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Published on: July 14, 2023
Inverse characterization of NAPL source zones
Mark A Newman1, Kirk Hatfield, Joel Hayworth
1Department of Civil and Coastal Engineering, University of Florida, Gainesville 32611-6450, USA. markn@ce.ufl.edu
This study introduces a hybrid method for characterizing nonaqueous phase liquid (NAPL) source zones by estimating contaminant mass flux. The SA-MRE technique offers efficient uncertainty quantification for environmental remediation.
Area of Science:
- Environmental Science
- Hydrogeology
- Geochemistry
Background:
- Nonaqueous phase liquids (NAPLs) pose significant risks to groundwater resources.
- Accurate characterization of NAPL source zones is crucial for effective remediation strategies.
- Estimating contaminant mass flux is essential for understanding NAPL behavior and migration.
Purpose of the Study:
- To develop and validate a novel tool for inverse characterization of NAPL source zones.
- To quantify contaminant mass flux from NAPL sources using a hybrid modeling approach.
- To assess the efficiency and accuracy of the proposed technique compared to independent methods.
Main Methods:
- A hybrid solution technique combining Simulated Annealing (SA) and Minimum Relative Entropy (MRE) was developed.
- The SA-MRE method was applied to contaminant transport modeling through a vertical flux plane.
- The technique was validated using a three-dimensional aquifer model with a known NAPL source zone.
Main Results:
- The SA-MRE method successfully characterized the NAPL source zone in a 3D aquifer model.
- Probability density functions and confidence intervals for contaminant mass flux were obtained efficiently.
- Model results were validated against digital images of the excavated NAPL distribution.
Conclusions:
- The SA-MRE technique provides a robust and efficient tool for inverse characterization of NAPL source zones.
- This hybrid approach enhances uncertainty estimation capabilities for contaminant transport modeling.
- The study demonstrates the practical applicability of the SA-MRE method in environmental site assessment and remediation planning.
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