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Xie Q, Gao J, Ye X, Li J, Song Y, Hu S. Reconstruction of porous media pore structure and simulation effect analysis of multi-index based on SNESIM algorithm. Sci Rep 2025; 15:4856. [PMID: 39924565 PMCID: PMC11808111 DOI: 10.1038/s41598-025-88730-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/03/2024] [Accepted: 01/30/2025] [Indexed: 02/11/2025] Open
Abstract
The pore structure of porous media directly affects its permeability characteristics and fluid flow properties, making the accurate reconstruction of these structures of great significance. In recent years, multi-point statistics (MPS) methods have been widely used in pore structure modeling. Among them, the SNESIM algorithm, as an advanced MPS technique, has been extensively applied in the study of porous media pore structures. This paper aims to investigate the use of the SNESIM algorithm for reconstructing pore structures on 2D core slices with varying porosities, all taken from the same core. It also analyzes the effectiveness, limitations, and applicable conditions of the algorithm. This study utilizes CT scan images to construct digital core technology and applies the SNESIM algorithm to reconstruct pore structures of core slices with different porosities. By analyzing performance parameters such as porosity, pore throat ratio, average grain radius, coordination number, and permeability, the study shows that the reconstructed images(RI) from most samples maintain a trend similar to that of the training images(TI), demonstrating the good applicability and reliability of the SNESIM algorithm in pore structure reconstruction. However, the core slices used in this study were all taken from the same core. Effectively transferring the pore structures from the 2D plane to the 3D pore space and restoring the pore structures to the greatest extent still requires further research. In particular, when dealing with complex pore structures, the accuracy and performance of the SNESIM algorithm need further improvement. Future research will focus on optimizing the algorithm to handle more diverse pore structures and exploring 3D reconstruction methods to more comprehensively describe and analyze the pore characteristics in actual porous media.
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Affiliation(s)
- Qing Xie
- College of Petroleum Engineering, Xi'an Shiyou University, Xi'an, 710065, China.
- MOE Engineering Research Center of Development & Management of Western Low &, Ultra-Low Permeability Oilfield, Xi'an, 710065, China.
| | - Jiaqi Gao
- College of Petroleum Engineering, Xi'an Shiyou University, Xi'an, 710065, China
- MOE Engineering Research Center of Development & Management of Western Low &, Ultra-Low Permeability Oilfield, Xi'an, 710065, China
| | - Xiaochuang Ye
- NO.3 Gas Production Plant of Changqing Oilfield Company, Petro China, Xi'an, 710018, Shanxi, China
| | - Jia Li
- College of Petroleum Engineering, Xi'an Shiyou University, Xi'an, 710065, China
- MOE Engineering Research Center of Development & Management of Western Low &, Ultra-Low Permeability Oilfield, Xi'an, 710065, China
| | - Yifei Song
- College of Petroleum Engineering, Xi'an Shiyou University, Xi'an, 710065, China
- MOE Engineering Research Center of Development & Management of Western Low &, Ultra-Low Permeability Oilfield, Xi'an, 710065, China
| | - Siwen Hu
- College of Electronic Engineering, Xi'an Shiyou University, Xi'an, 710065, China
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Soprunyuk V, Puchberger S, Tröster A, Vives E, Salje EKH, Schranz W. Strain intermittency due to avalanches in ferroelastic and porous materials. JOURNAL OF PHYSICS. CONDENSED MATTER : AN INSTITUTE OF PHYSICS JOURNAL 2017; 29:224002. [PMID: 28383285 DOI: 10.1088/1361-648x/aa6bd2] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/07/2023]
Abstract
The avalanche statistics in porous materials and ferroelastic domain wall systems has been studied for slowly increasing compressive uniaxial stress with stress rates between 0.2 and 17 kPa s-1. Velocity peaks [Formula: see text] are calculated from the measured strain drops and used to determine the corresponding Energy distributions [Formula: see text]. Power law distributions [Formula: see text] have been obtained over 4-6 decades. For most of the porous materials and domain wall systems an exponent [Formula: see text] was obtained in good agreement with mean-field theory of the interface pinning transition. For charcoal, shale and calcareous schist we found significant deviations of the exponents from mean-field values in agreement with recent acoustic emission experiments.
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Affiliation(s)
- V Soprunyuk
- Faculty of Physics, University of Vienna, Boltzmanngasse 5, 1090 Wien, Austria
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Romanos GE, Stefanopoulos KL, Vangeli OC, Mergia K, Beltsios KG, Kanellopoulos NK, Lairez D. Investigation of Physically and Chemically Ionic Liquid Confinement in Nanoporous Materials by a Combination of SANS, Contrast-Matching SANS, XRD and Nitrogen Adsorption. ACTA ACUST UNITED AC 2012. [DOI: 10.1088/1742-6596/340/1/012087] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022]
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Morishige K. Hysteresis critical point of nitrogen in porous glass: occurrence of sample spanning transition in capillary condensation. LANGMUIR : THE ACS JOURNAL OF SURFACES AND COLLOIDS 2009; 25:6221-6226. [PMID: 19466781 DOI: 10.1021/la900022s] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/27/2023]
Abstract
To examine the mechanisms for capillary condensation and for capillary evaporation in porous glass, we measured the hysteresis critical points and desorption scanning curves of nitrogen in four kinds of porous glasses with different pore sizes (Vycor, CPG75A, CPG120A, and CPG170A). The shapes of the hysteresis loop in the adsorption isotherm of nitrogen for the Vycor and the CPG75A changed with temperature, whereas those for the CPG120A and the CPG170A remained almost unchanged with temperature. The hysteresis critical points for the Vycor and the CPG75A fell on the common line observed previously for ordered mesoporous silicas. On the other hand, the hysteresis critical points for the CPG120A and the CPG170A deviated appreciably from the common line. This strongly suggests that capillary evaporation of nitrogen in the interconnected and disordered pores of both the Vycor and the CPG75A follows a cavitation process at least in the vicinity of their hysteresis critical temperatures in the same way as that in the cagelike pores of the ordered silicas, whereas the hysteresis critical points in the CPG120A and the CPG170A have origin different from that in the cagelike pores. The desorption scanning curves for the CPG75A indicated the nonindependence of the porous domains. On the other hand, for both the CPG120A and the CPG170A, we obtained the scanning curves that are expected from the independent domain theory. All these results suggest that sample spanning transitions in capillary condensation and evaporation take place inside the interconnected pores of both the CPG120A and the CPG170A.
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Affiliation(s)
- Kunimitsu Morishige
- Department of Chemistry, Okayama University of Science, 1-1 Ridai-cho, Okayama 700-0005, Japan
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Majolino D, Corsaro C, Crupi V, Venuti V, Wanderlingh U. Water Diffusion in Nanoporous Glass: An NMR Study at Different Hydration Levels. J Phys Chem B 2008; 112:3927-30. [DOI: 10.1021/jp711433d] [Citation(s) in RCA: 25] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- Domenico Majolino
- Department of Physics, University of Messina, C.da Papardo, S.ta Sperone 31, P.O. Box 55, 98166 S. Agata, Messina, Italy
| | - Carmelo Corsaro
- Department of Physics, University of Messina, C.da Papardo, S.ta Sperone 31, P.O. Box 55, 98166 S. Agata, Messina, Italy
| | - Vincenza Crupi
- Department of Physics, University of Messina, C.da Papardo, S.ta Sperone 31, P.O. Box 55, 98166 S. Agata, Messina, Italy
| | - Valentina Venuti
- Department of Physics, University of Messina, C.da Papardo, S.ta Sperone 31, P.O. Box 55, 98166 S. Agata, Messina, Italy
| | - Ulderico Wanderlingh
- Department of Physics, University of Messina, C.da Papardo, S.ta Sperone 31, P.O. Box 55, 98166 S. Agata, Messina, Italy
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Eschricht N, Hoinkis E, Mädler F. Nitrogen distribution at 77.7 K in mesoporous Gelsil 50 generated via evolutionary minimization with statistical descriptors derived from adsorption and in situ SANS. LANGMUIR : THE ACS JOURNAL OF SURFACES AND COLLOIDS 2007; 23:2145-57. [PMID: 17279707 DOI: 10.1021/la062587m] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/13/2023]
Abstract
Digitized periodic material models of size 100(3) nm3 of mesoporous xerogel Gelsil 50 are reconstructed by use of an evolutionary minimization technique, with two-point probability S2(r) and volume-based pore size distribution Psi(D) as a hybrid target function. S2(r) and Psi(D) are derived from small-angle neutron scattering (SANS) and adsorption data, respectively. The nitrogen distribution in Gelsil 50 is characterized in the multilayer adsorption and capillary-condensation regimes by S2(r) and statistical parameters obtained from in situ SANS data. The fraction of liquid-free pore space varphi is calculated from nitrogen adsorption data, and the distribution Psicorr(D) of the diameter of the liquid-free pore space at certain relative pressures is derived from Psi(D). The evolutionary algorithm is also used to generate the spatial nitrogen distribution by means of the descriptors varphi, S2(r), and Psicorr(D). The morphological parameters obtained from the reconstructs are compared to the respective SANS results.
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Affiliation(s)
- N Eschricht
- Hahn-Meitner-Institut Berlin GmbH, Glienickerstrasse 100, D-14109 Berlin, Germany
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Salazar R, Gelb LD. A computational study of the reconstruction of amorphous mesoporous materials from gas adsorption isotherms and structure factors via evolutionary optimization. LANGMUIR : THE ACS JOURNAL OF SURFACES AND COLLOIDS 2007; 23:530-41. [PMID: 17209604 DOI: 10.1021/la0619123] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/13/2023]
Abstract
A general method for the three-dimensional reconstruction of mesoporous materials by evolutionary optimization against target data is developed. The method is applied specifically in reconstruction of amorphous material models using gas adsorption data, structure factor data, or a combination of both. A recently introduced lattice-gas approach is used to model adsorption in these calculations, and a high-pass limited Fourier representation is used to facilitate evolution of large-scale structures during the optimization. Reconstructions are made of several material models which mimic real materials obtained either by phase separation and etching or by sol-gel processing. Analysis of the reconstructions provides considerable insight into the type and quantity of structural information probed by gas adsorption and small-angle scattering experiments. We find that reconstructions based only on structure factors tend to underestimate the mean pore size. We also find that in many cases excellent reconstructions can be obtained using only adsorption-branch data, and that in all cases reconstructions based jointly on both types of data are superior to those based only on one, suggesting that these measures contain "complementary" information. It is also found that in most cases the use of desorption data is not warranted, and that the use of adsorption data taken at many temperatures will not improve reconstructions. The reproducibility of the method is shown to be satisfactory. The method can be computationally expensive if gas adsorption data are used, but it is easily parallelized, and therefore results can still be obtained in reasonable time. Finally, the possible application of this approach to real systems, including templated porous materials, is discussed.
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Affiliation(s)
- Rafael Salazar
- Department of Chemistry and Center for Materials Innovation, Washington University in St. Louis, St. Louis, Missouri 63130, USA
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