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Constructing the Apparent Geological Model by Fusing Surface Resistivity Survey and Borehole Records
Jui-Pin Tsai1, Ping-Yu Chang2, Tian-Chyi J Yeh3
1National Cheng Kung University, No.1, University Road, Tainan City, 701, Taiwan.
This study integrates surface resistivity data and wellbore logs to create a detailed geological model for groundwater simulations. The novel data fusion approach accurately predicts sediment types, enhancing geological understanding.
Area of Science:
- Geophysics
- Hydrogeology
- Geology
Background:
- Surface resistivity surveys and wellbore logs are crucial for geological subsurface characterization.
- Integrating diverse geophysical and geological datasets can improve subsurface model accuracy.
- Accurate geological models are essential for effective groundwater resource management and simulations.
Purpose of the Study:
- To develop and validate a data fusion approach for constructing an apparent geological model.
- To integrate surface electrical resistivity measurements with wellbore log data.
- To enhance the spatial accuracy and detail of geological models for groundwater studies.
Main Methods:
- Data fusion of dense electrical resistivity measurements (Schlumberger arrays) and wellbore logs.
- Application of an optimization algorithm and geostatistic interpolation (inverse distance method).
- Utilized a non-parametric bootstrap method for uncertainty analysis of predicted sediment types.
Main Results:
- Generated an apparent formation factor model from surface resistivity and groundwater resistivity.
- Converted the formation factor model into a detailed apparent geological model using optimized criteria.
- Achieved predictive uncertainties for clay, gravel, and sand below 5%.
Conclusions:
- The developed data fusion approach successfully captures spatial features of sediment types.
- The model can be self-updated with new data, allowing for continuous refinement.
- The enhanced geological model provides valuable input for groundwater simulations and multidisciplinary studies.
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