Parameters describing nonequilibrium transport of polycyclic aromatic hydrocarbons through contaminated soil columns: estimability analysis, correlation, and optimization.

The soil and groundwater at former industrial sites polluted by polycyclic aromatic hydrocarbons (PAHs) produce a very challenging environmental issue. The description of PAH transport by means of mathematical models is therefore needed for risk assessment and remediation strategies at these sites. Due to the complexity of release kinetics and transport behavior of the PAHs in the aged contaminated soils, their transport is usually evaluated at the laboratory scale. Transport parameters are then estimated from the experimental data via the inverse method. To better assess the uncertainty of optimized parameters, an estimability method was applied to firstly investigate the information content of experimental data and the possible correlations among parameters in the two-site sorption model. These works were based on the concentrations of three PAHs, Acenaphthene (ACE), Fluoranthene (FLA) and Pyrene (PYR), in the leaching solutions of the experiments under saturated and unsaturated flow conditions. The estimability results showed that the experiment under unsaturated flow conditions contained more information content for estimating four transport parameters than under the saturated one. In addition, whatever the experimental conditions for all three PAHs the fraction of sites with instantaneous sorption, f, was highly correlated with the adsorption distribution coefficient, Kd. The very strong correlation between the two parameters f and Kd suggests that they should not be simultaneously calibrated. Transport parameters were optimized using HYDRUS-1D software with different scenarios based on the estimability analysis results. The optimization results were not always reliable, especially in the case of the experiment under saturated flow conditions because of its low information content. In addition, the estimation of transport parameters became very uncertain if two parameters f and Kd were optimized simultaneously. The findings of the current work can suggest some reasons behind the optimization problems and indicate the type of experimental information additionally needed for parameter identification. To overcome the parameterization issues of PAH non-equilibrium transport, the experimental design, timescale, and model refinement need further improvement. The conclusions presented in this paper are not limited necessarily to PAHs, but may also be relevant to other organic contaminants with similar leaching behavior.

[1]  M. Simonnot,et al.  Impact of chemical oxidation on soil quality. , 2008, Chemosphere.

[2]  T. Culver,et al.  Rate-Limited Sorption and Desorption of 1,2-Dichlorobenzene to a Natural Sand Soil Column , 2000 .

[3]  K C Cheung,et al.  Pollutants in Hong Kong soils: polycyclic aromatic hydrocarbons. , 2007, Chemosphere.

[4]  Yuan Zhang,et al.  Polycyclic aromatic hydrocarbons (PAHs) in urban soils of the megacity Shanghai: occurrence, source apportionment and potential human health risk. , 2013, The Science of the total environment.

[5]  R. Bajpai,et al.  Extended bioremediation of PAH/PCP contaminated soils from the POPILE wood treatment facility. , 2004, Chemosphere.

[6]  S. Comfort,et al.  Vadose Zone Processes and Chemical Transport , 2002 .

[7]  Yakov A. Pachepsky,et al.  Sensitivity analysis of unsaturated flow and contaminant transport with correlated parameters , 2011, Journal of Hydrology.

[8]  David W. Bacon,et al.  Mathematical Model and Parameter Estimation for Gas-Phase Ethylene Homopolymerization with Supported Metallocene Catalyst , 2005 .

[9]  S. Attinger,et al.  Kinetic control of contaminant release from NAPLs--information potential of concentration time profiles. , 2013, Environmental pollution.

[10]  M. Th. van Genuchten,et al.  Two‐Site/Two‐Region Models for Pesticide Transport and Degradation: Theoretical Development and Analytical Solutions , 1989 .

[11]  V. Bulatov,et al.  ANALYSIS OF POLYCYCLIC AROMATIC HYDROCARBONS IN HETEROGENEOUS SAMPLES , 2002 .

[12]  C. Lorgeoux,et al.  Experimental increase in availability of a PAH complex organic contamination from an aged contaminated soil: consequences on biodegradation. , 2013, Environmental pollution.

[13]  M. Simonnot,et al.  PAHs and organic matter partitioning and mass transfer from coal tar particles to water. , 2006, Environmental science & technology.

[14]  N. Jarvis,et al.  Modeling macropore flow effects on pesticide leaching: inverse parameter estimation using microlysimeters. , 2003, Journal of environmental quality.

[15]  K Tirez,et al.  Aging effects on cadmium transport in undisturbed contaminated sandy soil columns. , 2001, Journal of environmental quality.

[16]  Clint W Williford,et al.  Dissolution and transport of TNT, RDX, and composition B in saturated soil columns. , 2006, Journal of environmental quality.

[17]  Ole Wendroth,et al.  Non‐equilibrium water flow characterized by means of upward infiltration experiments , 2001 .

[18]  K. Totsche,et al.  Determination of effective release rates of polycyclic aromatic hydrocarbons and dissolved organic carbon by column outflow experiments , 2005 .

[19]  Inverse Mobile–Immobile Modeling of Transport During Transient Flow: Effects of Between‐Domain Transfer and Initial Water Content , 2004 .

[20]  M. Sanders Distribution of polycyclic aromatic hydrocarbons in oyster (Crassostrea virginica) and surface sediment from two estuaries in South Carolina , 1995, Archives of environmental contamination and toxicology.

[21]  John Maximilian Köhne,et al.  A review of model applications for structured soils: b) Pesticide transport. , 2009, Journal of contaminant hydrology.

[22]  PAH oxidation in aged and spiked soils investigated by column experiments. , 2013, Chemosphere.

[23]  P. Benoît,et al.  Impact of rainfall intensity on the transport of two herbicides in undisturbed grassed filter strip soil cores. , 2005, Journal of contaminant hydrology.

[24]  K. Totsche,et al.  Difference in PAH release processes from tar-oil contaminated soil materials with similar contamination history , 2009 .

[25]  K. Abbaspour,et al.  Modelling field-scale cadmium transport below the root zone of a sewage sludge amended soil in an arid region in Central Iran. , 2005, Journal of contaminant hydrology.

[26]  Jirka Šimůnek,et al.  Modeling Nonequilibrium Flow and Transport Processes Using HYDRUS , 2008 .

[27]  J. Domingo,et al.  Exposure to polycyclic aromatic hydrocarbons through consumption of edible marine species in Catalonia, Spain. , 2006, Journal of food protection.

[28]  Robert E. Davis,et al.  Statistics for the evaluation and comparison of models , 1985 .

[29]  I. Kögel‐Knabner,et al.  Release of Polycyclic Aromatic Hydrocarbons, Dissolved Organic Carbon, and Suspended Matter from Disturbed NAPL‐Contaminated Gravelly Soil Material , 2006 .

[30]  Mark L. Brusseau,et al.  The influence of sorbate-organic matter interactions on sorption nonequilibrium , 1989 .

[31]  W. Berger,et al.  Simulation of chromium transport in the unsaturated zone for predicting contaminant entries into the groundwater , 2004 .

[32]  A. Hursthouse,et al.  Soil pollution by PAHs in urban soils: a comparison of three European cities. , 2007, Journal of environmental monitoring : JEM.

[33]  Constantinos V. Chrysikopoulos,et al.  Non-aqueous phase liquid drop formation within a water saturated fracture , 2003 .

[34]  Scott Clark,et al.  Imputation of Data Values That are Less Than a Detection Limit , 2004, Journal of occupational and environmental hygiene.

[35]  A. Mill,et al.  PAH contamination in shellfish: modelling to estimate exposure , 2012, Ecotoxicology.

[36]  K. Villholth,et al.  Colloid Characterization and Colloidal Phase Partitioning of Polycyclic Aromatic Hydrocarbons in Two Creosote-Contaminated Aquifers in Denmark , 1999 .

[37]  Shaoda Liu,et al.  Polycyclic aromatic hydrocarbons in urban soils of different land uses in Beijing, China: distribution, sources and their correlation with the city's urbanization history. , 2010, Journal of hazardous materials.

[38]  Yang Bai,et al.  Polycyclic aromatic hydrocarbons in urban soils of Beijing: status, sources, distribution and potential risk. , 2011, Environmental pollution.

[39]  M. L. Thompson,et al.  An Improved Zero‐Tension Lysimeter to Monitor Colloid Transport in Soils , 1994 .

[40]  John P Carbone,et al.  Validation of pesticide root zone model 3.12: Employing uncertainty analysis , 2002, Environmental toxicology and chemistry.

[41]  James E. Ayars,et al.  Inverse Analysis of Upward Water Flow in a Groundwater Table Lysimeter , 2005 .

[42]  R. Naidu,et al.  Bioremediation of high molecular weight polycyclic aromatic hydrocarbons: a review of the microbial degradation of benzo[a]pyrene. , 2000 .

[43]  S. Haderlein,et al.  Simulation of nonlinear sorption of N-heterocyclic organic contaminates in soil columns. , 2009, Journal of contaminant hydrology.

[44]  P. Faure,et al.  Characteristics of a solid coal tar sampled from a contaminated soil and of the organics transferred into water , 2010 .

[45]  J. Šimůnek,et al.  Multi-process herbicide transport in structured soil columns: experiments and model analysis. , 2006, Journal of contaminant hydrology.

[46]  M. A. Latifi,et al.  Estimability Analysis and Optimisation of Soil Hydraulic Parameters from Field Lysimeter Data , 2013, Transport in Porous Media.

[47]  Xuejun Wang,et al.  Enrichment behavior and transport mechanism of soil-bound PAHs during rainfall-runoff events. , 2012, Environmental pollution.

[48]  S. Tyler,et al.  Transport of simazine in unsaturated sandy soil and predictions of its leaching under hypothetical field conditions. , 2007, Journal of contaminant hydrology.

[49]  D. Essumang,et al.  Levels, Distribution and Source Characterization of Polycyclic Aromatic Hydrocarbons (PAHs) in Topsoils and Roadside Soils in Esbjerg, Denmark , 2011, Bulletin of environmental contamination and toxicology.

[50]  H. Frey,et al.  Quantification of variability and uncertainty for air toxic emission inventories with censored emission factor data. , 2004, Environmental science & technology.

[51]  Peter Grathwohl,et al.  Comparison of steady-state and transient flow conditions on reactive transport of contaminants in the vadose soil zone , 2009 .

[52]  David W. Bacon,et al.  Modeling Ethylene/Butene Copolymerization with Multi‐site Catalysts: Parameter Estimability and Experimental Design , 2003 .

[53]  D. Marquardt An Algorithm for Least-Squares Estimation of Nonlinear Parameters , 1963 .

[54]  T. Rennert,et al.  Kinetic control of contaminant release from NAPLs--experimental evidence. , 2013, Environmental pollution.

[55]  Amos Ben-Zvi,et al.  Identifiability and estimability study for a dynamic solid oxide fuel cell model , 2009, Comput. Chem. Eng..

[56]  M. Friedel Coupled inverse modeling of vadose zone water, heat, and solute transport: calibration constraints, parameter nonuniqueness, and predictive uncertainty , 2005 .

[57]  K. Totsche,et al.  Detection of non‐equilibrium contaminant release in soil columns: Delineation of experimental conditions by numerical simulations , 2003 .

[58]  V. Gujisaite Transport réactif en milieux poreux non saturés , 2008 .

[59]  P. White,et al.  Mutagens in contaminated soil: a review. , 2004, Mutation research.

[60]  M. Simonnot,et al.  Soil Hydraulic Parameters Characterizing Preferential Water Flow: Estimability Analysis and Identification , 2014 .

[61]  A. Lemley,et al.  TRANSPORT OF DISSOLVED ORGANIC MACROMOLECULES AND THEIR EFFECT ON THE TRANSPORT OF PHENANTHRENE IN POROUS MEDIA , 1991 .

[62]  L. Lassabatère,et al.  Transport of two naphthoic acids and salicylic acid in soil: experimental study and empirical modeling. , 2012, Water research.

[63]  Guang-Dong Sun,et al.  Pilot scale ex-situ bioremediation of heavily PAHs-contaminated soil by indigenous microorganisms and bioaugmentation by a PAHs-degrading and bioemulsifier-producing strain. , 2012, Journal of hazardous materials.

[64]  R. E. Thompson,et al.  Statistical modeling of sediment and oyster PAH contamination data collected at a South Carolina estuary (complete and left-censored samples) , 2000 .

[65]  I. Kögel‐Knabner,et al.  Single Event–Driven Export of Polycyclic Aromatic Hydrocarbons and Suspended Matter from Coal Tar–Contaminated Soil , 2007 .

[66]  Wei Wu,et al.  Distribution of polycyclic aromatic hydrocarbons in different size fractions of soil from a coke oven plant and its relationship to organic carbon content. , 2010, Journal of hazardous materials.

[67]  J. Michel Transport d'hydrocarbures aromatiques polycycliques et de métaux dans les sols non saturés , 2009 .

[68]  M. Thévenot,et al.  Evaluating equilibrium and non-equilibrium transport of bromide and isoproturon in disturbed and undisturbed soil columns. , 2007, Journal of contaminant hydrology.

[69]  Dennis R Helsel,et al.  Fabricating data: how substituting values for nondetects can ruin results, and what can be done about it. , 2006, Chemosphere.