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In situ loading of a pore network model for quantitative characterization and visualization of gas seepage in coal rocks
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作者 Huazhe Jiao Xi Chen +4 位作者 Tiegang Zhang Quilligan Michael Yixuan Yang Xiaolin Yang Tongyi Yang 《Deep Underground Science and Engineering》 2025年第3期437-451,共15页
The flow characteristics of coalbed methane(CBM)are influenced by the coal rock fracture network,which serves as the primary gas transport channel.This has a significant effect on the permeability performance of coal ... The flow characteristics of coalbed methane(CBM)are influenced by the coal rock fracture network,which serves as the primary gas transport channel.This has a significant effect on the permeability performance of coal reservoirs.In any case,the traditional techniques of coal rock fracture observation are unable to precisely define the flow of CBM.In this study,coal samples were subjected to an in situ loading scanning test in order to create a pore network model(PNM)and determine the pore and fracture dynamic evolution law of the samples in the loading path.On this basis,the structural characteristic parameters of the samples were extracted from the PNM and the impact on the permeability performance of CBM was assessed.The findings demonstrate that the coal samples'internal porosity increases by 2.039%under uniaxial loading,the average throat pore radius increases by 205.5 to 36.1μm,and the loading has an impact on the distribution and morphology of the pores in the coal rock.The PNM was loaded into the finite element program COMSOL for seepage modeling,and the M3 stage showed isolated pore connectivity to produce microscopic fissures,which could serve as seepage channels.In order to confirm the viability of the PNM and COMSOL docking technology,the streamline distribution law of pressure and velocity fields during the coal sample loading process was examined.The absolute permeability of the coal samples was also obtained in order for comparison with the measured results.The macroscopic CBM flow mechanism in complex lowpermeability coal rocks can be revealed through three-dimensional reconstruction of the microscopic fracture structure and seepage simulation.This study lays the groundwork for the fine description and evaluation of coal reservoirs as well as the precise prediction of gas production in CBM wells. 展开更多
关键词 coalbed methane fractal dimension FRACTURE pore network model SEEPAGE
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Study of the permeability characteristics of porous media with methane hydrate by pore network model 被引量:8
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作者 Haifeng Liang Yongchen Song Yu Liu Mingjun Yang Xing Huang 《Journal of Natural Gas Chemistry》 EI CAS CSCD 2010年第3期255-260,共6页
The permeability in the methane hydrate reservoir is one of the key parameters in estimating the gas production performance and the flow behavior of gas and water during dissociation.In this paper,a three-dimensional ... The permeability in the methane hydrate reservoir is one of the key parameters in estimating the gas production performance and the flow behavior of gas and water during dissociation.In this paper,a three-dimensional cubic pore-network model based on invasion percolation is developed to study the effect of hydrate particle formation and growth habit on the permeability.The variation of permeability in porous media with different hydrate saturation is studied by solving the network problem.The simulation results are well consistent with the experimental data.The proposed model predicts that the permeability will reduce exponentially with the increase of hydrate saturation,which is crucial in developing a deeper understanding of the mechanism of hydrate formation and dissociation in porous media. 展开更多
关键词 pore network model hydrate saturation PERMEABILITY porous media
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Sacrificial microgel‑laden bioink‑enabled 3D bioprinting of mesoscale pore networks 被引量:9
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作者 Lei Shao Qing Gao +5 位作者 Chaoqi Xie Jianzhong Fu Meixiang Xiang Zhenjie Liu Liulin Xiang Yong He 《Bio-Design and Manufacturing》 CSCD 2020年第1期30-39,共10页
Three-dimensional(3D)bioprinting is a powerful approach that enables the fabrication of 3D tissue constructs that retain complex biological functions.However,the dense hydrogel networks that form after the gelation of... Three-dimensional(3D)bioprinting is a powerful approach that enables the fabrication of 3D tissue constructs that retain complex biological functions.However,the dense hydrogel networks that form after the gelation of bioinks often restrict the migration and proliferation of encapsulated cells.Herein,a sacrificial microgel-laden bioink strategy was designed for directly bioprinting constructs with mesoscale pore networks(MPNs)for enhancing nutrient delivery and cell growth.The sacrificial microgel-laden bioink,which contains cell/gelatin methacryloyl(GelMA)mixture and gelled gelatin microgel,is first thermo-crosslinked to fabricate temporary predesigned cell-laden constructs by extrusion bioprinting onto a cold platform.Then,the construct is permanently stabilized through photo-crosslinking of GelMA.The MPNs inside the printed constructs are formed after subsequent dissolution of the gelatin microgel.These MPNs allowed for effective oxygen/nutrient diffusion,facilitating the generation of bioactive tissues.Specifically,osteoblast and human umbilical vein endothelial cells encapsulated in the bioprinted large-scale constructs(≥1 cm)with MPNs showed enhanced bioactivity during culture.The 3D bioprinting strategy based on the sacrificial microgel-laden bioink provided a facile method to facilitate formation of complex tissue constructs with MPNs and set a foundation for future optimization of MPN-based tissue constructs with applications in diverse areas of tissue engineering. 展开更多
关键词 Sacrificial microgel Gelatin methacryloyl(GelMA) 3D bioprinting Mesoscale pore networks(MPNs) Tissue engineering
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Simulation of Heat and Mass Transfer in a Grain Pile on the Basis of a 2D Irregular Pore Network 被引量:3
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作者 Pengxiao Chen Kai Huang +3 位作者 Fenghe Wang Weijun Xie Shuo Wei Deyong Yang 《Fluid Dynamics & Materials Processing》 EI 2019年第4期367-389,共23页
The so-called pore network model has great advantages in describing the process of heat and mass transfer in porous media.In order to construct a random two-dimensional(2D)irregular pore network model for an unconsoli... The so-called pore network model has great advantages in describing the process of heat and mass transfer in porous media.In order to construct a random two-dimensional(2D)irregular pore network model for an unconsolidated material,image processing technology was used to extract the required topological and geometric information from a 2D sample of soybean particles,and a dedicated algorithm was elaborated to merge some adjacent small pores.Based on the extracted information,a 2D pore network model including particle information was reconstructed and verified to reflect the pore structure of discrete particles.This method was used to reconstruct a random 2D irregular pore network model of wheat.Accordingly,a multi-scale heat and mass transfer model was implemented to simulate the drying of wheat.The simulation results were consistent with the experimental results,which indicates that the reconstructed irregular pore network model can effectively simulate the real pore structure inside unconsolidated porous media.The present approach may be regarded as the foundation for establishing in the future a three-dimensional pore network model and studying the heat and mass transfer process in a grain pile. 展开更多
关键词 MATLAB pore network heat and mass transfer thiessen polygon
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Probing deactivation by coking in catalyst pellets for dry reforming of methane using a pore network model 被引量:2
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作者 Yu Wang Qunfeng Zhang +3 位作者 Xinlei Liu Junqi Weng Guanghua Ye Xinggui Zhou 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2023年第3期293-303,共11页
Dry reforming of methane(DRM) is an attractive technology for utilizing the greenhouse gases(CO_(2) and CH_(4)) to produce syngas. However, the catalyst pellets for DRM are heavily plagued by deactivation by coking, w... Dry reforming of methane(DRM) is an attractive technology for utilizing the greenhouse gases(CO_(2) and CH_(4)) to produce syngas. However, the catalyst pellets for DRM are heavily plagued by deactivation by coking, which prevents this technology from commercialization. In this work, a pore network model is developed to probe the catalyst deactivation by coking in a Ni/Al_(2)O_(3) catalyst pellet for DRM. The reaction conditions can significantly change the coking rate and then affect the catalyst deactivation. The catalyst lifetime is higher under lower temperature, pressure, and CH_(4)/CO_(2) molar ratio, but the maximum coke content in a catalyst pellet is independent of these reaction conditions. The catalyst pellet with larger pore diameter, narrower pore size distribution and higher pore connectivity is more robust against catalyst deactivation by coking, as the pores in this pellet are more difficult to be plugged or inaccessible.The maximum coke content is also higher for narrower pore size distribution and higher pore connectivity, as the number of inaccessible pores is lower. Besides, the catalyst pellet radius only slightly affects the coke content, although the diffusion limitation increases with the pellet radius. These results should serve to guide the rational design of robust DRM catalyst pellets against deactivation by coking. 展开更多
关键词 Deactivation by coking Dry reforming of methane pore network model Diffusion limitation Catalyst pellet
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The impact of heterogeneity and pore network characteristics on single and multi-phase fluid propagation in complex porous media:An X-ray computed tomography study
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作者 Shohreh Iraji Tales Rodrigues De Almeida +2 位作者 Eddy Ruidiaz Munoz Mateus Basso Alexandre Campane Vidal 《Petroleum Science》 SCIE EI CAS CSCD 2024年第3期1719-1738,共20页
This study investigates the impact of pore network characteristics on fluid flow through complex and heterogeneous porous media,providing insights into the factors affecting fluid propagation in such systems.Specifica... This study investigates the impact of pore network characteristics on fluid flow through complex and heterogeneous porous media,providing insights into the factors affecting fluid propagation in such systems.Specifically,high-resolution or micro X-ray computed tomography(CT)imaging techniques were utilized to examine outcrop stromatolite samples of the Lagoa Salgada,considered flow analogous to the Brazilian Pre-salt carbonate reservoirs.The petrophysical results comprised two distinct stromatolite depositional facies,the columnar and the fine-grained facies.By generating pore network model(PNM),the study quantified the relationship between key features of the porous system,including pore and throat radius,throat length,coordination number,shape factor,and pore volume.The study found that the less dense pore network of the columnar sample is typically characterized by larger pores and wider and longer throats but with a weaker connection of throats to pores.Both facies exhibited less variability in the radius of the pores and throats in comparison to throat length.Additionally,a series of core flooding experiments coupled with medical CT scanning was designed and conducted in the plug samples to assess flow propagation and saturation fields.The study revealed that the heterogeneity and presence of disconnected or dead-end pores significantly impacted the flow patterns and saturation.Two-phase flow patterns and oil saturation distribution reveal a preferential and heterogeneous displacement that mainly swept displaced fluid in some regions of plugs and bypassed it in others.The relation between saturation profiles,porosity profiles,and the number of fluid flow patterns for the samples was evident.Only for the columnar plug sample was the enhancement in recovery factor after shifting to lower salinity water injection(SB)observed. 展开更多
关键词 pore network model Heterogeneous porous media Flow patterns Dead-end pores
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Image-based quantitative probing of 3D heterogeneous pore structure in CBM reservoir and permeability estimation with pore network modeling
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作者 Peng Liu Yulong Zhao +5 位作者 Zhengduo Zhao Huiming Yang Baisheng Nie Hengyi He Quangui Li Guangjie Bao 《International Journal of Coal Science & Technology》 CSCD 2024年第5期121-141,共21页
Coalbed methane(CBM)recovery is attracting global attention due to its huge reserve and low carbon burning benefits for the environment.Fully understanding the complex structure of coal and its transport properties is... Coalbed methane(CBM)recovery is attracting global attention due to its huge reserve and low carbon burning benefits for the environment.Fully understanding the complex structure of coal and its transport properties is crucial for CBM development.This study describes the implementation of mercury intrusion and μ-CT techniques for quantitative analysis of 3D pore structure in two anthracite coals.It shows that the porosity is 7.04%-8.47%and 10.88%-12.11%,and the pore connectivity is 0.5422-0.6852 and 0.7948-0.9186 for coal samples 1 and 2,respectively.The fractal dimension and pore geometric tortuosity were calculated based on the data obtained from 3D pore structure.The results show that the pore structure of sample 2 is more complex and developed,with lower tortuosity,indicating the higher fluid deliverability of pore system in sample 2.The tortuosity in three-direction is significantly different,indicating that the pore structure of the studied coals has significant anisotropy.The equivalent pore network model(PNM)was extracted,and the anisotropic permeability was estimated by PNM gas flow simulation.The results show that the anisotropy of permeability is consistent with the slice surface porosity distribution in 3D pore structure.The permeability in the horizontal direction is much greater than that in the vertical direction,indicating that the dominant transportation channel is along the horizontal direction of the studied coals.The research results achieve the visualization of the 3D complex structure of coal and fully capture and quantify pore size,connectivity,curvature,permeability,and its anisotropic characteristics at micron-scale resolution.This provides a prerequisite for the study of mass transfer behaviors and associated transport mechanisms in real pore structures. 展开更多
关键词 CT image Heterogeneous pore structure pore network model Coal permeability Coalbed methane
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Pore network modeling of water block in low permeability reservoirs 被引量:11
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作者 Shao Changjin Yang Zhenqing Zhou Guanggang Lu Guiwu 《Petroleum Science》 SCIE CAS CSCD 2010年第3期362-366,共5页
A pore network model was used in this paper to investigate the factors, in particular, throat radius, wettability and initial water saturation, causing water block in low permeability reservoirs. A new term - 'relati... A pore network model was used in this paper to investigate the factors, in particular, throat radius, wettability and initial water saturation, causing water block in low permeability reservoirs. A new term - 'relative permeability number' (RPN) was firstly defined, and then used to describe the degree of water block. Imbibition process simulations show that the RPN drops in accordance with the extension of the averaged pore throat radius from 0.05 to 1.5 μm, and yet once beyond that point of 1.5 μm, the RPN reaches a higher value, indicating the existence of a critical pore throat radius where water block is the maximum. When the wettability of the samples changes from water-wet to weakly water-wet, weakly gas-wet, or gas(oil)-wet, the gas RPN increases consistently, but this consistency is disturbed by the RPN dropping for weakly water-wet samples for water saturations less than 0.4, which means weakly waterwet media are more easily water blocked than water-wet systems. In the situation where the initial water saturation exceeds 0.05, water block escalates along with an increase in initial water saturation. 展开更多
关键词 pore-network model water block relative permeability number low permeability wettability
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Static dissolution-induced 3D pore network modification and its impact on critical pore attributes of carbonate rocks 被引量:3
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作者 ANDRIAMIHAJA Spariharijaona PADMANABHAN Eswaran +1 位作者 BEN-AWUAH Joel SOKKALINGAM Rajalingam 《Petroleum Exploration and Development》 2019年第2期374-383,共10页
To determine the effect of dissolution on pore network development in carbonate rocks, dissolution experiments, X-Ray microtomography, and thin section analysis were conducted on argillaceous limestone and grain limes... To determine the effect of dissolution on pore network development in carbonate rocks, dissolution experiments, X-Ray microtomography, and thin section analysis were conducted on argillaceous limestone and grain limestone samples at different temperatures and constant pH, HCl concentration. The relationship between Ca^(2+) concentration and time was revealed through the experiments; pore size distribution before and after dissolution indicate that there is no correlation between the temperature and pore size variation, but pore size variation in grain limestone is more significant, indicating that the variation is mainly controlled by the heterogeneity of the rock itself(initial porosity and permeability) and the abundance of unstable minerals(related to crystal shape, size and mineral type). At different temperatures, the two kinds of carbonate rocks had very small variation in pore throat radius from 0.003 mm to 0.040 mm, which is 1.3 to 3.5 times more, 1.7 on average of the original pore throat radius. Their pore throat length varied from 0.05 mm to 0.35 mm. The minor changes in the pore throat radius, length and connectivity brought big changes to permeability of up to 1 000×10^(-3) μm^2. 展开更多
关键词 3D pore networks CARBONATE ROCKS pore structure MUDSTONE grainstone ACIDIZING dissolution X-Ray micro tomography
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Pore-scale gas–water two-phase flow and relative permeability characteristics of disassociated hydrate reservoir 被引量:1
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作者 Yu-Xuan Xia Derek Elsworth +3 位作者 Sai Xu Xuan-Zhe Xia Jian-Chao Cai Cheng Lu 《Petroleum Science》 2025年第8期3344-3356,共13页
Clayey-silt natural gas hydrate reservoirs in the South China Sea exhibit loose and unconsolidated structures, heterogeneous pore structures, high clay mineral contents, and strong hydrophilicity. These characteristic... Clayey-silt natural gas hydrate reservoirs in the South China Sea exhibit loose and unconsolidated structures, heterogeneous pore structures, high clay mineral contents, and strong hydrophilicity. These characteristics complicate the gas-water two-phase flow process in porous media following hydrate decomposition, posing challenges for efficient development. This study examines the transport response of clayey-silt reservoir samples from the Shenhu area using gas-water two-phase flow experiments and CT scanning to explore changes in pore structure, gas-water distribution, and relative permeability under varying flow conditions. The results indicate that pore heterogeneity significantly influences flow characteristics. Gas preferentially displaces water in larger pores, forming fracture-like pores, which serve as preferential flow channels for gas migration. The preferential flow channels enhance gas-phase permeability up to 19 times that of the water phase when fluid pressures exceed total stresses. However,small pores retain liquid, leading to a high residual water saturation of 0.561. CT imaging reveals that these hydro-fractures improve gas permeability but also confine gas flow to specific channels. Pore network analysis shows that gas injection expands the pore-throat network, enhancing connectivity and forming fracture-like pores. Residual water remains trapped in smaller pores and throats, while structural changes, including new fractures, improve gas flow pathways and overall connectivity. Relative permeability curves demonstrate a narrow gas-water cocurrent-flow zone, a right-shifted iso-permeability point and high reservoir capillary pressure, indicating a strong "water-blocking" effect. The findings suggest that optimizing reservoir stimulation techniques to enhance fracture formation, reduce residual water saturation, and improve gas flow capacity is critical for efficient hydrate reservoir development. 展开更多
关键词 Clayey-silt reservoir Gasewater two-phase flow CT scanning Relative permeability pore network model
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Investigation of petrophysical properties of synthetic carbonate plugs:Adding a novel 3D printing approach to control pore networks
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作者 Jhonatan Jair Arismendi Florez Carina Ulsen Jean Vicente Ferrari 《Petroleum Research》 2024年第4期514-540,共27页
The physical and chemical properties of rocks play a crucial role in understanding fluid-solid flow behavior at the pore level.Thus,studying pore space characteristics is important in evaluating and determining petrop... The physical and chemical properties of rocks play a crucial role in understanding fluid-solid flow behavior at the pore level.Thus,studying pore space characteristics is important in evaluating and determining petrophysical properties of various rock types,including synthetic rocks,which can be designed to mimic natural rocks.This study investigates the petrophysical properties of synthetic car-bonate plugs by using a new approach that correlates the base material and a 3D printing solution with porosity and permeability.The research shows that with precise particle size and morphology,pure mineral materials such as calcite,dolomite,quartz and a non-structural Portland cement may produce a controlled rock matrix.The synthetic plugs developed in this study exhibit controlled macro,meso,and micro porosities,including fractures and vuggys,by the solubilization of materials with controlled morphology by 3D printing,which provides valuable information on regulating pore space in synthetic carbonate rocks. 展开更多
关键词 Petrophysical properties Synthetic carbonate plugs Controlled pore network 3D printing
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Multidimensional data-driven porous media reconstruction:Inversion from 1D/2D pore parameters to 3D real pores
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作者 Peng Chi Jian-Meng Sun +5 位作者 Ran Zhang Wei-Chao Yan Huai-Min Dong Li-Kai Cui Rui-Kang Cui Xin Luo 《Petroleum Science》 2025年第7期2777-2793,共17页
Subsurface rocks,as complex porous media,exhibit multiscale pore structures and intricate physical properties.Digital rock physics technology has become increasingly influential in the study of subsurface rock propert... Subsurface rocks,as complex porous media,exhibit multiscale pore structures and intricate physical properties.Digital rock physics technology has become increasingly influential in the study of subsurface rock properties.Given the multiscale characteristics of rock pore structures,direct three-dimensional imaging at sub-micrometer and nanometer scales is typically infeasible.This study introduces a method for reconstructing porous media using multidimensional data,which combines one-dimensional pore structure parameters with two-dimensional images to reconstruct three-dimensional models.The pore network model(PNM)is stochastically reconstructed using one-dimensional parameters,and a generative adversarial network(GAN)is utilized to equip the PNM with pore morphologies derived from two-dimensional images.The digital rocks generated by this method possess excellent controllability.Using Berea sandstone and Grosmont carbonate samples,we performed digital rock reconstructions based on PNM extracted by the maximum ball algorithm and compared them with stochastically reconstructed PNM.Pore structure parameters,permeability,and formation factors were calculated.The results show that the generated samples exhibit good consistency with real samples in terms of pore morphology,pore structure,and physical properties.Furthermore,our method effectively supplements the micropores not captured in CT images,demonstrating its potential in multiscale carbonate samples.Thus,the proposed reconstruction method is promising for advancing porous media property research. 展开更多
关键词 3D digital rock pore network model 1D/2D pore parameters pore structure Generative adversarial network
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Characterizing disintegrated dolomite pore structure and seepage:CT scanning and numerical approach
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作者 Jiaxing Dong Peixuan Dai +2 位作者 Wenlian Liu Hanhua Xu Sugang Sui 《Journal of Rock Mechanics and Geotechnical Engineering》 2025年第7期4386-4399,共14页
Disintegrated dolomite slope and tunnel disasters occur frequently due to poor water stability of disintegrated dolomite,primarily in a form of seepage failure.For engineering purposes,it is critical to determine the ... Disintegrated dolomite slope and tunnel disasters occur frequently due to poor water stability of disintegrated dolomite,primarily in a form of seepage failure.For engineering purposes,it is critical to determine the seepage properties of disintegrated dolomite within the strata.However,conventional experimental methods are time-consuming and expensive and may not be effective in investigating seepage characteristics due to the heterogeneity of disintegrated dolomite.In this study,pore network model(PNM)was established by the computerized tomography(CT)scanning technology to characterize the pores.Meanwhile,the seepage and coefficient of permeability under different inlet stress conditions based on the accurate pore model were realized by linking the commercial image processing software Avizo with the commercial multi-physics modeling package Comsol.The results show that the porosities of severely and completely disintegrated dolomites are 29.17% and 45.37%,respectively.The grade of pore development increases with disintegration grade,which facilitates seepage failure.Severely and completely disintegrated dolomites have the coefficients of permeability of 9.67×10^(-7) m/s and 1.61×10^(-6) m/s,respectively.Under conventional conditions,severely and completely disintegrated dolomites undergo seepage failure above a pressure difference of 6×10^(3) Pa and 5×10^(3) Pa,respectively.These results are consistent with both in situ water pressure tests in the borehole and laboratory tests with the constant-head method,demonstrating that CT scanning is an effective method for observing fractures and pores in disintegrated dolomite for seepage evaluation. 展开更多
关键词 Disintegrated dolomite X-ray computerized tomography(CT) pore network model(PNM) Seepage simulation
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Research of seepage in artificial fracture using pore network model 被引量:2
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作者 ZHANG JingChen BIAN XiaoBing +1 位作者 ZHANG ShiCheng WANG Lei 《Chinese Science Bulletin》 SCIE EI CAS 2013年第7期756-761,共6页
Experiments of proppant conductivity and fluid flow in proppant cost a large amount of time and money,and also require complex devices.Hence,this article puts forward an artificial fracture numerical model based on pr... Experiments of proppant conductivity and fluid flow in proppant cost a large amount of time and money,and also require complex devices.Hence,this article puts forward an artificial fracture numerical model based on proppant arrangement analysis and the basic principles of the pore network model.Predictions by the model are made consistent with the experimental results through adjusting the model parameters.It is shown that the established model is effective in making predictions on the permeability of proppant.This model is also used to study the non-Newtonian fluid flow characteristics in artificial fracture. 展开更多
关键词 孔隙网络模型 人工裂缝 渗水 模型预测 非牛顿流体 支撑剂 流体流量 数值模型
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济阳坳陷纹层状页岩油储层孔隙结构表征与渗流模拟 被引量:1
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作者 杨雨萱 王森 +2 位作者 梁怡普 陈李杨 冯其红 《油气地质与采收率》 北大核心 2026年第1期39-47,I0002,共10页
随着油气开采向非常规储层发展,页岩油作为重要的接替资源对国家能源安全具有重要作用。纹层状页岩是济阳坳陷页岩油开发的主力岩相,具有良好的储渗性能,明确其微观孔隙结构分布特征和页岩油渗流规律对实现页岩油规模效益开发具有重要... 随着油气开采向非常规储层发展,页岩油作为重要的接替资源对国家能源安全具有重要作用。纹层状页岩是济阳坳陷页岩油开发的主力岩相,具有良好的储渗性能,明确其微观孔隙结构分布特征和页岩油渗流规律对实现页岩油规模效益开发具有重要意义。针对济阳坳陷纹层状页岩,基于聚焦离子束扫描电镜(FIB-SEM)得到有机质与无机质高精度岩心图像,通过滤波处理、阈值分割等技术预处理图像,利用最大球算法构建有机质与无机质的孔隙网络模型,定量表征基质纳米孔隙分布及拓扑结构。通过设定基质与纹层孔隙结构参数,采用随机建模方法构建纹层状页岩数字岩心机理模型,分析纹层占比及渗流方向对页岩油渗流能力的影响。结果表明:非局部均值滤波方法能够有效剔除噪声点,且刻画孔隙边缘清晰,有效保留了原始孔隙和喉道形态的完整性;无机质以10~40 nm的连通孔隙为主,其连通孔隙数是有机质的12.2倍,平均配位数是有机质的3倍,无机质孔隙网络连通性优于有机质的,其孔隙对页岩油渗流能力具有主导作用;纹层状页岩渗透率具有明显的各向异性特征,平行纹层方向渗透率远高于垂直纹层方向,纹层是页岩油渗流的主要通道;纹层厚度占比越高,基质渗透率越大,纹层发育密度对页岩基质渗透率具有重要影响。 展开更多
关键词 页岩油 纹层状页岩 孔隙结构 孔隙网络模型 渗流模拟
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煤矿综放采空区岩块自由堆积PNM重构分析
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作者 张洪硕 高科 +2 位作者 于健康 教授 李启文 《中国安全科学学报》 北大核心 2026年第2期153-162,共10页
为准确描述煤矿综放采空区内部自由堆积岩块状态及孔隙空间特性,引入孔隙网络模型(PNM),开展固定空间内岩块自由堆积切片试验和图像处理,利用OpenPNM和PoreSpy等开源包提取孔隙网络信息,三维可视化重构和定量表征孔隙网络模型,分析重构... 为准确描述煤矿综放采空区内部自由堆积岩块状态及孔隙空间特性,引入孔隙网络模型(PNM),开展固定空间内岩块自由堆积切片试验和图像处理,利用OpenPNM和PoreSpy等开源包提取孔隙网络信息,三维可视化重构和定量表征孔隙网络模型,分析重构模型拓扑结构的几何特性和统计特征。结果表明:随着固定空间内自由堆积岩块块度的增加,孔喉尺寸明显增大,平均直径由2.46和1.41 mm分别增至3.85和2.73 mm,与喉道长度的相关性较弱,其中孔喉数目由3146和6428分别减少至1043和2225,孔隙配位数集中在2~5,峰值为2,孔隙空间所占比例增大,多孔介质连通性增强;各拓扑性质参数整体上近似呈现正偏态分布,波峰偏左且数据集中值较小;计算两点相关函数得出原始图像数据和重建模型的孔隙度相对误差均在2.5%以内。 展开更多
关键词 煤矿综放采空区 岩块自由堆积 孔隙网络模型(PNM)重构 切片试验 图像处理 标记分水岭分割(SNOW)算法 提取孔隙网络(PNE)
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Three-dimensional spatial structure of the macro-pores and flow simulation in anthracite coal based on X-ray μ-CT scanning data 被引量:4
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作者 Hui-Huang Fang Shu-Xun Sang Shi-Qi Liu 《Petroleum Science》 SCIE CAS CSCD 2020年第5期1221-1236,共16页
The three-dimensional(3 D) structures of pores directly affect the CH4 flow.Therefore,it is very important to analyze the3 D spatial structure of pores and to simulate the CH4 flow with the connected pores as the carr... The three-dimensional(3 D) structures of pores directly affect the CH4 flow.Therefore,it is very important to analyze the3 D spatial structure of pores and to simulate the CH4 flow with the connected pores as the carrier.The result shows that the equivalent radius of pores and throats are 1-16 μm and 1.03-8.9 μm,respectively,and the throat length is 3.28-231.25 μm.The coordination number of pores concentrates around three,and the intersection point between the connectivity function and the X-axis is 3-4 μm,which indicate the macro-pores have good connectivity.During the single-channel flow,the pressure decreases along the direction of CH4 flow,and the flow velocity of CH4 decreases from the pore center to the wall.Under the dual-channel and the multi-channel flows,the pressure also decreases along the CH4 flow direction,while the velocity increases.The mean flow pressure gradually decreases with the increase of the distance from the inlet slice.The change of mean flow pressure is relatively stable in the direction horizontal to the bedding plane,while it is relatively large in the direction perpendicular to the bedding plane.The mean flow velocity in the direction horizontal to the bedding plane(Y-axis) is the largest,followed by that in the direction horizontal to the bedding plane(X-axis),and the mean flow velocity in the direction perpendicular to the bedding plane is the smallest. 展开更多
关键词 X-rayμ-CT Representative elementary volume pore network model Geometric and topological structures Flow simulation COMSOL
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基于孔隙网络的非饱和水泥基材料氯离子扩散数值研究
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作者 王祉琦 童良玉 +1 位作者 熊青香 刘清风 《建筑材料学报》 北大核心 2026年第1期39-48,66,共11页
采用孔隙网络建模(PNM)方法,考虑非饱和条件下水分在孔隙结构中的分布状态,建立了基于孔隙网络的非饱和水泥基材料氯离子扩散二维数值模型,并通过与文献数据对比,验证了模型的可行性。该模型在充分考虑孔隙率、孔径分布、连通度和迂曲... 采用孔隙网络建模(PNM)方法,考虑非饱和条件下水分在孔隙结构中的分布状态,建立了基于孔隙网络的非饱和水泥基材料氯离子扩散二维数值模型,并通过与文献数据对比,验证了模型的可行性。该模型在充分考虑孔隙率、孔径分布、连通度和迂曲度等孔隙结构特征的基础上,研究了水泥基材料微观孔隙结构对氯离子扩散性能的影响。结果表明:氯离子的扩散性能与水饱和度及孔隙结构密切相关;孔隙率的降低和平均孔径的减小会导致水泥基材料的氯离子扩散系数降低;迂曲度和连通度呈反比关系,当孔隙结构的连通度小于0.7且迂曲度大于1.5时,非饱和状态下的相对氯离子扩散系数低于0.2,表明材料的抗氯离子侵蚀性能显著提升。 展开更多
关键词 水泥基材料 氯离子扩散 孔隙网络建模 孔隙结构 非饱和状态
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基于MATLAB App Designer的数字岩心建模软件设计与开发
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作者 左艳彤 邢兰昌 +1 位作者 贾宁洪 刘宝 《计算机测量与控制》 2026年第1期235-243,共9页
为解决现有商用数字岩心建模软件功能可扩展性弱、成本高等问题,文章基于MATLAB App Designer工具开发了一款集成化的数字岩心建模软件,该软件包括图像处理、图像分析和孔隙网络提取等三大功能模块;图像处理模块集成了中值滤波、高斯滤... 为解决现有商用数字岩心建模软件功能可扩展性弱、成本高等问题,文章基于MATLAB App Designer工具开发了一款集成化的数字岩心建模软件,该软件包括图像处理、图像分析和孔隙网络提取等三大功能模块;图像处理模块集成了中值滤波、高斯滤波、SUSAN平滑、图像锐化及阈值分割等多种图像处理算法;图像分析模块采用多平面切片与序列叠加方法、借助三维交互技术实现了岩心结构的三维可视化、切面展示与旋转浏览;孔隙网络提取模块采用最大球法提取孔隙网络,从而获取配位数、孔隙半径、孔隙体积等关键结构参数,利用直方图对结构参数分布进行统计分析;利用典型岩心样本对所开发的软件进行功能测试,结果表明:该软件功能集成度高、界面友好、操作简便,能够有效提升图像质量、对岩心图像进行三维可视化展示以及准确提取三维岩心的孔隙网络结构特征;软件具备良好的可扩展性和二次开发潜力,为后续开发数字岩心电学、声学、核磁共振等响应的数值仿真模块提供了前提。 展开更多
关键词 数字岩心 MATLAB App Designer 图像处理 图像分析 孔隙网络提取
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Modeling of multiphase flow in low permeability porous media:Effect of wettability and pore structure properties 被引量:1
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作者 Xiangjie Qin Yuxuan Xia +3 位作者 Juncheng Qiao Jiaheng Chen Jianhui Zeng Jianchao Cai 《Journal of Rock Mechanics and Geotechnical Engineering》 SCIE CSCD 2024年第4期1127-1139,共13页
Multiphase flow in low permeability porous media is involved in numerous energy and environmental applications.However,a complete description of this process is challenging due to the limited modeling scale and the ef... Multiphase flow in low permeability porous media is involved in numerous energy and environmental applications.However,a complete description of this process is challenging due to the limited modeling scale and the effects of complex pore structures and wettability.To address this issue,based on the digital rock of low permeability sandstone,a direct numerical simulation is performed considering the interphase drag and boundary slip to clarify the microscopic water-oil displacement process.In addition,a dual-porosity pore network model(PNM)is constructed to obtain the water-oil relative permeability of the sample.The displacement efficiency as a recovery process is assessed under different wetting and pore structure properties.Results show that microscopic displacement mechanisms explain the corresponding macroscopic relative permeability.The injected water breaks through the outlet earlier with a large mass flow,while thick oil films exist in rough hydrophobic surfaces and poorly connected pores.The variation of water-oil relative permeability is significant,and residual oil saturation is high in the oil-wet system.The flooding is extensive,and the residual oil is trapped in complex pore networks for hydrophilic pore surfaces;thus,water relative permeability is lower in the water-wet system.While the displacement efficiency is the worst in mixed-wetting systems for poor water connectivity.Microporosity negatively correlates with invading oil volume fraction due to strong capillary resistance,and a large microporosity corresponds to low residual oil saturation.This work provides insights into the water-oil flow from different modeling perspectives and helps to optimize the development plan for enhanced recovery. 展开更多
关键词 Low permeability porous media Water-oil flow WETTABILITY pore structures Dual porosity pore network model(PNM) Free surface model
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