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International Journal of Environmental Research, Vol. 3, No. 4, 2009, pp. 545-556 Pollution Migration Study in Subsurface Environment Sadashiva Murthy, B.M.*, Ramesh, H.S. and Mahadevaswamy, M. Department of Environmental Engineering, Sri Jayachamarajendra College of Engineering,
Mysore - 570 006, Karnataka, India Received 5 Aug. 2008; Revised 24 Jan. 2009; Accepted 12 April 2009 Code Number: er09060 ABSTRACT The sources of groundwater pollution such as, industrial effluents, sewage and extensive farming have lead to agrochemical pollution. Mathematical modeling helps to analyze the existing situation, allows forecasting, and to evaluate the effects of changes in the surrounding water quality. The present research has been focused mainly towards understanding the various processes affecting the transport of chemicals in soils. Dispersion coefficient for the sandy loam soil was found to be 0.247 m2/d, 0.150 m2/d and 0.01 m2/d for nitrates, phosphates and Chlorpyriphos through column, and 0.337 m2/d, 0.217 m2/d and 0.077 m2/d for nitrates, phosphates and Chlorpyriphos through channel studies, respectively. For similar analysis of the breakthrough curves, dispersion coefficient for the clay soil was found to be 0.0835 m2/d, 0.0632 m2/d and 0.008 m2/d for nitrates, phosphates and Chlorpyriphos through column and 0.147 m2/d , 0.0848m2/d and 0.022 m2/d for nitrates, phosphates and Chlorpyriphos through channel studies, respectively. The one-dimensional analytical model has been used and validated with the experimental data obtained from column and channel studies in sandy loam and clay soils and compared with model output (in which total elimination rate “K”is considered as zero). From this a variation of about 40-60 percent in the leaching characteristics of pollutants was being observed (nitrates, phosphates and chlorpyriphos). Key words: Contaminant, Vadoze zone, Transport, Plume Model, Total Elimination Rate Chemical pollutants such as fertilizers (like nitrates and phosphates) and pesticides (like chlorpyriphos) reach soil by direct application, by drift during aerial application and due to washing off from the foliage. Irrespective of the methods of application, chemicals ultimately find their way into soil, which finally acts as a reservoir where persistent chemicals remain (Asi, et al., 2008; Shahidi Bonjar, 2007; Nouri et al., 2008; Borujeni et al., 2007). They may form complexes with humic and fulvic acids which are very resistant to breakdown. As a consequence, they may disturb the local metabolic activity, the fertility of soil and also the chemical degradation processes. Further, the characteristics of recharge mechanisms are also undergoing drastic change leading to different rates of recharge into groundwater medium. These issues can be addressed through mathematical modeling. Concern over groundwater contamination by chemicals entering subsurface environment have created a greater impetus for the development of quantitative tools for predicting the spread of pollutants in the unsaturated (vadose) zone at the field scale. Effective groundwater management requires a good acquaintance of the aquifer system; secondly, practical measures to control abstraction that can be identified and, thirdly augmentation groundwater resources through artificial recharge (Thangarajan, 2004). While properly designed field experiments provide a relatively high degree of confidence in predicting contaminant fate under particular experimental conditions, extrapolation of experimental data to other locations or cropping scenarios is often impossible. It is, therefore indispensable to quantify the response of the aquifer under study to diverse input/output stresses.Agroundwater model is thus a simplified version of the real system that approximately simulates the input/output stresses and response relation of the system. The modeling technique is very powerful tool and many of the very complex problems can be addressed through these tools (Mohankumar, 2005).Accurate measurement of soil water flux, containing any solute, remains a challenge and the lack of measurements of these solutes, limits our understanding of solute transport in porous media. Protection and remediation of groundwater resources require an understanding of processes that affect fate and transport of contaminants in the subsurface environment. The unsaturated or vadose zone (between water table and groundwater) is generally more favorable for pollutant attenuation and elimination. It is evident that vadose zone plays a significant role in groundwater studies, as it is the hydrological connection between the surface water component of hydrological cycle and groundwater component (Inayathulla, 2005). To assess the risk of groundwater contamination by excess nutrients allied chemicals, their mobility and persistence in the soil need to be determined. To account for contaminant transport along preferential pathways the contaminant concentration needs to be monitored when percolating through soil environment. In temperate regions, many studies were conducted to assess the leaching potential of nutrients in field experiments and to evolve the influence of soil properties, soil management, and application mode on output from soils (Paramasivam et al., 2002 and Logsdon et al., 2002). However, data on medium to long term leaching of nutrients in representative soils of the tropics are completely lacking for most compounds in the literature (Laabs et al., 2002).Adsorption – Desorption of Imidacloprid on five Indian soils (Alfisol, Vertsol, Oxisol, Ultisol, Inceptisol) were studied by Kalpana et al., 2002 using batch equilibration technique. Equilibration time was determined using preliminary kinetic study.Suman et al., 2002 have investigated the adsorption, persistence and leaching of dithiopyr. The sorption experiment was conducted by the batch equilibrium technique and preliminary kinetic studies were carried out to determine equilibration time. Degradation studies of many chemicals in soil have been reported in large numbers during the last decade. Of all the reviewed subsoil studies, only few of them took into account the vulnerability of microorganisms to changes in their environment caused by actions such as sieving and drying the soil (Fomsgaard, 1997). Degradation of chemicals can follow either chemical or a microbial pathway or a combination of both . Contaminant degradation studies in soil are often performed at higher concentrations of contaminant than the concentrations actually present in soil after leaching through normal agricultural use (Fomsgaard, 1997).Vanderbroght et al., 2000, evaluated the effect of flow rate and flow regime on solute transport in two soils, sandy loam and loam. For each type leaching experiments were carried out in two large undisturbed soil columns of 0.3 m inner diameter and 1 m length for three different flow rates and transient flow regimes. Solute concentrations were measured in the drain and break through curves was used to optimize convective dispersion equation. The experiment revealed that due to the activation of macro-pores, the lateral solute mixing decreases with increasing flow rate, which resulted in the increase of dispersivity with increasing depth at higher flow rates. A standard method for estimating solute transport properties is to conduct a steady-state transport experiment and to measure solute flux concentrations in the soil or a breakthrough curves at various depths. Such studies are essential to address the question whether or not detected contaminants are likely to persist in the vadose zone. Retention processes deserve attention as well, since they generally play a major role in the fate and transport of pesticides in the subsurface, (Cokca, 2002). Retention inthe vadosezone delays the appearance of pollutants in groundwater, and increases their migration time, thereby allowing more timefor the chemicalto undergo degradation in the vadose zone, (Cokca, 2002). Also, simulating field studies in laboratory provides valuable in sign about the porous media, the behaviors of chemicals, and associated processes such as diffusion, dispersion, anion exclusion, sorption or exchange during transport (Shukla et al., 2003). The physical and chemical composition of soil like particle size, organic content, bulk density, porosity, maximum water holding capacity, pH and conductivity influence the sorption, leaching and mobility behavior of fertilizers and pesticides in soil. The chemical structure of the fertilizers and pesticides defines its intrinsic properties such as adsorption characteristics, chemical reactivity, biological activity and photolytic stability. The fate of fertilizers and pesticides is also determined by the adsorption, desorption, volatilization of the chemical in the soil and its rate of degradation either biotically or abiotically. Leaching and mobility are important routes of pesticides and fertilizers transport in soil. Climatologically parameters such as temperature, sunlight, rainfall and evaporation rates determine microbial degradation and leachate volumes. The fate and behavior of the fertilizers and pesticides in the environment is governed by the complex interaction of these mechanisms.where, C, the solute concentration (ML-3), Ds ,the solute dispersion coefficient (L2 T-1), V ,the average pore water velocity (LT-1), Z ,the longitudinal distance (L) and t, the time (T). Under steady state condition, one-dimensional transport equation for the transient transport of contaminants with advection, adsorption, and dispersion, is given by (Domenico and Schwartz., 1998). where, Rd- Retardation Factor Rd = [1+ (ρb/n) Kd] rb- Bulk mass density of the porous medium (g/ cm3). Kd- The distribution Coefficient (cm3/g). K = kd + kv + kl + ku (3) n - Effective porosity.
The one dimensional analytical model developed includes the term total elimination rate (K) which specifies the rate constants such as, degradation, volatilization, leaching and plant root uptake defined in Equation (3). where, kd - Degradation Rate Constant, (d-1) Biodegradation Rate ConstantThe Biodegradation rate constant is given by C = C0 e-kd t(4) where, C the solute concentration and k is the rate constant for the reaction (T-1). From the plot of ln (C/C0) versus t. rate constant (kd) can be determined directly from slope of the line. Volatilization Rate Constant The volatilization rate constant is given by V = kV R C (5) where, V -Chemical vaporized from surface vegetation during hour t, (g ha-1) Leaching Rate Constant The Leaching rate constant is given by kl = (PLt - BC) / FCt (6) where, PLt - Chemicals leached from vegetation during
hour t, (g ha-1)
Plant Root Uptake Rate ConstantThe Plant root uptake rate constant is given by kU = FS (7) Where, F - Transpiration stream concentration factor Analytical solutions obtained with simplified assumption include the following:
Analytical Solutions for Pulse (Instantaneous) Model A pulse input of contamination, such as leaking from underground storage tank or from the site of an accidental hazardous materials spill has been derived for the injection of a tracer with background concentration zero.The analytical solution for the Equation (2) with initial and boundary condition given as: Where, M - Mass spilled per cross sectional area,
(g / m2) Analytical Solutions For Plume (Continuous) Model The continuous input of hazardous wastes from a landfill, surface impoundment or similar sources can be calculated at any distance with respect to time. The solution to Equation (2) based on its integration using the appropriate boundary condition is as follows: Where, The complementary error function (erfc) is given by the following relations. erfc (-β) = 1 + erf (β) A computer program developed for personal computers under the windows environment using V.B language is used in this study. This Visual basic is a Rapid Application Development tool that allows programmers to create windows application in very little time.It is the most popular programming language in the world and has more programs or lines of code, which is very simple (8) and user friendly. In this program, equations 4, 5, 6, 7, 8 and 9 are programmed. Validation Of The Model Model Validation is testing the model on another independent data set or to verify the model, that is to make sure that the computer simulation acts as it is intended to against the conceptual model that has been designed. This validation is done by comparing the models to what is generally accepted as the real system, and real system for this exercise can be thought of as the laboratory results and characteristics of the sources. Sensitivity Analysis
The analysis of sensitivities is the study of model behavior in response to perturbations in parameters. Sensitivity analysis has been applied generally to solutions of time-dependent, physically based differential equations, and applied specifically to chemical kinetics. The purpose of these applications of sensitivity analysis is to indicate which model parameters are most important to estimate accurately and to gain insight on how a system should be sampled to refine estimates of parameters (Knopman and Voss, 1987). The one dimensional Advection Dispersion Equation has been chosen to illustrate the behavior and role of sensitivities to parameter estimation and sampling design for transient transport problems. An advantage of choosing the one dimensional model is the availability of the closed form analytical solutions (Knopman and Voss, 1987). Derivatives thus are exact and integrals are formed from exact integrands. This lessens the chance that results will be marred by unspecified error. The model was found to be very sensitive to increase in dispersion coefficient and degradation rates i.e., the peak concentration was increased to about 87 %with decrease in dispersion coefficient by 90 % from the actual dispersion coefficient. Hydrodynamic Dispersion Co-Efficient for the Combined Leaching Characteristics of Nitrates and PhosphatesFrom Fried and Cumbernous (1971), equation: D = (1/8) [{(z - u t 0.84)/ (t 0.84)0.5}- {(z -u t 0.16)/ (t 0.16)0.5}] 2 (10) where, D - Hydrodynamic dispersion coefficient in m2/d The hydrodynamic dispersion Coefficient values obtained considering Break through Curves for Nitrates, Phosphates and Chlorpyriphos using laboratory leachate column and channel studies are as in Table 1, 2, 3 and 4 respectively. RESULTS & DISCUSSIONLeaching studies were carried out on sandy loam and clay soils using column and channel with similar initial concentrations of nitrate, phosphate and chlorpyriphos of 11 mg /L, 0.3 mg/L and 0.1 µg/l, respectively, under steady state condition. The constant head maintained was ranging between 50 mm and 90 mm. In order to study the leachate characteristics of nitrate, phosphate and chlorpyriphos through the column and channel, breakthrough curves were drawn. The Figs. (1), (2) and (3) shows concentration profiles in terms of breakthrough curves for nitrate, phosphate and chlorpyriphos with time in column for sandy loam soil. From figs. (1) and (2), it is observed that the concentration of nitrates and phosphates in the column increased steadily during first few days (around 7 days), which further increased rapidly between 10 to 15 days and continued till 25 days. However, after 25 days it attained its equilibrium. Further, chlorpyriphos concentration in the column in sandy loam soil increased steadily during first few days (around 12 days), which further increased rapidly between 18 to 27 days and continued till 45 days as shown in Fig .3. However, after 45 days it attained its equilibrium.The Figs. (4), (5) and (6) show concentration profiles in terms of breakthrough curves for nitrate, phosphate and chlorpyriphos with time in column for clayey soil. It was observed that the concentration of nitrates and phosphates in the column for clay soil increased steadily during first few days (around 11 days), which further increased rapidly between 15 to 20 days and continued till 30 days as shown in Figs .(4) and (5). However, after 30 days it attained its equilibrium. Further, it is also observed that the rate of leachate as well as concentration of chlorpyriphos was more pronounced in sandy loam soil as compared with clay soil. The concentration profile in the form of ratio for nitrates, phosphates and chlorpyriphos (channel studies) in sandy loam soil at various time intervals are presented in Figs. (7), (8), and (9), , respectively. From Figs. (7), and (8), , it was observed that the concentration of nitrates and phosphates increased steadily in the first few days (3 to 5 days), then it increased rapidly after 18 to 25 days, thereafter it attained equilibrium. From Fig. (9), it was observed that the concentration of chlorpyriphos increased steadily in the first few days (10 to 15 days) and then it increased rapidly after 20 to 35 days and thereafter it attained equilibrium. In the channel studies the concentration profile in the form of concentration ratio in clay soil at various time intervals for nitrates, phosphates and chlorpyriphos are presented in Figs. (10), , (11), , and (12), , respectively. From the Figs. (10) and (11), , it can be observed that the concentration of nitrates and phosphates is increasing steadily in the first few days (8 to 10 days) and then increasing rapidly after 20 to 35 days and thereafter it attains equilibrium. As shown in Figs. (12) chlorpyriphos leachate was found only at 0.3 m in clay soil and thus, the rate of leachate as well as concentration of chloropyriphos was more in sandy loam soil as compared to clay soil. In order to study the leaching characteristics of pollutants through sandy loam and clayey soil, hydrodynamic dispersion co-efficient was determined from the breakthrough curves, for which one-dimensional analytical model has been used. The soil column and channel studies are compared with analytical model considering the term total elimination rate, K as zero. The breakthrough curves of concentration versus time and depth from the model output for both sandy loam and clay soil with column and channel studies are as shown in the Figs. (1),(2), (3), (4), (5), (6), (7), (8), (9), (10), (11), and (12) . The comparative study revealed that, model output data for soil column and channel studies is greater by 40 to 60 % than the experimental studies which may be due to non-consideration of total elimination rate (K) in the model analysis. CONCLUSIONBased on the extensive laboratory studies and analytical review, the following conclusions were drawn: The laboratory column studies of nitrates, phosphates and chlorpyriphos revealed that, in sandy loam soil, concentration profile of the nitrate and phosphate increased steadily during first few days (about 7 days) and thereafter it increased rapidly from 10-15 days and attained its equilibrium after 25 days. Similarly, for chlorpyriphos it indicated an increase in chlorpyriphos concentration profile during 12 days from startup thereafter increased linearly from 12-18 days and attained its equilibrium after 45 days. As given in Table 1 the hydrodynamic dispersion coefficients are found to be 0.2476 m2/day, 0.15m2/day and 0.01 m2/day, for nitrate, phosphate and chlorpyriphos respectively.The laboratory column studies of nitrates, phosphates and chloropyriphos revealed that, in clay soil the concentration profile of the nitrate and phosphate increased steadily during first few days (about 11 days) and thereafter it increased rapidly from 15-20 days and attained its equilibrium after 30 days and It was also observed that the rate of leachate as well as concentration of chloropyriphos is more in sandy loam soil as compared with clay soil. As given in Table 2 the hydrodynamic dispersion coefficients are found to be 0.0835 m2/day, 0.0632, m2/day and 0.008 m2/day, for nitrate, phosphate and chlorpyriphos respectively. The channel studies for leachate of nitrate and phosphate through sandy loam soil showed that there was gradual increase in the nitrate and phosphate concentration upto first 3 to 5 days, and then it varied linearly upto 18 to 25 days and thereafter it attained its equilibrium. Similarly, for chlorpyripos through sandy loam soil showed that there was gradual increase in the chloropyripos concentration upto first 10 to 15 days, and then it varied linearly upto 20 to 35 days and thereafter it attained its equilibrium. As given in Table 3 the hydrodynamic dispersion coefficients are found to be 0.337 m2/day, 0.217 m2/day and 0.077 m2/ day, for nitrate, phosphate and chlorpyriphos respectively. The channel studies for leachate of nitrate and phosphate through clay soil showed that there was gradual increase in the nitrate and phosphate concentration upto first 8 to 10 days, and then it varied linearly upto 20 to 30 days and thereafter it attained its equilibrium.Similarly,for chloropyripos through sandy loam soil showed that there was gradual increase in the chloropyripos concentration upto first 8 to 10 days, and then it varied linearly upto 20 to 35 days and thereafter it attained its equilibrium. Similarly, channel leachate studies for nitrate, phosphate and chlorpyriphos through clay soil revealed that time of travel for nitrate, phosphate and chlorpyriphos was more than that for sandy loam soil. As given in Table 4 the hydrodynamic dispersion coefficients are found to be 0.147 m2/day, 0.0848 m2/day and 0.022 m2/ day, respectively.It was also observed that the hydrodynamic dispersion coefficient for nitrate, phosphate and chlorpyriphos in sandy loam of column studies was 3, 2.3 and 1.25 times greater than that recorded in clay soil and 2.3, 2.5 and 3.5 for channel studies respectively.Comparative study of model output with the soil column and channel experimental data revealed a variation of 40 to 60% in the leaching characteristics of pollutants (nitrate, phosphate and chlorpyriphos). REFERENCES
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