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Simulation/optimization modeling for robust pumping strategy design.
Ineke M Kalwij1, Richard C Peralta
1Systems Simulation/Optimization Laboratory, Biological and Irrigation Engineering Department, Utah State University, Logan, 84322-4105, USA. imk@cc.usu.edu
Ground Water
|July 22, 2006
Summary
This study introduces the Robustness Enhancing Optimizer (REO) for groundwater management under parameter uncertainty. The REO develops cost-effective pumping strategies that remain effective even with incomplete aquifer data.
Area of Science:
- Environmental Engineering
- Hydrogeology
- Computational Modeling
Background:
- Aquifer parameter uncertainty poses challenges for effective groundwater management.
- Traditional optimization methods may not adequately address system variability.
- Developing robust strategies is crucial for achieving long-term management goals.
Purpose of the Study:
- To present a novel simulation/optimization modeling approach, the Robustness Enhancing Optimizer (REO), for addressing uncertain aquifer parameters.
- To maximize the robustness of pumping strategies while optimizing a primary objective function, such as cost.
- To provide a method for developing reliable management strategies when extensive field data for statistical analysis is unavailable.
Main Methods:
- Coupling genetic algorithm and tabu search as optimizers.
- Incorporating aquifer parameter sensitivity analysis to guide multiple-realization optimization.
- Applying the REO to trinitrotoluene and Royal Demolition Explosive plumes at Umatilla Chemical Depot.
Main Results:
- The REO efficiently develops robust least-cost pumping strategies.
- The approach maintains the optimal value of the primary objective function as strategy robustness increases.
- Demonstrated effectiveness in a case study involving contaminant plumes.
Conclusions:
- The REO offers a valuable tool for groundwater management in data-scarce environments.
- It enhances strategy robustness without significantly degrading the primary objective function.
- REO-developed strategies provide a practical approach to managing complex hydrogeological systems with uncertainty.