Variogram-based inversion of time-lapse electrical resistivity data: development and application to a thermal tracing experiment
Electrical resistivity tomography (ERT) has become a popular imaging methodology in a broad range of applications given its large sensitivity to subsurface parameters and its relative simplicity to implement. More particularly, time-lapse ERT is now increasingly used for monitoring purposes in many...
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ftorbi:oai:orbi.ulg.ac.be:2268/178762 2024-04-21T08:10:22+00:00 Variogram-based inversion of time-lapse electrical resistivity data: development and application to a thermal tracing experiment Hermans, Thomas Nguyen, Frédéric 2015-04-15 https://orbi.uliege.be/handle/2268/178762 https://orbi.uliege.be/bitstream/2268/178762/1/EGU2015-6225.pdf en eng https://orbi.uliege.be/handle/2268/178762 info:hdl:2268/178762 https://orbi.uliege.be/bitstream/2268/178762/1/EGU2015-6225.pdf open access http://purl.org/coar/access_right/c_abf2 info:eu-repo/semantics/openAccess EGU General Assembly, Vienna, Austria [AT], April 13 to April 17 2015 ERT time-lapse variogram Engineering computing & technology Geological petroleum & mining engineering Ingénierie informatique & technologie Géologie ingénierie du pétrole & des mines conference poster not in proceedings http://purl.org/coar/resource_type/c_18co info:eu-repo/semantics/conferencePoster 2015 ftorbi 2024-03-27T14:46:33Z Electrical resistivity tomography (ERT) has become a popular imaging methodology in a broad range of applications given its large sensitivity to subsurface parameters and its relative simplicity to implement. More particularly, time-lapse ERT is now increasingly used for monitoring purposes in many contexts such as water content, permafrost, landslide, seawater intrusion, solute transport or heat transport experiments. Specific inversion schemes have been developed for time-lapse data sets. However, in contrast with static inversions for which many techniques including geostatistical, minimum support or structural inversion are commonly applied, most of the methodologies for time-lapse inversion still rely on non-physically based spatial and/or temporal smoothing of the parameters or parameter changes. In this work, we propose a time-lapse ERT inversion scheme based on the difference inversion scheme. We replace the standard smoothness-constraint regularization operator by the parameter change covariance matrix. This operator takes into account the correlation between changes in resistivity at different locations through a variogram computed using independent data (e.g., electromagnetic logs). It may vary for subsequent time-steps if the correlation length is time-dependent. The methodology is first validated and compared to the standard smoothness-constraint inversion using a synthetic benchmark simulating the injection of a conductive tracer into a homogeneous aquifer inducing changes in resistivity values of known correlation length. We analyze the influence of the assumed correlation length on inversion results. Globally, the method yields better results than the traditional smoothness constraint inversion. Even if a wrong correlation length is assumed, the method performs as well as the smoothness constraint since the regularization operator balances the weight given to the model constraint functional in the objective function. Then the methodology is successfully applied to a heat injection and pumping ... Conference Object permafrost University of Liège: ORBi (Open Repository and Bibliography) |
institution |
Open Polar |
collection |
University of Liège: ORBi (Open Repository and Bibliography) |
op_collection_id |
ftorbi |
language |
English |
topic |
ERT time-lapse variogram Engineering computing & technology Geological petroleum & mining engineering Ingénierie informatique & technologie Géologie ingénierie du pétrole & des mines |
spellingShingle |
ERT time-lapse variogram Engineering computing & technology Geological petroleum & mining engineering Ingénierie informatique & technologie Géologie ingénierie du pétrole & des mines Hermans, Thomas Nguyen, Frédéric Variogram-based inversion of time-lapse electrical resistivity data: development and application to a thermal tracing experiment |
topic_facet |
ERT time-lapse variogram Engineering computing & technology Geological petroleum & mining engineering Ingénierie informatique & technologie Géologie ingénierie du pétrole & des mines |
description |
Electrical resistivity tomography (ERT) has become a popular imaging methodology in a broad range of applications given its large sensitivity to subsurface parameters and its relative simplicity to implement. More particularly, time-lapse ERT is now increasingly used for monitoring purposes in many contexts such as water content, permafrost, landslide, seawater intrusion, solute transport or heat transport experiments. Specific inversion schemes have been developed for time-lapse data sets. However, in contrast with static inversions for which many techniques including geostatistical, minimum support or structural inversion are commonly applied, most of the methodologies for time-lapse inversion still rely on non-physically based spatial and/or temporal smoothing of the parameters or parameter changes. In this work, we propose a time-lapse ERT inversion scheme based on the difference inversion scheme. We replace the standard smoothness-constraint regularization operator by the parameter change covariance matrix. This operator takes into account the correlation between changes in resistivity at different locations through a variogram computed using independent data (e.g., electromagnetic logs). It may vary for subsequent time-steps if the correlation length is time-dependent. The methodology is first validated and compared to the standard smoothness-constraint inversion using a synthetic benchmark simulating the injection of a conductive tracer into a homogeneous aquifer inducing changes in resistivity values of known correlation length. We analyze the influence of the assumed correlation length on inversion results. Globally, the method yields better results than the traditional smoothness constraint inversion. Even if a wrong correlation length is assumed, the method performs as well as the smoothness constraint since the regularization operator balances the weight given to the model constraint functional in the objective function. Then the methodology is successfully applied to a heat injection and pumping ... |
format |
Conference Object |
author |
Hermans, Thomas Nguyen, Frédéric |
author_facet |
Hermans, Thomas Nguyen, Frédéric |
author_sort |
Hermans, Thomas |
title |
Variogram-based inversion of time-lapse electrical resistivity data: development and application to a thermal tracing experiment |
title_short |
Variogram-based inversion of time-lapse electrical resistivity data: development and application to a thermal tracing experiment |
title_full |
Variogram-based inversion of time-lapse electrical resistivity data: development and application to a thermal tracing experiment |
title_fullStr |
Variogram-based inversion of time-lapse electrical resistivity data: development and application to a thermal tracing experiment |
title_full_unstemmed |
Variogram-based inversion of time-lapse electrical resistivity data: development and application to a thermal tracing experiment |
title_sort |
variogram-based inversion of time-lapse electrical resistivity data: development and application to a thermal tracing experiment |
publishDate |
2015 |
url |
https://orbi.uliege.be/handle/2268/178762 https://orbi.uliege.be/bitstream/2268/178762/1/EGU2015-6225.pdf |
genre |
permafrost |
genre_facet |
permafrost |
op_source |
EGU General Assembly, Vienna, Austria [AT], April 13 to April 17 2015 |
op_relation |
https://orbi.uliege.be/handle/2268/178762 info:hdl:2268/178762 https://orbi.uliege.be/bitstream/2268/178762/1/EGU2015-6225.pdf |
op_rights |
open access http://purl.org/coar/access_right/c_abf2 info:eu-repo/semantics/openAccess |
_version_ |
1796951805407526912 |