4D SUBSURFACE DENSITY INVERSION MODELING FOR HYBRID GRAVITY DATA USING GENETIC ALGORITHM APPROACH
Using borehole gravity as a complement of surface gravity is believed to increase the subsurface inversion results, but the processing method for this kind of hybrid data remains challenging. This dissertation reports several notes regarding the effect of position and number of boreholes on the i...
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id-itb.:546692021-04-28T17:41:21Z4D SUBSURFACE DENSITY INVERSION MODELING FOR HYBRID GRAVITY DATA USING GENETIC ALGORITHM APPROACH Gunawan, Indra Indonesia Dissertations subsurface inversion, stochastic method, genetic algorithm, borehole gravity INSTITUT TEKNOLOGI BANDUNG https://digilib.itb.ac.id/gdl/view/54669 Using borehole gravity as a complement of surface gravity is believed to increase the subsurface inversion results, but the processing method for this kind of hybrid data remains challenging. This dissertation reports several notes regarding the effect of position and number of boreholes on the inversion results using a genetic algorithm approach. The inversion objective is to find the boundaries of the object area and background, where one bit of the chromosome represents the densities. We tested the inversion method using synthetic data and a water injection field model in Prudhoe, Alaska, to ensure that the calculation method can model actual field conditions. This research shows that borehole gravity data can increase the inversion's success rate by 13.33% in the synthetic model and 4.39% in the field model if it is placed in a good position. The most suitable location for obtaining the best results is in the most symmetrical position concerning the object density's geometry. This study also shows that adding borehole gravity data does not necessarily increase the inversion's success rate. The research results provide the recommendations for laying positions or selecting boreholes that will be used as a location for taking gravity data to obtain optimal subsurface inversion results. Thus, to obtain a more effective subsurface investigation result, a 4D surface gravity survey must be performed before specifying the borehole position. The 4D surface gravity survey aims to determine the object symmetry of the horizontal section text |
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Using borehole gravity as a complement of surface gravity is believed to increase
the subsurface inversion results, but the processing method for this kind of hybrid
data remains challenging. This dissertation reports several notes regarding the
effect of position and number of boreholes on the inversion results using a genetic
algorithm approach. The inversion objective is to find the boundaries of the object
area and background, where one bit of the chromosome represents the densities.
We tested the inversion method using synthetic data and a water injection field
model in Prudhoe, Alaska, to ensure that the calculation method can model actual
field conditions. This research shows that borehole gravity data can increase the
inversion's success rate by 13.33% in the synthetic model and 4.39% in the field
model if it is placed in a good position. The most suitable location for obtaining the
best results is in the most symmetrical position concerning the object density's
geometry. This study also shows that adding borehole gravity data does not
necessarily increase the inversion's success rate. The research results provide the
recommendations for laying positions or selecting boreholes that will be used as a
location for taking gravity data to obtain optimal subsurface inversion results.
Thus, to obtain a more effective subsurface investigation result, a 4D surface
gravity survey must be performed before specifying the borehole position. The 4D
surface gravity survey aims to determine the object symmetry of the horizontal
section |
format |
Dissertations |
author |
Gunawan, Indra |
spellingShingle |
Gunawan, Indra 4D SUBSURFACE DENSITY INVERSION MODELING FOR HYBRID GRAVITY DATA USING GENETIC ALGORITHM APPROACH |
author_facet |
Gunawan, Indra |
author_sort |
Gunawan, Indra |
title |
4D SUBSURFACE DENSITY INVERSION MODELING FOR HYBRID GRAVITY DATA USING GENETIC ALGORITHM APPROACH |
title_short |
4D SUBSURFACE DENSITY INVERSION MODELING FOR HYBRID GRAVITY DATA USING GENETIC ALGORITHM APPROACH |
title_full |
4D SUBSURFACE DENSITY INVERSION MODELING FOR HYBRID GRAVITY DATA USING GENETIC ALGORITHM APPROACH |
title_fullStr |
4D SUBSURFACE DENSITY INVERSION MODELING FOR HYBRID GRAVITY DATA USING GENETIC ALGORITHM APPROACH |
title_full_unstemmed |
4D SUBSURFACE DENSITY INVERSION MODELING FOR HYBRID GRAVITY DATA USING GENETIC ALGORITHM APPROACH |
title_sort |
4d subsurface density inversion modeling for hybrid gravity data using genetic algorithm approach |
url |
https://digilib.itb.ac.id/gdl/view/54669 |
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