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主管:教育部
主办:中国石油大学(北京)
主编:肖立志
编辑出版:《石油科学》(英文版)编辑部
责任编辑:郝洁 孙燕华 费佳佳 周孟娇 李敏
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地址:北京市海淀区学院路20号石油大院
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2025年第22卷第5期
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Numerical investigation on 2-D NMR response mechanisms and the frequency conversion of petrophysical parameters in shale oil reservoirs
引用方式:Ji-Long Liu, Ran-Hong Xie, Jiang-Feng Guo, Guo-Wen Jin, Numerical investigation on 2-D NMR response mechanisms and the frequency conversion of petrophysical parameters in shale oil reservoirs, Petroleum Science, Volume 22, Issue 5, 2025, Pages 1959-1976, https://doi.org/10.1016/j.petsci.2025.03.014.[摘要] (
次 )
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A novel logging method for detecting highly resistive formations in oil-based mud using high-frequency electrodes
引用方式:Kang-Kang Wu, Lei Wang, Shao-Gui Deng, Xue-Wen Kou, A novel logging method for detecting highly resistive formations in oil-based mud using high-frequency electrodes, Petroleum Science, Volume 22, Issue 5, 2025, Pages 1946-1958, https://doi.org/10.1016/j.petsci.2025.03.010.[摘要] (
次 )
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An EDCC-EMD analysis-based network for DAS VSP data denoising in frequency domain
引用方式:Huan-Huan Tang, Shi-Jun Cheng, Wu-Qun Li, Wei-Jian Mao, An EDCC-EMD analysis-based network for DAS VSP data denoising in frequency domain, Petroleum Science, Volume 22, Issue 5, 2025, Pages 1929-1945, https://doi.org/10.1016/j.petsci.2025.03.006.[摘要] (
次 )
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Response characteristics of shear waves scattered by fractures with borehole observation system
引用方式:Peng Liu, Hua-Jun Fan, Meng-Sheng Zhang, Zhen Li, Jing-Wei Jiang, Yuan Gao, Ke-Wen Wang, Response characteristics of shear waves scattered by fractures with borehole observation system, Petroleum Science, Volume 22, Issue 5, 2025, Pages 1912-1928, https://doi.org/10.1016/j.petsci.2025.03.004.[摘要] (
次 )
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Investigating petrophysical properties of gas hydrate-bearing sediments using digital rock technology: A microscopic perspective
引用方式:Yang-Chen Fan, Wei-Chao Yan, Hui-Lin Xing, Xiu-Juan Wang, Huai-Min Dong, Xi-Mei Jiang, Ji-Lin Zhou, Investigating petrophysical properties of gas hydrate-bearing sediments using digital rock technology: A microscopic perspective, Petroleum Science, Volume 22, Issue 5, 2025, Pages 1889-1911, https://doi.org/10.1016/j.petsci.2025.02.010.[摘要] (
次 )
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DLVO-based estimates of critical water saturation of shale: A case study of the lower Silurian Longmaxi shale in Sichuan Basin
引用方式:Cheng-Xiang Wan, Xu-Sheng Guo, Bao-Jian Shen, Yan Song, Peng-Wei Wang, Ru-Yue Wang, DLVO-based estimates of critical water saturation of shale: A case study of the lower Silurian Longmaxi shale in Sichuan Basin, Petroleum Science, Volume 22, Issue 5, 2025, Pages 1876-1888, https://doi.org/10.1016/j.petsci.2025.03.003.[摘要] (
次 )
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Sequence stratigraphy and sedimentary evolution from Late Cretaceous to Quaternary in the Romney 3D seismic area, deep-water Taranaki Basin (New Zealand)
引用方式:Guang-Xu Wang, Wei Wu, Quan Li, Wei-Qing Liu, Yong-Sheng Zhou, Shi-Qin Liang, Ya-Ping Sui, Sequence stratigraphy and sedimentary evolution from Late Cretaceous to Quaternary in the Romney 3D seismic area, deep-water Taranaki Basin (New Zealand), Petroleum Science, Volume 22, Issue 5, 2025, Pages 1854-1875, https://doi.org/10.1016/j.petsci.2025.03.007.[摘要] (
次 )
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The geochemical, pore development and water-bearing characteristics of deep and ultra-deep marine shales and their effects on gas content: New implications from the shales of the first Lower Cambrian high-yield gas well (Z201) in China
引用方式:Hai-Tao Gao, Peng Cheng, Wei Wu, Chao Luo, Liang Xu, Teng-Fei Li, Hai-Feng Gai, Hui Tian, The geochemical, pore development and water-bearing characteristics of deep and ultra-deep marine shales and their effects on gas content: New implications from the shales of the first Lower Cambrian high-yield gas well (Z201) in China, Petroleum Science, Volume 22, Issue 5, 2025, Pages 1839-1853, https://doi.org/10.1016/j.petsci.2025.02.011.[摘要] (
次 )
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Effects of organic-inorganic transformation and interaction on the occurrence of nanopores within the organic-rich shale during thermal maturation: Insights from the hydrous pyrolysis experiments in a closed system
引用方式:Yong Tang, Chu-Xiong Li, Hong Cheng, Su-Yang Cai, Xiao Li, Qi-Lin Xiao, Meng-Lin Zheng, Jin Pan, Effects of organic-inorganic transformation and interaction on the occurrence of nanopores within the organic-rich shale during thermal maturation: Insights from the hydrous pyrolysis experiments in a closed system, Petroleum Science, Volume 22, Issue 5, 2025, Pages 1823-1838, https://doi.org/10.1016/j.petsci.2025.02.024.[摘要] (
次 )
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Late Cretaceous marine incursion into central Africa
引用方式:Hong Xiao, Mei-Jun Li, Benjamin J. Nettersheim, Bing You, Man Lu, Ding-Sheng Cheng, Late Cretaceous marine incursion into central Africa, Petroleum Science, Volume 22, Issue 5, 2025, Pages 1811-1822, https://doi.org/10.1016/j.petsci.2025.02.022.[摘要] (
次 )
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Experimental and modeling investigation of zero net liquid flow in hilly terrain pipeline
引用方式:Bo Huang, Qiang Xu, Ying-Jie Chang, Ye-Qi Cao, Hai-Yang Yu, Yu-Wen Li, Lie-Jin Guo, Experimental and modeling investigation of zero net liquid flow in hilly terrain pipeline, Petroleum Science, Volume 22, Issue 5, 2025, Pages 2183-2202, https://doi.org/10.1016/j.petsci.2025.03.026.[摘要] (
次 )
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Study on the performance variation and failure mechanism of natural gas pipeline under the action of water failure
引用方式:Hai-Liang Nie, Zhi-Yong Wang, Chen Chen, Wei Dang, Sen Zhao, Jun-Jie Ren, Xiao-Bin Liang, Ke Wang, Wei-Feng Ma, Study on the performance variation and failure mechanism of natural gas pipeline under the action of water failure, Petroleum Science, Volume 22, Issue 5, 2025, Pages 2169-2182, https://doi.org/10.1016/j.petsci.2025.03.025.[摘要] (
次 )
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Optimization of plunger lift working systems using reinforcement learning for coupled wellbore/reservoir
引用方式:Zhi-Sheng Xing, Guo-Qing Han, You-Liang Jia, Wei Tian, Hang-Fei Gong, Wen-Bo Jiang, Pei-Dong Mai, Xing-Yuan Liang, Optimization of plunger lift working systems using reinforcement learning for coupled wellbore/reservoir, Petroleum Science, Volume 22, Issue 5, 2025, Pages 2154-2168, https://doi.org/10.1016/j.petsci.2025.03.009.[摘要] (
次 )
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Correlating the carbonic acid reaction with tight sand and pure minerals during geological carbon storage
引用方式:Yong-Peng Sun, Guo-Liang Li, Si-Zhe Zeng, Jia-Wei Liu, Xian-Fei Du, Cai-Li Dai, Correlating the carbonic acid reaction with tight sand and pure minerals during geological carbon storage, Petroleum Science, Volume 22, Issue 5, 2025, Pages 2142-2153, https://doi.org/10.1016/j.petsci.2025.03.045.[摘要] (
次 )
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Shale weak cementation model and elastic modulus prediction based on nanoindentation experiment
引用方式:Jian-Bo Wang, Yang-Yang Zhang, Jian-Tong Liu, Xiao-Di Li, Bo Zhou, Yuan-Kai Zhang, Bao-Xing Liang, Shale weak cementation model and elastic modulus prediction based on nanoindentation experiment, Petroleum Science, Volume 22, Issue 5, 2025, Pages 2123-2141, https://doi.org/10.1016/j.petsci.2025.03.042.[摘要] (
次 )
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Evolution of multi-cluster fracturing in high-density layered shale considering the effect of injection scheme
引用方式:Xiao Yan, Haitao Yu, Peng Zhang, Evolution of multi-cluster fracturing in high-density layered shale considering the effect of injection scheme, Petroleum Science, Volume 22, Issue 5, 2025, Pages 2109-2122, https://doi.org/10.1016/j.petsci.2025.03.008.[摘要] (
次 )
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Pore network modeling of gas–water two-phase flow in deformed multi-scale fracture-porous media
引用方式:Dai-Gang Wang, Yu-Shan Ma, Zhe Hu, Tong Wu, Ji-Rui Hou, Zhen-Chang Jiang, Xin-Xuan Qi, Kao-Ping Song, Fang-Zhou Liu, Pore network modeling of gas–water two-phase flow in deformed multi-scale fracture-porous media, Petroleum Science, Volume 22, Issue 5, 2025, Pages 2096-2108, https://doi.org/10.1016/j.petsci.2025.03.030.[摘要] (
次 )
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Geological parameters and gas mixture composition on enhanced coalbed methane recovery: A THM modeling approach
引用方式:Lei Yang, Chao-Jun Fan, Ming-Kun Luo, Hai-Ou Wen, Hao Sun, Li-Jun Zhou, Zhi-Heng Cheng, Ze-Peng Zhang, Geological parameters and gas mixture composition on enhanced coalbed methane recovery: A THM modeling approach, Petroleum Science, Volume 22, Issue 5, 2025, Pages 2078-2095, https://doi.org/10.1016/j.petsci.2025.02.002.[摘要] (
次 )
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Effects of multiphase transport in multiscale pore network on carbon storage and enhanced shale oil recovery: An experimental and numerical study
引用方式:Lu Wang, Gang Wu, Meng Lu, Xiao-Fei Fu, Jun Feng, Zhe-Jun Pan, Effects of multiphase transport in multiscale pore network on carbon storage and enhanced shale oil recovery: An experimental and numerical study, Petroleum Science, Volume 22, Issue 5, 2025, Pages 2062-2077, https://doi.org/10.1016/j.petsci.2025.04.014.[摘要] (
次 )
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Numerical simulation of vortex-induced vibration of deepwater drilling riser based on discrete vortex method
引用方式:Yan-Bin Wang, Hong-Chuan Zhao, De-Li Gao, Rui Li, Numerical simulation of vortex-induced vibration of deepwater drilling riser based on discrete vortex method, Petroleum Science, Volume 22, Issue 5, 2025, Pages 2042-2061, https://doi.org/10.1016/j.petsci.2025.03.011.[摘要] (
次 )
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Dynamic characteristics of anisotropic shale and rock-breaking efficiency of the axe-shaped tooth under different impact load-bedding angles
引用方式:Yan Xi, Yu Yao, Hong-Ao Zhao, Qian Li, Jun Li, Ying-Chun Chen, Dynamic characteristics of anisotropic shale and rock-breaking efficiency of the axe-shaped tooth under different impact load-bedding angles, Petroleum Science, Volume 22, Issue 5, 2025, Pages 2020-2041, https://doi.org/10.1016/j.petsci.2025.03.036.[摘要] (
次 )
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Hydrothermal carbon nanospheres as environmentally friendly, sustainable and versatile additives for water-based drilling fluids
引用方式:Han-Yi Zhong, Shu-Sen Li, Da-Qi Li, Jun-Bin Jin, Chang-Zhi Chen, Zheng-Song Qiu, Wei-An Huang, Hydrothermal carbon nanospheres as environmentally friendly, sustainable and versatile additives for water-based drilling fluids, Petroleum Science, Volume 22, Issue 5, 2025, Pages 1997-2019, https://doi.org/10.1016/j.petsci.2025.03.021.[摘要] (
次 )
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Advanced development of chemical inhibitors in water-based drilling fluids to improve shale stability: A review
引用方式:Qiang Li, Dao-Yi Zhu, Guan-Zheng Zhuang, Xin-Liang Li, Advanced development of chemical inhibitors in water-based drilling fluids to improve shale stability: A review, Petroleum Science, Volume 22, Issue 5, 2025, Pages 1977-1996, https://doi.org/10.1016/j.petsci.2025.03.012.[摘要] (
次 )
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Molecular dynamics insights into wax formation—How polymeric inhibitors shape crude oil flow
引用方式:Wyclif Kiyingi, Ji-Xiang Guo, Rui-Ying Xiong, Chen-Hao Gao, Molecular dynamics insights into wax formation—How polymeric inhibitors shape crude oil flow, Petroleum Science, Volume 22, Issue 5, 2025, Pages 2233-2245, https://doi.org/10.1016/j.petsci.2025.03.001.[摘要] (
次 )
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Control of dual-function amphiphilic biochar-MoO3-x catalysts with abundant oxygen vacancies for efficient extractant-free oxidative desulfurization
引用方式:Xue Liang, Tian-Jing Zhang, Hong-Xia Yu, Jie Hong, Mohamed Abbas, Claudia Li, Sibudjing Kawi, Wan-Liang Yang, Mei-Song Xu, Control of dual-function amphiphilic biochar-MoO3-x catalysts with abundant oxygen vacancies for efficient extractant-free oxidative desulfurization, Petroleum Science, Volume 22, Issue 5, 2025, Pages 2215-2232, https://doi.org/10.1016/j.petsci.2025.02.021.[摘要] (
次 )
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Hydrocarbon generation reaction kinetics study on supercritical water conversion of centimeter sized medium and low maturity organic-rich shale
引用方式:Tian Xie, Qiu-Yang Zhao, Hui Jin, Ye-Chun Wang, Lie-Jin Guo, Hydrocarbon generation reaction kinetics study on supercritical water conversion of centimeter sized medium and low maturity organic-rich shale, Petroleum Science, Volume 22, Issue 5, 2025, Pages 2203-2214, https://doi.org/10.1016/j.petsci.2025.02.020.[摘要] (
次 )
石油地质与地球物理
石油工程与机械
石油化学与化工
石油经济与管理
最新录用
- Accurate reconstruction method of virtual shot records in passive source time-lapse monitoring based on SBA network
- Chemometric differentiation of oil families in the Mahu sag, Junggar Basin, NW China
- Gas generation from oil-prone mudstones in the Eocene Wenchang A Depression, Pearl River Mouth Basin
- Direct inversion of 3D seismic reservoir parameters based on dual learning networks
- The analysis of drill string dynamics for extra-deep wells based on successive over-relaxation node iteration method
- Thin layer identification using a theoretical X-ray logging while drilling (LWD) density imaging tool
- Logging evaluation of acoustic anisotropy and its relationship with "sweet spots" in lacustrine shale oil reservoirs: The Fengcheng Formation of the Mahu Sag, China
- Huff-n-puff recovery performance and mechanism analysis of black nanosheets in low-permeability reservoirs based on NMR technology
- Lacustrine organic carbon sequestration driven by volcanism: A case study of the third submember of the Chang 7 Member of the Yanchang Formation in the Ordos Basin
- An intelligent drilling guide algorithm design framework based on high interactive learning mechanism
- Seismic pore-type characterization in tight carbonate reservoirs: A case study of the fourth member of Ordovician Majiagou Formation in Ordos Basin, China
- Temporary plugging agent transport behavior within visualized multi-fracture created during TPDF in a horizontal well: An experimental study
- Research on the Semi-empirical Model for Predicting the Geometrical Deformation of the Sealing Discs of Pipeline Inspection Gauge
- The high-temperature and high-salinity resistance hydrophobic association zwitterionic filtrate loss reducer for water-based drilling fluids
- The occurrence, origin, and enrichment of helium in the Wufeng-Longmaxi shale gas in the Sichuan Basin, China
- Molecular simulation of the solubility of hydrocarbon oligomers in supercritical CO2 for direct viscosification
- Natural fractures controlled by strike-slip faults in ultradeep carbonate reservoirs: A case study of the Middle and Lower Ordovician in the Tarim Basin, China
- Enhancing uniformity of multi-fracture propagation by temporary plugging and diversion fracturing in a horizontal well with multi-cluster perforations
- Bayesian AVO inversion of fluid and anisotropy parameters in VTI media using IADR-Gibbs algorithm
- Analysis of seismic dispersion and attenuation for gas-hydrate formations in the South China Sea
- Evaluation of dynamic inter-well connectivity by using the state-variable-capacitance model
- Comparison of original and de-asphalted crude oils during formation of HCl-induced emulsion and sludge
- Full waveform inversion with fractional anisotropic total p-variation regularization
- Inversion methods for elastic parameters and fracture parameters of monoclinic media induced by two groups of inclined fractures
- Origins of steam-mediated selectivity improvement in the oxidative coupling of methane over MnOx-Na2WO4/SiC
- Catalyst deactivation model involving autocatalytic effect for the residue hydrotreating process
- Pressure transient behavior of fractured wells in multilayered tight gas reservoirs with heterogeneous properties and limited fracture height
- Experimental study of acid fracturing behavior in carbonate reservoirs with different fracture-cavity development
- Measurement while drilling of downhole engineering parameters by application of a newly designed micro-measurer
- Stepwise inversion method using second-order derivatives of elastic impedance for fracture detection in orthorhombic medium
- Study on S-wave velocity prediction in shale reservoirs based on explainable 2D-CNN under physical constraints
- Dynamic characterization of viscoelasticity during polymer flooding: A two-phase numerical well test model and field study
- Deep learning-assisted optimization for enhanced oil recovery and CO2 sequestration considering gas channeling constraints
- Research on the in-situ catalytic pyrolysis of heavy oil by 2D layered MOF and its catalytic mechanism
- Pore-scale gas–water two-phase flow and relative permeability characteristics of disassociated hydrate reservoir
- Numerical analysis of dispersion, attenuation, and seismic effects in a porous rock saturated with three-phase immiscible fluids
- A thermo-associating copolymer integrated with biogenic nanosilica as a novel viscosifier in low solid drilling fluids
- A new model for determining the effective permeability of tight reservoirs based on Fractal-Monte Carlo method
- A dual-scale failure evaluation method for Carbon-glass hybrid Fiber sucker rod and their joints under complex loads
- The genesis and accumulation mechanism of CBM in the typical mid- to low-rank coal-bearing basins
- A novel method for predicting formation pore pressure ahead of the drill bit by embedding petrophysical theory into machine learning based on seismic and logging-while-drilling data
- A large-scale, high-quality dataset for lithology identification:Construction and applications
- Enhancing shale oil recovery with water-alternating-CO2 injection through radial borehole fracturing
- Effects of multiphase transport in multiscale pore network on carbon storage and enhanced shale oil recovery: An experimental and numerical study
- Experimental investigation on cross-layer propagation of hydraulic fractures in shale-sandstone interbedded reservoirs
- Pressure characterization study in the jet influence zone of riser based on HHT analysis
- In-situ temperature-pressure preserved coring for onshore deep oil and gas exploration: research on the design principles and mechanical properties of the temperature-preserved core chamber
- Multichannel seismic resolution enhancement via spectral fitting for thin reservoir characterization
- Systematic Modeling and Methodological Approaches for Optimizing Gas Storage Facility Design with Fluctuating Hydraulic Characteristics
- Natural fractures and their effectiveness in deep tight sandstone reservoirs of foreland thrust belts in the southern Junggar Basin, China
- Efficient numerical modeling scheme for solving fractional viscoacoustic wave equation in TTI media and its application in reverse time migration
- The flow field characteristics and rock breaking ability of cone-straight abrasive jet, rotary abrasive jet, and straight-rotating mixed abrasive jet
- Hybrid deep learning framework with spatiotemporal pattern extraction for decant oil solid content soft sensor development in Fluid Catalytic Cracking Units
- A new method for the rate of penetration prediction and control based on signal decomposition and causal inference
- Correlating the carbonic acid reaction with tight sand and pure minerals during geological carbon storage
- Simultaneous seismic inversion of effective stress parameter, fluid bulk modulus, and fracture density in TTI media
- Evaluation of CO2 storage in fractured coal seam and the effect of coal fines
- Multiscale investigation into EOR mechanisms and influencing factors for CO2-WAG injection in heterogeneous sandy conglomerate reservoirs using NMR technology
- Biomass thermal decomposition induced hydrogen sulfide blooming in thermal recovery reservoirs
- Research on small molecule wetting agent for drilling fluids applied in Antarctic drilling engineering
- Shale weak cementation model and elastic modulus prediction based on nanoindentation experiment
- Multidimensional data-driven porous media reconstruction: Inversion from 1D/2D pore parameters to 3D real pores
- Synergistic stabilization of emulsions by microspheres and surfactants for enhanced oil recovery
- Diffraction classification imaging using coordinate attention enhanced DenseNet
- Multi-objective optimization workflow for CO2 water-alternating-gas injection assisted by single-objective pre-search
- Influence of CO2–brine–kerogen wettability on CO2 sequestration in shale: Implications from molecular dynamics simulation
- Mechanisms of organic matter accumulation in marine clear water conditions: The Upper Permian Dalong Formation, Sichuan Basin, China
- Organic petrographic investigation for artificially matured marine shale: Insights from anhydrous pyrolysis of Upper Ordovician shale from the Baltic Basin, Lithuania
- Dynamic characteristics of anisotropic shale and rock-breaking efficiency of the axe-shaped tooth under different impact load-bedding angles
- Characterization and optimization of oil–gas interfacial tension during CO2/N2 injection in heavy oil reservoirs: Experimental study and regression model
- Evolution of the 3D pore structure of organic-rich shale with temperature based on micro-nano CT
- The characteristics and controlling factors of high-quality reservoirs of ultra-deep tight sandstone: A case study of the Dabei Gas Field, Tarim Basin, China
- Regulating carbonaceous mesophase structure by controlling nitrogen-containing aromatics of FCC slurry oil: Insights from MD simulations and experimental studies
- A multi-scale and multi-mechanism coupled model for carbon isotope fractionation of methane during shale gas production
- A dual-model dual-grid upscaling method for solid-based thermal-reactive-compositional flow simulations in fractured oil shale reservoirs
- Porosity prediction based on improved structural modeling deep learning method guided by petrophysical information
- A Comprehensive Fracture Characterization Method for Shale Reservoirs
- Establishing a fault sealing discrimination method to determine the optimal injection sites and injection rate for CO2 storage in complex fault-block geological bodies
- Study on an improved saturation parameter method based on joint inversion of NMR and resistivity data in porous media
- Extracting useful information from sparsely logged wellbores for improved rock typing of heterogeneous reservoir characterization using well-log attributes, feature influence and optimization
- Experimental and modeling investigation of zero net liquid flow in hilly terrain pipeline
- The fractal characteristics of the pore throat structure of tight sandstone and its influence on oil content: A case study of the Chang 7 Member of the Ordos Basin, China
- Study on the performance variation and failure mechanism of natural gas pipeline under the action of water failure
- Paleo-fluid evolution in the Lower-Middle Ordovician carbonate reservoirs of the Shunbei area, Tarim Basin
- Genesis and quantitative evaluation of deep petroleum phase diversity in the Tazhong area, Tarim Basin
- Hydrothermal carbon nanospheres as environmentally friendly, sustainable and versatile additives for water-based drilling fluids
- The Influence mechanism of liquid sedimentary layers in urban underground spaces on the characteristics of natural gas explosions and damage risk
- Evolution of multi-cluster fracturing in high-density layered shale considering the effect of injection scheme
- Numerical simulation of vortex-induced vibration of deepwater drilling riser based on discrete vortex method
- A novel logging method for detecting highly resistive formations in oil-based mud using high-frequency electrodes
- Advanced development of chemical inhibitors in water-based drilling fluids to improve shale stability: A review
- Differential adsorption characteristics in the composite model of deep marine shale: Implication from molecular dynamics simulations
- Optimization of plunger lift working systems using reinforcement learning for coupled wellbore/reservoir
- Numerical investigation on 2-D NMR response mechanisms and the frequency conversion of petrophysical parameters in shale oil reservoirs
- Sequence stratigraphy and sedimentary evolution from Late Cretaceous to Quaternary in the Romney 3D seismic area, deep-water Taranaki Basin (New Zealand)
- Characteristics, controlling factors and mechanisms of natural fractures formation in lacustrine shale oil reservoirs: the Chang 7 Member in Ordos Basin, China
- Response characteristics of shear waves scattered by fractures with borehole observation system
- Changes in shale microstructure and fluid flow under high temperature: Experimental analysis and fluid–structure interaction simulation
- A novel drilling parameter optimization method based on big data of drilling
- An EDCC-EMD analysis-based network for DAS VSP data denoising in frequency domain

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