Presentation on theme: "Mathematical Modeling of Pollutant Transport in Groundwater Rajesh Srivastava Department of Civil Engineering IIT Kanpur."— Presentation transcript:
Mathematical Modeling of Pollutant Transport in Groundwater Rajesh Srivastava Department of Civil Engineering IIT Kanpur
Outline of the Talk SourcesSources ProcessesProcesses ModellingModelling ApplicationsApplications
Sources of GW Pollution Irrigation Landfills Underground Storage tanks Industry
Advection Mass transport due to the flow of the water The direction and rate of transport coincide with that of the groundwater flow. Diffusion Mixing due to concentration gradients Dispersion Mechanical mixing due to movement of fluids through the pore space
Dispersion Spreading of mass due to –Velocity differences within pores –Path differences due to the tortuosity of the pore network. Position in Pore Velocity
Pore Spaces Gas Mobile/ flowing liquid Stagnant or Immobile liquid Intra-particle pores Figure: Courtesy Sylvie Bouffard, Biohydrometallurgy group, Vancouver
Brief Chronology Unsaturated flow equation by Richards (1931) Coats and Smith (1964) proposed dead-end pores in oil wells Equilibrium reactive transport theories proposed Breakthrough curves with pronounced tailings observed Non-equilibrium models developed Goltz and Roberts (1986) physical non-equilibrium model Brusseau et al. (1989) developed MPNE Slow and Fast Transport model developed by Kartha (2008)
Experimental Setup Time C/C o 0 1 Start Time C/C o 0 1 Start INFLOW A OUTFLOW B A B
Conservation of Liquid Mass where S l is source/sink term. Hydraulic conductivity Darcy velocity in unsaturated porous medium Hydraulic head based on elevation head z Darcy velocity Liquid pressure in unsaturated conditions Intrinsic permeability in unsaturated conditions
Relation between suction pressure, liquid pressure, and liquid saturation Relation between relative permeability and liquid saturation Brooks-Corey and van Genuchten Relations Effective saturation is given as Gas pressure P g is considered zero, therefore B.C. - ModelV.G. Model Suction pressure Relative Permeability
van Genuchten equations
Transport Model Reactive advective-dispersive Reactive advective-dispersive equation Here we use multi-process non-equilibrium equations. MPNE model Liquid exists in mobile and immobile phase. Solid in contact with mobile and immobile liquid. Instantaneous sorption mechanism between liquids and solids. Rate-limited sorption mechanism between liquids and solids.
MPNE Equations Where, S i - concentration of metal in sorbed phase (i.e. solid), K i - adsorption coefficient, k i - sorption rate, α - mass transfer rate between mobile and immobile liquid, F i - fraction for instantaneous sorption, f - fraction of sorption site in contact with mobile liquid.
Numerical Solution for Unsaturated Flow The mass conservation equation is solved for liquid pressure Implicit finite-difference method is used Residual form of conservation of mass equation for liquid Taylor’s series expansion of residual equation will lead to the following form Pressure values updated at each iteration step
Numerical Solution for MPNE Transport Conservation of mass for metal is solved for concentration in liquid Implicit finite-difference in time step used for formulations Residual formulation obtained for concentration in mobile liquid The finite-difference formulation for sorbed concentration is The residual formulation for solute concentration in mobile liquid is: Updated Concentration is Taylor’s series expansion of the above residual equation
Verification of the Numerical Model FLOW (Compared with VG’s Flow Model and Kuo et al. (1989) Infiltration Model) Inflow q t = 3 cm/d 10 cm Water Table 150 cm k sat 5.905×10 -9 cm 2 ε0.45 σrσr 0.22 α*α* cm λ0.394 ΔzΔz1 cm ΔtΔt100 s
ρbρb g.cm -3 α8.681×10 -7 s -1 θ0.473kmkm 7.673×10 -4 s -1 q5.914×10 -4 cm.s -1 k im 7.673×10 -4 s -1 dzdz 0.34 cmKmKm cm 3.g -1 L30.0 cmK im cm 3.g -1 T0T days ( s)f0.929 FmFm 0.5F im 0.5 MPNE Transport 30 cm Input Parameters
Concept of Slow and Fast Transport Movement of liquids is heterogeneous Liquid flow is conceptualized as slow and fast zones Multiple sources of non-equilibrium solute interactions occurs between solids and different liquids 44 I Immobile Liquid C im and σ im II Slow Liquid C sl and σ sl III Fast Liquid C fs and σ fs IV Instant Sorption Site, S im1 V Rate – limited Sorption Site, S im2 VI Instant Sorption Site, S sl1 VII Rate- limited Sorption Site, S sl2 K im k im K sl k sl α im α sf
Conservation of solute mass In slow liquid Solute mass conservation in fast liquid
Conservation of solute mass…. Rate of change of instantaneously sorbed solute mass Rate of change of rate-limited sorbed mass Solute mass conservation in immobile liquid Similar instantaneous and rate-limited sorption exist for immobile liquid
fast moving The implicit finite-difference form of metal mass conservation in fast moving liquid in a FD cell is: slow moving The implicit finite-difference form of metal mass conservation in slow moving liquid in a FD cell is: immobile The implicit finite-difference form of metal mass conservation in immobile liquid in a FD cell is: FINITE-DIFFERENCE FORMULATION OF SFT MODEL
Residual equations are formed for the finite-difference equations for conservation of metal mass in fast and slow moving liquids. Residual equations expanded using Taylor’s series approximation. Formulations continued…. The linear system of equations is solved Update concentration terms:
Numerical Model Validation….. Verification and Evaluation (Brusseau et. al., 1989) Bulk density1.36 g.cm -3 Porosity0.473 Inflow rate5.11 cm.d -1 Dispersivity0.34 cm Column height30.0 cm Immobile saturation0.071 Sorption coefficient K sl cm 3.g -1 Sorption coefficient K im cm 3.g -1 Sorption rate0.663 d -1 Mass transfer rate α im d -1 Instantaneous sorption fraction0.50 Pulse duration7.67 d Brusseau, M.L., Jessup, R.E., Rao, P.S.C.: Modeling the transport of solutes….. Water Resources Research 25 (9), 1971 – 1988 (1989)
REMEDIATION OF GROUNDWATER POLLUTION DUE TO CHROMIUM IN NAURIA KHERA AREA OF KANPUR Central Pollution Control Board Lucknow National Geophysical Research Institute Hyderabad Industrial Toxicology Research Centre Lucknow Indian Institute of Technology Kanpur
Location map of Nauriyakhera IDA, Kanpur, U.P. ~ 5 km 2
CGWB Observations in Kanpur Cr 6+ found in groundwater generally exceed > 0.11 mg/l (Permissible Limit is 0.05 mg/l) Cr 6+ observed in Industrial areas in depth range of 15 – 40 m >10 mg/l Nauriakhera (Panki Thermal Power Plant Area) Cr m mg/l 15 m – 0.31 mg/l 35 m – 7.0 mg/l 40 m – 0.68 mg/l Used Chromite ore (Sodium Bichromate) dumped in pits and low lying areas cause of Cr pollution Persistence in the phreatic zone up to 40 m depth despite presence of thick clay zones
Observation Wells in Nauriyakhera IDA, Kanpur, U.P.
Total Chromium (mg/l) in groundwater - Nauriyakhera IDA, Kanpur March 2005
Total Chromium (mg/l) in groundwater -Nauriyakhera IDA, Kanpur
Fence Diagram – Nauriyakhera IDA, Kanpur
Total Chromium Plume from Source after 10 years
Total Chromium Plume from Source after 40 years
Application to Heap Leaching Heap leaching is a simple, low-cost method of recovering precious metals from low-grade ores. Ore is stacked in heaps over an impermeable leaching-pad. Leach liquid is irrigated at the top Liquid reacts with metal and dissolves it. Dissolved metal collected at the bottom in the leaching pad.
Traditional methods of gold extraction viz - ore sieving, washing, etc. are obsolete and uneconomical. Pyro-metallurgy is highly costly and non- viable for low-grade ores. Leaching is the only process to extract metallic content from the low-grade ores. Among leaching methods – Heap leaching is most economical Why Heap Leaching ?
Why we are interested in Heap Leaching? Heaps are generally stacked in unsaturated conditions. The dissolution reaction occurs in the presence of oxygen. The flow of liquid and metals inside the heaps are governed by principles of flow and solute transport through porous medium Solving unsaturated flow equations and reactive transport equations enables us to model heap leaching process.
Types of leaching Underground in-situ leaching Tank leaching Heap leaching Pressure leaching Components of a heap Impermeable leach pad Liners Crushed metal ore Irrigation system Pregnant solution pond Barren solution pond ORE PREPARATION Recovery Plant Mine Pit Sprinklers or wobblers Pregnant solution pond Barren Solution Pond Leach pad Heap
Effluent outflow into the leaching pad Average outflow Cumulative outflow The average outflow gradually attains steady state Sudden decrease in outflow on stoppage of irrigation Rate of recovery reduced after stoppage MPNE Model
oSensitivity Analysis conducted to assess influence of model input parameter on output. oParameters considered are – α, k m and k im Recovery curves Influence of α MPNE Model Sensitivity Analyses of MPNE parameters
Influence of k m & k im Higher recovery and higher peaks for cases having higher sorption rates MPNE Model - Sensitivity Analyses.. Breakthrough Curves Recovery Curves
Effect of variation in irrigation Outflow Curves Recovery Curves Breakthrough Curves Higher recovery of metal at slower irrigation rate MPNE Model
Two Dimensional Heap Leaching by SFT method 2.5 m 1.5 m 0.5 m SFT Parameters k sl = 4.98×10 -6 s -1 (σ sl ) max = α sf = 2.875×10 -7 s -1 Grid Spacing Horizontal Direction = 1.72 cm Vertical Direction = 1.69 cm Average concentration of metal in the outflow is computed as
Sensitivity Analyses of SFT Parameters SFT Model Influence of α sf α sf has considerable influence in breakthroughs and recovery of metal after the irrigation is stopped Breakthrough curves Recovery Curves