Pub Date : 2024-02-22DOI: 10.1007/s10596-024-10276-z
Kevin L. McCormack, Philip J. Smith
In some geomechanical treatments of induced seismicity, the fault surface is idealized to be a plane. We depart from this assumption by comparing a discretization model and a kriging model, both of which allow the incorporation of rugosity, roughness, and curvature into the fault surface and subsequent geomechanical models of hazard. We test the Hogback Flexural Faults of the San Juan Basin, which could potentially pose a problem for induced seismicity in a carbon sequestration project in the northwestern portion of the basin. The discretization model emmeshes data about the location of the fault surface in three-dimensional space into hexagonally close-packed spheres. Each sphere that contains enough data is termed a region and Bayes’ Law is used to find a distribution of strikes and dips that describe the data within the region. The kriging model uses Gaussian processes to interpolate and extrapolate a surface through all data points. The results show that the discretized regions possess, in general, lower Coulomb failure functions, but the uncertainty in the distributions, i.e., the ranges, becomes greater as the discretization increases due to overfitting. The majority of the uncertainty in both the discretization model and the kriging model is contained in the geomechanical priors. Finally, the discretization and kriging of the fault surface elucidates locations with higher Coulomb failure functions.
{"title":"Improved spatial understanding of induced seismicity hazard from the discretization of a curved fault surface","authors":"Kevin L. McCormack, Philip J. Smith","doi":"10.1007/s10596-024-10276-z","DOIUrl":"https://doi.org/10.1007/s10596-024-10276-z","url":null,"abstract":"<p>In some geomechanical treatments of induced seismicity, the fault surface is idealized to be a plane. We depart from this assumption by comparing a discretization model and a kriging model, both of which allow the incorporation of rugosity, roughness, and curvature into the fault surface and subsequent geomechanical models of hazard. We test the Hogback Flexural Faults of the San Juan Basin, which could potentially pose a problem for induced seismicity in a carbon sequestration project in the northwestern portion of the basin. The discretization model emmeshes data about the location of the fault surface in three-dimensional space into hexagonally close-packed spheres. Each sphere that contains enough data is termed a region and Bayes’ Law is used to find a distribution of strikes and dips that describe the data within the region. The kriging model uses Gaussian processes to interpolate and extrapolate a surface through all data points. The results show that the discretized regions possess, in general, lower Coulomb failure functions, but the uncertainty in the distributions, i.e., the ranges, becomes greater as the discretization increases due to overfitting. The majority of the uncertainty in both the discretization model and the kriging model is contained in the geomechanical priors. Finally, the discretization and kriging of the fault surface elucidates locations with higher Coulomb failure functions.</p>","PeriodicalId":10662,"journal":{"name":"Computational Geosciences","volume":"10 1","pages":""},"PeriodicalIF":2.5,"publicationDate":"2024-02-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139946094","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-02-13DOI: 10.1007/s10596-024-10270-5
Mathias C. Bellout, Thiago L. Silva, Jan Øystein Haavig Bakke, Carl Fredrik Berg
Decisions regarding problem conceptualization, search approach, and how best to parametrize optimization methods for practical application are key to successful implementation of optimization approaches within georesources field development projects. This work provides decision support regarding the application of derivative-free search approaches for concurrent optimization of inflow control valves (ICVs) and well controls. A set of state-of-the-art approaches possessing different search features is implemented over two reference cases, and their performance, resource requirements, and specific method configurations are compared across multiple problem formulations for completion design. In this study, problem formulations to optimize completion design comprise fixed ICVs and piecewise-constant well controls. The design is optimized by several derivative-free methodologies relying on parallel pattern-search (tAPPS), population-based stochastic sampling (tPSO) and trust-region interpolation-based models (tDFTR). These methodologies are tested on a heterogeneous two-dimensional case and on a realistic case based on a section of the Olympus benchmark model. Three problem formulations are applied in both cases, i.e., one formulation optimizes ICV settings only, while two joint configurations also treat producer and injector controls as variables. Various method parametrizations across the range of cases and problem formulations exploit the different search features to improve convergence, achieve final objectives and infer response surface features. The scope of this particular study treats only deterministic problem formulations. Results outline performance trade-offs between parallelizable algorithms (tAPPS, tPSO) with high total runtime search efficiency and the local-search trust-region approach (tDFTR) providing effective objective gains for a low number of cost function evaluations. tAPPS demonstrates robust performance across different problem formulations that can support exploration efforts, e.g., during a pre-drill design phase while multiple independent tDFTR runs can provide local tuning capability around established solutions in a time-constrained post-drill setting. Additional remarks regarding joint completion design optimization, comparison metrics, and relative algorithm performance given the varying problem formulations are also made.
{"title":"Derivative-free search approaches for optimization of well inflow control valves and controls","authors":"Mathias C. Bellout, Thiago L. Silva, Jan Øystein Haavig Bakke, Carl Fredrik Berg","doi":"10.1007/s10596-024-10270-5","DOIUrl":"https://doi.org/10.1007/s10596-024-10270-5","url":null,"abstract":"<p>Decisions regarding problem conceptualization, search approach, and how best to parametrize optimization methods for practical application are key to successful implementation of optimization approaches within georesources field development projects. This work provides decision support regarding the application of derivative-free search approaches for concurrent optimization of inflow control valves (ICVs) and well controls. A set of state-of-the-art approaches possessing different search features is implemented over two reference cases, and their performance, resource requirements, and specific method configurations are compared across multiple problem formulations for completion design. In this study, problem formulations to optimize completion design comprise fixed ICVs and piecewise-constant well controls. The design is optimized by several derivative-free methodologies relying on parallel pattern-search (<b>t</b>APPS), population-based stochastic sampling (<b>t</b>PSO) and trust-region interpolation-based models (<b>t</b>DFTR). These methodologies are tested on a heterogeneous two-dimensional case and on a realistic case based on a section of the Olympus benchmark model. Three problem formulations are applied in both cases, i.e., one formulation optimizes ICV settings only, while two joint configurations also treat producer and injector controls as variables. Various method parametrizations across the range of cases and problem formulations exploit the different search features to improve convergence, achieve final objectives and infer response surface features. The scope of this particular study treats only deterministic problem formulations. Results outline performance trade-offs between parallelizable algorithms (<b>t</b>APPS, <b>t</b>PSO) with high total runtime search efficiency and the local-search trust-region approach (<b>t</b>DFTR) providing effective objective gains for a low number of cost function evaluations. <b>t</b>APPS demonstrates robust performance across different problem formulations that can support exploration efforts, e.g., during a pre-drill design phase while multiple independent <b>t</b>DFTR runs can provide local tuning capability around established solutions in a time-constrained post-drill setting. Additional remarks regarding joint completion design optimization, comparison metrics, and relative algorithm performance given the varying problem formulations are also made.</p>","PeriodicalId":10662,"journal":{"name":"Computational Geosciences","volume":"23 1","pages":""},"PeriodicalIF":2.5,"publicationDate":"2024-02-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139762559","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-02-08DOI: 10.1007/s10596-023-10267-6
Wietse M. Boon, Dennis Gläser, Rainer Helmig, Kilian Weishaupt, Ivan Yotov
A discretization method with non-matching grids is proposed for the coupled Stokes-Darcy problem that uses a mortar variable at the interface to couple the marker and cell (MAC) method in the Stokes domain with the Raviart-Thomas mixed finite element pair in the Darcy domain. Due to this choice, the method conserves linear momentum and mass locally in the Stokes domain and exhibits local mass conservation in the Darcy domain. The MAC scheme is reformulated as a mixed finite element method on a staggered grid, which allows for the proposed scheme to be analyzed as a mortar mixed finite element method. We show that the discrete system is well-posed and derive a priori error estimates that indicate first order convergence in all variables. The system can be reduced to an interface problem concerning only the mortar variables, leading to a non-overlapping domain decomposition method. Numerical examples are presented to illustrate the theoretical results and the applicability of the method.
{"title":"A mortar method for the coupled Stokes-Darcy problem using the MAC scheme for Stokes and mixed finite elements for Darcy","authors":"Wietse M. Boon, Dennis Gläser, Rainer Helmig, Kilian Weishaupt, Ivan Yotov","doi":"10.1007/s10596-023-10267-6","DOIUrl":"https://doi.org/10.1007/s10596-023-10267-6","url":null,"abstract":"<p>A discretization method with non-matching grids is proposed for the coupled Stokes-Darcy problem that uses a mortar variable at the interface to couple the marker and cell (MAC) method in the Stokes domain with the Raviart-Thomas mixed finite element pair in the Darcy domain. Due to this choice, the method conserves linear momentum and mass locally in the Stokes domain and exhibits local mass conservation in the Darcy domain. The MAC scheme is reformulated as a mixed finite element method on a staggered grid, which allows for the proposed scheme to be analyzed as a mortar mixed finite element method. We show that the discrete system is well-posed and derive a priori error estimates that indicate first order convergence in all variables. The system can be reduced to an interface problem concerning only the mortar variables, leading to a non-overlapping domain decomposition method. Numerical examples are presented to illustrate the theoretical results and the applicability of the method.</p>","PeriodicalId":10662,"journal":{"name":"Computational Geosciences","volume":"5 1","pages":""},"PeriodicalIF":2.5,"publicationDate":"2024-02-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139763091","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-02-03DOI: 10.1007/s10596-024-10269-y
Etienne Ahusborde, Brahim Amaziane, Stephan de Hoop, Mustapha El Ossmani, Eric Flauraud, François P. Hamon, Michel Kern, Adrien Socié, Danyang Su, K. Ulrich Mayer, Michal Tóth, Denis Voskov
This paper presents and discusses the results obtained by the participants to the benchmark described in de Hoop et al, Comput. Geosci. (2024). The benchmark uses a model for CO2 geological storage and focuses on the coupling between two-phase flow and geochemistry. Several test cases of various levels of difficulty are proposed, both in one and two spatial dimensions. Six teams participated in the benchmark, each with their own simulation code, though not all teams attempted all the cases. The codes used by the participants are described, and the results obtained on the various test cases are compared, as well as the performance of the codes. It is shown that the results obtained are widely consistent, giving a good level of confidence in the outcome of the benchmark. The general complexity of two-phase flow coupled with chemical reactions altering porous media means that some differences between the codes remain. Besides, from the convergence study, it is clear that the two-dimensional problem has a relatively high sensitivity to a spatial resolution which adds to the complexity.
本文介绍并讨论了参加者根据 de Hoop 等人,Comput.Geosci.该基准测试使用二氧化碳地质封存模型,重点关注两相流与地球化学之间的耦合。在一维和二维空间中提出了多个不同难度的测试案例。六个团队参加了基准测试,每个团队都有自己的模拟代码,但并非所有团队都尝试了所有案例。文中介绍了参与者使用的代码,比较了各种测试案例的结果以及代码的性能。结果表明,获得的结果大体一致,使人对基准测试的结果充满信心。两相流加上改变多孔介质的化学反应的普遍复杂性意味着不同的代码之间仍然存在一些差异。此外,从收敛性研究中可以看出,二维问题对空间分辨率的敏感性相对较高,这增加了问题的复杂性。
{"title":"A benchmark study on reactive two-phase flow in porous media: Part II - results and discussion","authors":"Etienne Ahusborde, Brahim Amaziane, Stephan de Hoop, Mustapha El Ossmani, Eric Flauraud, François P. Hamon, Michel Kern, Adrien Socié, Danyang Su, K. Ulrich Mayer, Michal Tóth, Denis Voskov","doi":"10.1007/s10596-024-10269-y","DOIUrl":"https://doi.org/10.1007/s10596-024-10269-y","url":null,"abstract":"<p>This paper presents and discusses the results obtained by the participants to the benchmark described in de Hoop et al, Comput. Geosci. (2024). The benchmark uses a model for CO<sub>2</sub> geological storage and focuses on the coupling between two-phase flow and geochemistry. Several test cases of various levels of difficulty are proposed, both in one and two spatial dimensions. Six teams participated in the benchmark, each with their own simulation code, though not all teams attempted all the cases. The codes used by the participants are described, and the results obtained on the various test cases are compared, as well as the performance of the codes. It is shown that the results obtained are widely consistent, giving a good level of confidence in the outcome of the benchmark. The general complexity of two-phase flow coupled with chemical reactions altering porous media means that some differences between the codes remain. Besides, from the convergence study, it is clear that the two-dimensional problem has a relatively high sensitivity to a spatial resolution which adds to the complexity.</p>","PeriodicalId":10662,"journal":{"name":"Computational Geosciences","volume":"38 1","pages":""},"PeriodicalIF":2.5,"publicationDate":"2024-02-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139665493","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-02-01DOI: 10.1007/s10596-024-10274-1
Abstract
Carbonated water flooding (CWI) increases oil production due to favorable dissolution effects and viscosity reduction. Accurate modeling of CWI performance requires a simulator with the ability to capture the true physics of such process. In this study, compositional modeling coupled with surface complexation modeling (SCM) are done, allowing a unified study of the influence in oil recovery of reduction of salt concentration in water. The compositional model consists of the conservation equations of total carbon, hydrogen, oxygen, chloride and decane. The coefficients of such equations are obtained from the equilibrium partition of chemical species that are soluble both in oleic and the aqueous phases. SCM is done by using the PHREEQC program, which determines concentration of the master species. Estimation of the wettability as a function of the Total Bound Product (TBP) that takes into account the concentration of the complexes in the aqueous, oleic phases and in the rock walls is performed. We solve analytically and numerically these equations in (1-)D in order to elucidate the effects of the injection of low salinity carbonated water into a reservoir containing oil equilibrated with high salinity carbonated water.
摘要 碳酸水浸(CWI)由于有利的溶解效果和粘度降低而提高了石油产量。CWI 性能的精确建模要求模拟器能够捕捉这种过程的真实物理过程。在这项研究中,成分模型与表面络合模型(SCM)相结合,对降低水中盐浓度对采油的影响进行了统一研究。成分模型包括总碳、氢、氧、氯和癸烷的守恒方程。这些方程的系数是通过油相和水相可溶化学物质的平衡分配得到的。单片机是通过 PHREEQC 程序完成的,该程序可确定主物种的浓度。考虑到水相、油相和岩壁中复合物的浓度,将润湿性作为总结合产物(TBP)的函数进行估算。我们在 (1-) D 中对这些方程进行了分析和数值求解,以阐明向含有与高盐度碳酸水平衡的油藏注入低盐度碳酸水的影响。
{"title":"Modeling low saline carbonated water flooding including surface complexes","authors":"","doi":"10.1007/s10596-024-10274-1","DOIUrl":"https://doi.org/10.1007/s10596-024-10274-1","url":null,"abstract":"<h3>Abstract</h3> <p>Carbonated water flooding (CWI) increases oil production due to favorable dissolution effects and viscosity reduction. Accurate modeling of CWI performance requires a simulator with the ability to capture the true physics of such process. In this study, compositional modeling coupled with surface complexation modeling (SCM) are done, allowing a unified study of the influence in oil recovery of reduction of salt concentration in water. The compositional model consists of the conservation equations of total carbon, hydrogen, oxygen, chloride and decane. The coefficients of such equations are obtained from the equilibrium partition of chemical species that are soluble both in oleic and the aqueous phases. SCM is done by using the PHREEQC program, which determines concentration of the master species. Estimation of the wettability as a function of the Total Bound Product (TBP) that takes into account the concentration of the complexes in the aqueous, oleic phases and in the rock walls is performed. We solve analytically and numerically these equations in <span> <span>(1-)</span> </span>D in order to elucidate the effects of the injection of low salinity carbonated water into a reservoir containing oil equilibrated with high salinity carbonated water.</p>","PeriodicalId":10662,"journal":{"name":"Computational Geosciences","volume":"193 1","pages":""},"PeriodicalIF":2.5,"publicationDate":"2024-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139665328","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Accurate seismic wave modeling of viscoelastic anisotropic medium is a fundamental tool for seismic data processing, interpretation and full waveform inversion. Also, free water surface, topographic relief and irregular seabed are often encountered in practical seismic surveys. Thus, basing on the General Maxwell Body, we proposed a generalized matrix form of the velocity-stress seismic wave equation, which becomes valid for composite viscoelastic anisotropic media and satisfies the boundary conditions in presence of topographic free surfaces and irregular fluid–solid interfaces. We theoretically show that the viscoelastic effect of a medium may be considered as the intrinsic body sources accumulated in wavefield history and computed by a recursive convolution formula accurately and efficiently. We also demonstrated that such a generalized viscoelastic wave equation may be solved with the curvilinear MacCormack finite difference method and validated the accuracy and feasibility of the proposed method. The modeling results in homogeneous and heterogeneous media match well with the analytical solutions and the references yielded by the spectral element solutions.
{"title":"A generalized time-domain velocity-stress seismic wave equation for composite viscoelastic media with a topographic relief and an irregular seabed","authors":"Chao Jin, Bing Zhou, Mohamed Kamel Riahi, Mohamed Jamal Zemerly","doi":"10.1007/s10596-024-10273-2","DOIUrl":"https://doi.org/10.1007/s10596-024-10273-2","url":null,"abstract":"<p>Accurate seismic wave modeling of viscoelastic anisotropic medium is a fundamental tool for seismic data processing, interpretation and full waveform inversion. Also, free water surface, topographic relief and irregular seabed are often encountered in practical seismic surveys. Thus, basing on the General Maxwell Body, we proposed a generalized matrix form of the velocity-stress seismic wave equation, which becomes valid for composite viscoelastic anisotropic media and satisfies the boundary conditions in presence of topographic free surfaces and irregular fluid–solid interfaces. We theoretically show that the viscoelastic effect of a medium may be considered as the intrinsic body sources accumulated in wavefield history and computed by a recursive convolution formula accurately and efficiently. We also demonstrated that such a generalized viscoelastic wave equation may be solved with the curvilinear MacCormack finite difference method and validated the accuracy and feasibility of the proposed method. The modeling results in homogeneous and heterogeneous media match well with the analytical solutions and the references yielded by the spectral element solutions.</p>","PeriodicalId":10662,"journal":{"name":"Computational Geosciences","volume":"27 1","pages":""},"PeriodicalIF":2.5,"publicationDate":"2024-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139665337","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-01-29DOI: 10.1007/s10596-024-10268-z
Abstract
This paper proposes a benchmark study for reactive multiphase multicomponent flow in porous media. Modeling such problem leads to a highly nonlinear coupled system of partial differential equations, ordinary differential equations and algebraic constraints, which requires special numerical treatment. The benchmark consists of five test problems in total (both in 1D and in 2D), with varying degrees of difficulty, designed to verify the algorithms and the codes dedicated to simulating coupled isothermal Hydro-Chemical processes during injection and storage of CO2 in the subsurface. It is intended to be used as a basis for comparing codes in order to better understand different couplings such as chemical reactions with two-phase flow, phase behavior with equilibrium reactions, dissolution and precipitation.
{"title":"A benchmark study on reactive two-phase flow in porous media: Part I - model description","authors":"","doi":"10.1007/s10596-024-10268-z","DOIUrl":"https://doi.org/10.1007/s10596-024-10268-z","url":null,"abstract":"<h3>Abstract</h3> <p>This paper proposes a benchmark study for reactive multiphase multicomponent flow in porous media. Modeling such problem leads to a highly nonlinear coupled system of partial differential equations, ordinary differential equations and algebraic constraints, which requires special numerical treatment. The benchmark consists of five test problems in total (both in 1D and in 2D), with varying degrees of difficulty, designed to verify the algorithms and the codes dedicated to simulating coupled isothermal Hydro-Chemical processes during injection and storage of CO<sub>2</sub> in the subsurface. It is intended to be used as a basis for comparing codes in order to better understand different couplings such as chemical reactions with two-phase flow, phase behavior with equilibrium reactions, dissolution and precipitation.</p>","PeriodicalId":10662,"journal":{"name":"Computational Geosciences","volume":"6 1","pages":""},"PeriodicalIF":2.5,"publicationDate":"2024-01-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139583586","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-01-27DOI: 10.1007/s10596-024-10275-0
Rolf J. Lorentzen, Tuhin Bhakta, Kristian Fossum, Jon André Haugen, Espen Oen Lie, Abel Onana Ndingwan, Knut Richard Straith
The Edvard Grieg field is a highly complex and heterogeneous reservoir with an extensive fault structure and a mixture of sandstone, conglomerate, and shale. In this paper, we present a complete workflow for history matching the Edvard Grieg field using an ensemble smoother for Bayesian inference. An important aspect of the workflow is a methodology to check that the prior assumptions are suitable for assimilating the data, and procedures to verify that the posterior results are plausible and credible. We thoroughly describe several tools and visualization techniques for these purposes. Using these methods we show how to identify important parameters of the model. Furthermore, we utilize new compression methods for better handling large datasets. Simulating fluid flow and seismic response for reservoirs of this size and complexity requires high numerical resolution and accurate seismic models. We present a novel dual-model concept for a better representation of seismic data and attributes, that deploy different models for the underground depending on simulated properties. Results from history matching show that we can improve data matches for both production data and different seismic attributes. Updated parameters give new insight into the reservoir dynamics, and are calibrated to better represent water movement and pressure.
Edvard Grieg 油田是一个高度复杂的异质储层,具有广泛的断层构造,混合了砂岩、砾岩和页岩。在本文中,我们介绍了一套完整的工作流程,利用贝叶斯推断的集合平滑器对 Edvard Grieg 油田进行历史匹配。工作流程的一个重要方面是检查先验假设是否适合同化数据的方法,以及验证后验结果是否合理可信的程序。我们全面介绍了用于这些目的的几种工具和可视化技术。利用这些方法,我们展示了如何确定模型的重要参数。此外,我们还利用新的压缩方法来更好地处理大型数据集。模拟这种规模和复杂程度的储层的流体流动和地震响应需要高数值分辨率和精确的地震模型。我们提出了一种新颖的双模型概念,以更好地表示地震数据和属性,根据模拟属性为地下部署不同的模型。历史匹配的结果表明,我们可以改善生产数据和不同地震属性的数据匹配。更新后的参数使我们对储层动态有了新的认识,并通过校准更好地表现了水的运动和压力。
{"title":"Ensemble-based history matching of the Edvard Grieg field using 4D seismic data","authors":"Rolf J. Lorentzen, Tuhin Bhakta, Kristian Fossum, Jon André Haugen, Espen Oen Lie, Abel Onana Ndingwan, Knut Richard Straith","doi":"10.1007/s10596-024-10275-0","DOIUrl":"https://doi.org/10.1007/s10596-024-10275-0","url":null,"abstract":"<p>The Edvard Grieg field is a highly complex and heterogeneous reservoir with an extensive fault structure and a mixture of sandstone, conglomerate, and shale. In this paper, we present a complete workflow for history matching the Edvard Grieg field using an ensemble smoother for Bayesian inference. An important aspect of the workflow is a methodology to check that the prior assumptions are suitable for assimilating the data, and procedures to verify that the posterior results are plausible and credible. We thoroughly describe several tools and visualization techniques for these purposes. Using these methods we show how to identify important parameters of the model. Furthermore, we utilize new compression methods for better handling large datasets. Simulating fluid flow and seismic response for reservoirs of this size and complexity requires high numerical resolution and accurate seismic models. We present a novel dual-model concept for a better representation of seismic data and attributes, that deploy different models for the underground depending on simulated properties. Results from history matching show that we can improve data matches for both production data and different seismic attributes. Updated parameters give new insight into the reservoir dynamics, and are calibrated to better represent water movement and pressure.</p>","PeriodicalId":10662,"journal":{"name":"Computational Geosciences","volume":"16 1","pages":""},"PeriodicalIF":2.5,"publicationDate":"2024-01-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139583729","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Traditional interpolations might cause smoothing effect on geochemical anomaly detection due to the moving weighted average properties. Since Multiple-Point Statistics (MPS) is a kind of stochastic simulation based on regional variables statistical patterns in a certain space, it can reduce the smoothing effect and quantify the element distribution uncertainties effectively. However, due to the insufficient Training Images (TIs) in geochemical exploration fields, simulation processes cannot be directly applied on the original data. Meanwhile, element spatial distribution patterns cannot be finely characterized under single scale, with uncertainty exists during the attribute information prediction in some regions. In addition, due to the stochastic properties, it is difficult to identify geochemical anomalous information accurately based on various simulation results. Therefore, a hybrid framework combined MPS and Local Singularity Analysis (LSA) are mainly introduced in this paper. Firstly, rasterization algorithms are used to construct geochemical TI to ensure the MPS simulation processes. Then, two-step simulation, including large-scale and small-scale simulation, is applied to finely represent the geochemical element distribution patterns. Based on various simulation results, LSA and information fusion are finally introduced to construct the probability map of geochemical anomalies. The stream sediment geochemical data was mainly used in this paper to verify the feasibility of proposed methods. Results show that comparing with the Kriging-based ones, smoothing effect of different geochemical anomalous fields is significantly reduced, which shows a closer spatial correlation with the known deposits according to the ROC curve analysis. Based on the anomaly identification results, some mineralization indices can be preliminarily determined to offer some theoretical supports for further mineral exploration.
{"title":"Extraction of weak geochemical anomalies based on multiple-point statistics and local singularity analysis","authors":"Wenyao Fan, Gang Liu, Qiyu Chen, Laijun Lu, Zhesi Cui, Boxin Zuo, Xuechao Wu","doi":"10.1007/s10596-024-10272-3","DOIUrl":"https://doi.org/10.1007/s10596-024-10272-3","url":null,"abstract":"<p>Traditional interpolations might cause smoothing effect on geochemical anomaly detection due to the moving weighted average properties. Since Multiple-Point Statistics (MPS) is a kind of stochastic simulation based on regional variables statistical patterns in a certain space, it can reduce the smoothing effect and quantify the element distribution uncertainties effectively. However, due to the insufficient Training Images (TIs) in geochemical exploration fields, simulation processes cannot be directly applied on the original data. Meanwhile, element spatial distribution patterns cannot be finely characterized under single scale, with uncertainty exists during the attribute information prediction in some regions. In addition, due to the stochastic properties, it is difficult to identify geochemical anomalous information accurately based on various simulation results. Therefore, a hybrid framework combined MPS and Local Singularity Analysis (LSA) are mainly introduced in this paper. Firstly, rasterization algorithms are used to construct geochemical TI to ensure the MPS simulation processes. Then, two-step simulation, including large-scale and small-scale simulation, is applied to finely represent the geochemical element distribution patterns. Based on various simulation results, LSA and information fusion are finally introduced to construct the probability map of geochemical anomalies. The stream sediment geochemical data was mainly used in this paper to verify the feasibility of proposed methods. Results show that comparing with the Kriging-based ones, smoothing effect of different geochemical anomalous fields is significantly reduced, which shows a closer spatial correlation with the known deposits according to the ROC curve analysis. Based on the anomaly identification results, some mineralization indices can be preliminarily determined to offer some theoretical supports for further mineral exploration.</p>","PeriodicalId":10662,"journal":{"name":"Computational Geosciences","volume":"154 1","pages":""},"PeriodicalIF":2.5,"publicationDate":"2024-01-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139583480","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-01-05DOI: 10.1007/s10596-023-10266-7
Wei Liu, Yingxue Song, Yanping Chen, Gexian Fan, Pengshan Wang, Kai Li
In this paper, three-dimensional numerical algorithm is constructed to simulate the behavior of the Brinkman-Forchheimer flow and thermal fields. Numerical results of velocity, pressure and temperature are obtained by applying the efficient modified two-grid marker and cell (MAC) algorithm on staggered grids with the second-order backward difference formula (BDF2) time approximation. The modified-upwind idea is introduced to convective heat transfer equations for improving accuracy without any numerical oscillation. The second-order convergence rate can be achieved for pressure, velocity and temperature of considered three-dimensional model. Some numerical experiments are presented to illustrate the efficiency of algorithm. The numerical example with analytical solution is used to validate the effectiveness and accuracy of the algorithm by comparing with the results of traditional MAC algorithm. A time-dependent test is proposed to show a detailed sensitivity analysis to indicate the influence of parameters including the (varepsilon ), Forchheimer number, Brinkman number and thermal diffusivity on the physical properties of Brinkman-Forchheimer flow and heat transfer in porous media.
本文构建了三维数值算法来模拟布林克曼-福克海默流和热场的行为。通过在交错网格上应用二阶后向差分公式(BDF2)时间近似的高效修正双网格标记和单元(MAC)算法,获得了速度、压力和温度的数值结果。在对流传热方程中引入了修正上风思想,以提高精度,而不会产生任何数值振荡。所考虑的三维模型的压力、速度和温度都能达到二阶收敛率。一些数值实验说明了算法的效率。通过与传统 MAC 算法的结果进行比较,使用带有分析解的数值示例来验证算法的有效性和准确性。提出了一个随时间变化的测试,以显示详细的敏感性分析,说明包括(varepsilon )、福克海默数、布林克曼数和热扩散率在内的参数对多孔介质中布林克曼-福克海默流动和传热的物理特性的影响。
{"title":"Numerical simulation on staggered grids of three-dimensional brinkman-forchheimer flow and heat transfer in porous media","authors":"Wei Liu, Yingxue Song, Yanping Chen, Gexian Fan, Pengshan Wang, Kai Li","doi":"10.1007/s10596-023-10266-7","DOIUrl":"https://doi.org/10.1007/s10596-023-10266-7","url":null,"abstract":"<p>In this paper, three-dimensional numerical algorithm is constructed to simulate the behavior of the Brinkman-Forchheimer flow and thermal fields. Numerical results of velocity, pressure and temperature are obtained by applying the efficient modified two-grid marker and cell (MAC) algorithm on staggered grids with the second-order backward difference formula (BDF2) time approximation. The modified-upwind idea is introduced to convective heat transfer equations for improving accuracy without any numerical oscillation. The second-order convergence rate can be achieved for pressure, velocity and temperature of considered three-dimensional model. Some numerical experiments are presented to illustrate the efficiency of algorithm. The numerical example with analytical solution is used to validate the effectiveness and accuracy of the algorithm by comparing with the results of traditional MAC algorithm. A time-dependent test is proposed to show a detailed sensitivity analysis to indicate the influence of parameters including the <span>(varepsilon )</span>, Forchheimer number, Brinkman number and thermal diffusivity on the physical properties of Brinkman-Forchheimer flow and heat transfer in porous media.</p>","PeriodicalId":10662,"journal":{"name":"Computational Geosciences","volume":"4 1","pages":""},"PeriodicalIF":2.5,"publicationDate":"2024-01-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139376192","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}