[M]. Bristol:Rio House, 2003.
|
[5] |
Hou Z, Lu W, Chen M. Surrogate-Based Sensitivity Analysis and Uncertainty Analysis for DNAPL-Contaminated Aquifer Remediation[J]. Journal of Water Resources Planning & Management, 2016,142(11):04016043.
|
[6] |
Feyen L, Caers J. Quantifying geological uncertainty for flow and transport modeling in multi-modal heterogeneous formations[J]. Advances in Water Resources, 2006,29(6):912-929.
|
[7] |
于勇,翟远征,郭永丽,等.基于不确定性的地下水污染风险评价研究进展[J]. 水文地质工程地质, 2013,40(1):115-123.
|
[8] |
Goodrich M T, Mccord J T. Quantification of Uncertainty in Exposure Assessments at Hazardous Waste Sites[J]. Groundwater, 1995,33(5):727-732.
|
[9] |
Hassan A E, Bekhit H M, Chapman J B. Using Markov Chain Monte Carlo to quantify parameter uncertainty and its effect on predictions of a groundwater flow model.[M]. Elsevier Science Publishers B. V. 2009, 16(4):482-487.
|
[10] |
陈彦,吴吉春.含水层渗透系数空间变异性对地下水数值模拟的影响[J]. 水科学进展, 2005,16(4):482-487.
|
[11] |
吴吉春,陆乐.地下水模拟不确定性分析[J]. 南京大学学报(自然科学), 2011,47(3):227-234.
|
[12] |
常振波,卢文喜,辛欣,等.基于灵敏度分析和替代模型的地下水污染风险评价方法[J]. 中国环境科学, 2017,37(1):167-173.
|
[13] |
李久辉,卢文喜,常振波,等.基于不确定性分析的地下水污染超标风险预警[J]. 中国环境科学, 2017,37(6):2270-2277.
|
[14] |
Atanassov E, Dimov I T. What Monte Carlo models can do and cannot do efficiently[J]. Applied Mathematical Modelling, 2008, 32(8):1477-1500.
|
[15] |
Densmore J D, Urbatsch T J, Evans T M, et al. A hybrid transport-diffusion method for Monte Carlo radiative-transfer simulations[J]. Journal of Computational Physics, 2007,222(2):485-503.
|
[16] |
束龙仓,李伟,李砚阁.地下水库库容不确定性分析[J]. 水文地质工程地质, 2006,(4):45-47.
|
[17] |
温忠辉,曹英杰.开采量不确定条件下数值模拟结果的可靠性分析[J]. 吉林大学学报(地球科学版), 2007,(2):239-242.
|
[18] |
束龙仓,陶玉飞,刘佩贵.考虑水文地质参数不确定性的地下水补给量可靠度计算[J]. 水利学报, 2008,(3):346-350.
|
[19] |
陆乐,吴吉春,王晶晶.多尺度非均质多孔介质中溶质运移的蒙特卡罗模拟[J]. 水科学进展, 2008,19(3):333-338.
|
[20] |
Luo J, Lu W. Sobol' sensitivity analysis of NAPL-contaminated aquifer remediation process based on multiple surrogates[J]. Computers & Geosciences, 2014,67:110-116.
|
[21] |
束龙仓,刘佩贵,刘波,等.傍河水源地数学模型的参数灵敏度分析——以辽宁省北票市某傍河水源地为例[J]. 工程勘察, 2006,(8):29-31.
|
[22] |
Krige D G. A Statistical Approach to Some Mine Valuations and Allied Problems at the Witwatersrand[J]. Jama the Journal of the American Medical Association, 2015,213(9):1496.
|
[23] |
Luo J, Lu W. Comparison of surrogate models with different methods in groundwater remediation process[J]. Journal of Earth System Science, 2014,123(7):1579-1589.
|
[24] |
吴义忠.多领域物理系统的仿真优化方法[M]. 北京:科学出版社, 2011.
|
[25] |
Dennis I, Pretorius J, Steyl G. Effect of fracture zone on DNAPL transport and dispersion:a numerical approach[J]. Environmental Earth Sciences, 2010,61(7):1531-1540.
|
[26] |
欧阳琦,卢文喜,侯泽宇,等.基于替代模型的地下水溶质运移不确定性分析[J]. 中国环境科学, 2016,36(4):1119-1124.
|
|
|
|