interdisciplinary modeling of aquatic ecosystems curriculum development workshop july 18, 2005...
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Interdisciplinary Modeling of Aquatic Ecosystems Curriculum Development Workshop
July 18, 2005
Groundwater Flow and Transport Modeling
Greg Pohll
Division of Hydrologic Sciences
Desert Research Institute
July 18, 2005
Outline
• Why model?
• What are models?
• Groundwater modeling protocol
• Governing equations
• Input/output data
• Model scales
• Uncertainty
• Interdisciplinary issues
• Modeling difficulties
• Modeling options
July 18, 2005
Why Model?
• Prediction– Solve management problems
• When will contaminated groundwater move off site
• How much water can be pumped
• Interpretation– Data synthesis
– Studying system dynamics
• Hypothesis testing– Testing new theories and conceptual models
July 18, 2005
What is a Model?
• A model is anything that represents an approximation of a field situation
• Models include:– Mathematical models
• Numerical
• Analytical
– Physical models• Sand tank
• A model is a simplified version of a real system and the phenomena that take place within it
July 18, 2005
Modeling ProtocolDefine PurposeDefine Purpose
Write or Choose Code
Collect Field Data Conceptual Model
Mathematical Model
Numerical or Analytical
Verify Code
Model Design
Calibration
Prediction/Sensitivity Analysis
Verification
Presentation of Results
Postaudit
No
Yes
Field Data
Yes
No
Collect Field DataJuly 18, 2005
Governing Equations
• Flow Model
• Transport Model
July 18, 2005
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Mcn
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Dispersion Advection Sorption Source/Sink
First OrderDecay
MatrixDiffusion
Fluid continuity Storage Sources/sinks
Input/Output Data
• Flow model input data requirements– Defining hydrostratigraphic
units– Fluid sources (e.g. recharge,
interbasin flow)– Fluid Sinks (e.g. ET, pumping)– Boundary conditions (e.g.
specified flow, specified head, head-dependent)
– Model grid geometry– Time stepping information– Hydraulic Parameters– Initial hydraulic head
distribution
July 18, 2005
Input/Output Data
• Flow model output– Hydraulic head values over space and time
– Groundwater fluxes over space and time
July 18, 2005
Input/Output Data
• Transport model input requirements– Fluid velocities
– Initial distribution of contaminants
– Sources and sinks for contaminants
– Boundary conditions
– Dispersion coefficients
– Effective porosity
– Decay and/or reaction coefficients
– Contaminant loading functions
July 18, 2005
Input/Output Data• Transport model
output– Contaminant
concentrations over space and time
– Contaminant breakthrough curves at specified locations
July 18, 2005
Model Scales
• Groundwater flow and transport models span scales from the sub-centimeter to 100’s of kilometers
July 18, 2005
Model Uncertainty
• Predictions made by groundwater flow and transport model are inherently uncertain
• The uncertainty stems from numerous sources– Conceptual model errors
– Lack of information on the spatial and temporal variability
– Errors due to inaccurate boundary condition specification
– Numerical solvers can impart errors, especially for transport solutions
– Parametric uncertainty in model input parameters
July 18, 2005
Model Uncertainty• Since model uncertainty always exists modelers should strive to
quantify it impact on model predictions
• Methods typically used to quantify uncertainty include:– Taylor’s series approximations (e.g. first order second moment techniques)
– Monte Carlo analysis
– Statistical evaluation of spatial variability in input parameters
– Bayesian techniques
July 18, 2005
Input Parameter PDF Model Prediction PDF
Interdisciplinary Issues
• As groundwater models become more and more complex, so does the need for integrated modeling teams and models
• Some of the disciplines that are typically required to effectively build complex models include:– Geochemists– Geologists– Surface water hydrologists– Statisticians– Ecologists– Biologists– Soil scientists– Heath physicists
July 18, 2005
Interdisciplinary Issues
• Groundwater models are beginning to be coupled to other types of models to investigate various types of problems– Surface/subsurface models (e.g. GSFLOW, MIKE-SHE)
– Flow and geochemical reaction models (e.g. FEHM, PHREEQC)
– Risk assessment
July 18, 2005
Modeling Difficulties
• Defining a purpose and associated objectives
• Estimating groundwater recharge
• Assigning boundary conditions
• Calibrating
• Estimating the source term for transport models
July 18, 2005
Available Groundwater Models
July 18, 2005
ModelSaturated
FlowUnsaturated
FlowSolute
Transport
Complex Geochemical
Reactions
Surface/Subsurface Coupling
Pre/Post Processor
Density Dependence
Heat Transport
Three-dimensional
MODFLOW X X XMODFLOW-SURFACT X X X XMT3D X XFEHM X X X X X X X XMIKE-SHE X X X X X XGSFLOW X X X X X XFEFLOW X X X X X X XTOUGH2 X X X X X XHYDRUS X X X X XSUTRA X X X X X XPHREEQC X X XGROUNDWATER VISTAS XGMS XVISUAL MODFLOW X
Processes