Local and Global Sensitivity Analysis of Cr (VI) Geogenic Leakage Under Uncertain Environmental Conditions

被引:18
作者
Ceriotti, G. [1 ]
Guadagnini, L. [1 ]
Porta, G. [1 ]
Guadagnini, A. [1 ,2 ]
机构
[1] Politecn Milan, Dept Civil & Environm Engn, Milan, Italy
[2] Univ Arizona, Dept Hydrol & Atmospher Sci, Tucson, AZ USA
关键词
hexavalent chromium; sensitivity analysis; ophiolitic rocks; uncertainty quantification; reaction path modeling; spring water quality; PROCESSES INVOLVING MINERALS; PRESENT-DAY SERPENTINIZATION; POLYNOMIAL CHAOS EXPANSION; HEXAVALENT CHROMIUM; IRREVERSIBLE REACTIONS; AQUEOUS-SOLUTIONS; DRINKING-WATER; MASS-TRANSFER; HIGH-PH; GEOCHEMISTRY;
D O I
10.1029/2018WR022857
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
We focus on the joint application of local and global sensitivity analyses to characterize propagation of model parameter uncertainties to outputs of subsurface water geochemical models. The latter typically involve uncertain inputs, including environmental conditions, mineral rock composition, and flow/transport features. In this context, implementation of sensitivity analysis techniques enables us to grasp the relative role of each model input. Here we focus on the application of several sensitivity approaches to the assessment of Cr (VI) geogenic leakage due to water-rock interactions. We specifically target the impact of uncertain environmental conditions on the chemical composition of spring waters following water transfer through a host rock system with given mineral composition. We employ a reaction path modeling approach and represent uncertainties of environmental conditions through three parameters, that is, oxygen fugacity (f(O2)), CO2 fugacity (f(CO2)), and temperature, which we consider as random quantities. We consider three diverse methodologies, that is, (a) the Scatter Plots sensitivity analysis, (b) the Distributed Evaluation of Local Sensitivity Analysis, and (c) a moment-based global sensitivity analysis. Our results suggest that (a) the relative importance of a given model parameter in driving the uncertainty of the spring water composition may display remarkable variations across the sampled parameter space and (b) parameter ranking through sensitivity metrics for geochemical applications in subsurface water resources requires a joint assessment of local and global sensitivity.
引用
收藏
页码:5785 / 5802
页数:18
相关论文
共 67 条
[51]   What do we mean by sensitivity analysis? The need for comprehensive characterization of "global'' sensitivity in Earth and Environmental systems models [J].
Razavi, Saman ;
Gupta, Hoshin V. .
WATER RESOURCES RESEARCH, 2015, 51 (05) :3070-3092
[52]   Probabilistic assessment of seawater intrusion under multiple sources of uncertainty [J].
Riva, M. ;
Guadagnini, A. ;
Dell'Oca, A. .
ADVANCES IN WATER RESOURCES, 2015, 75 :93-104
[53]   Natural chromium contamination of groundwater at Leon Valley, Mexico [J].
Robles-Camacho, J ;
Armienta, MA .
JOURNAL OF GEOCHEMICAL EXPLORATION, 2000, 68 (03) :167-181
[54]   METALS IN DETERMINING NATURAL BACKGROUND CONCENTRATIONS IN MINERALIZED AREAS WATER [J].
RUNNELLS, DD ;
SHEPHERD, TA ;
ANGINO, EE .
ENVIRONMENTAL SCIENCE & TECHNOLOGY, 1992, 26 (12) :2316-2323
[55]   Sensitivity analysis for chemical models [J].
Saltelli, A ;
Ratto, M ;
Tarantola, S ;
Campolongo, F .
CHEMICAL REVIEWS, 2005, 105 (07) :2811-2827
[56]  
Saltelli A., 2008, GLOBAL SSENSITIVITY
[57]   Update 1 of: Sensitivity Analysis for Chemical Models [J].
Saltelli, Andrea ;
Ratto, Marco ;
Tarantola, Stefano ;
Campolongo, Francesca .
CHEMICAL REVIEWS, 2012, 112 :PR1-PR21
[58]   Speciation of dissolved chromium and the mechanisms controlling its concentration in natural water [J].
Saputro, Sulistyo ;
Yoshimura, Kazuhisa ;
Matsuoka, Shiro ;
Takehara, Ko ;
Narsito ;
Aizawa, Jun ;
Tennichi, Yoshika .
CHEMICAL GEOLOGY, 2014, 364 :33-41
[59]   Can accurate kinetic laws be created to describe chemical weathering? [J].
Schott, Jacques ;
Oelkers, Eric H. ;
Benezeth, Pascale ;
Godderis, Yves ;
Francois, Louis .
COMPTES RENDUS GEOSCIENCE, 2012, 344 (11-12) :568-585
[60]   The variation in composition of ultramafic rocks and the effect on their suitability for carbon dioxide sequestration by mineralization following acid leaching [J].
Styles, M. T. ;
Sanna, A. ;
Lacinska, A. M. ;
Naden, J. ;
Maroto-Valer, M. .
GREENHOUSE GASES-SCIENCE AND TECHNOLOGY, 2014, 4 (04) :440-451