Cosimulation as a perturbation method for calibrating porosity and permeability fields to dynamic data

The geological characterization of formations such as reservoirs or underground storage sites entails the description of the spatial distribution of porosity/permeability properties on the basis of the static and dynamic data collected. The integration of dynamic data can be expressed as an inverse...

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Published inComputers & geosciences Vol. 37; no. 9; pp. 1400 - 1412
Main Authors Le Ravalec-Dupin, Mickaele, Da Veiga, Sébastien
Format Journal Article
LanguageEnglish
Published Kidlington Elsevier Ltd 01.09.2011
Elsevier
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Abstract The geological characterization of formations such as reservoirs or underground storage sites entails the description of the spatial distribution of porosity/permeability properties on the basis of the static and dynamic data collected. The integration of dynamic data can be expressed as an inverse problem: the purpose is to identify a set of porosity/permeability values which allows for reproducing the available data. This issue motivated the development of geostatistical-based parameterization techniques, which make it possible to vary the spatial distribution of porosity/permeability values within the geological model from a reduced number of parameters while preserving their spatial variabilities. This paper introduces first an algorithm for performing cosimulation, then a new method for continuously modifying realizations representing porosity or permeability fields. This one consists of simulating cross-correlated Gaussian random functions with identical means and covariances. The realizations resulting from the cosimulation process depend on the linear correlation coefficients between the random functions considered. Variations in these correlation coefficients induce variations in the realizations. Then, the proposed cosimulation perturbation method is incorporated into a history-matching process to calibrate porosity and permeability fields to dynamic data. The parameters to be adjusted are the various correlation coefficients. Last, an example is shown to stress the potential of the method.
AbstractList The geological characterization of formations such as reservoirs or underground storage sites entails the description of the spatial distribution of porosity/permeability properties on the basis of the static and dynamic data collected. The integration of dynamic data can be expressed as an inverse problem: the purpose is to identify a set of porosity/permeability values which allows for reproducing the available data. This issue motivated the development of geostatistical-based parameterization techniques, which make it possible to vary the spatial distribution of porosity/permeability values within the geological model from a reduced number of parameters while preserving their spatial variabilities. This paper introduces first an algorithm for performing cosimulation, then a new method for continuously modifying realizations representing porosity or permeability fields. This one consists of simulating cross-correlated Gaussian random functions with identical means and covariances. The realizations resulting from the cosimulation process depend on the linear correlation coefficients between the random functions considered. Variations in these correlation coefficients induce variations in the realizations. Then, the proposed cosimulation perturbation method is incorporated into a history-matching process to calibrate porosity and permeability fields to dynamic data. The parameters to be adjusted are the various correlation coefficients. Last, an example is shown to stress the potential of the method.
Author Da Veiga, Sébastien
Le Ravalec-Dupin, Mickaele
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Issue 9
Keywords FFT-MA
Cosimulation
Perturbation
Parameterization
Gradual deformation
Inverse modeling
reservoir rocks
algorithms
stress
inverse problem
hydrocarbons
porosity
permeability
data processing
inverse modeling
reservoirs
covariance
spatial distribution
underground storage
new methods
deformation
correlation coefficient
computers
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Snippet The geological characterization of formations such as reservoirs or underground storage sites entails the description of the spatial distribution of...
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SubjectTerms algorithms
Calibration
Computer simulation
computers
correlation
Correlation coefficients
Cosimulation
Dynamics
Earth sciences
Earth, ocean, space
Exact sciences and technology
FFT-MA
Gradual deformation
Hydrocarbons
Inverse modeling
Mathematical models
methodology
Parameterization
Parametrization
Permeability
Perturbation
Porosity
Sedimentary rocks
Title Cosimulation as a perturbation method for calibrating porosity and permeability fields to dynamic data
URI https://dx.doi.org/10.1016/j.cageo.2010.10.013
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Volume 37
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