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Linearized waveform inversion for vertical transversely isotropic elastic media:Methodology and multi-parameter crosstalk analysis
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作者 Ke Chen Lu Liu +5 位作者 Li-Nan Xu Fei Hu Yuan Yang Jia-Hui Zuo Le-Le Zhang Yang Zhao 《Petroleum Science》 SCIE EI CAS CSCD 2024年第1期252-271,共20页
Seismic migration and inversion are closely related techniques to portray subsurface images and identify hydrocarbon reservoirs.Seismic migration aims at obtaining structural images of subsurface geologic discontinuit... Seismic migration and inversion are closely related techniques to portray subsurface images and identify hydrocarbon reservoirs.Seismic migration aims at obtaining structural images of subsurface geologic discontinuities.More specifically,seismic migration estimates the reflectivity function(stacked average reflectivity or pre-stack angle-dependent reflectivity)from seismic reflection data.On the other hand,seismic inversion quantitatively estimates the intrinsic rock properties of subsurface formulations.Such seismic inversion methods are applicable to detect hydrocarbon reservoirs that may exhibit lateral variations in the inverted parameters.Although there exist many differences,pre-stack seismic migration is similar with the first iteration of the general linearized seismic inversion.Usually,seismic migration and inversion techniques assume an acoustic or isotropic elastic medium.Unconventional reservoirs such as shale and tight sand formation have notable anisotropic property.We present a linearized waveform inversion(LWI)scheme for weakly anisotropic elastic media with vertical transversely isotropic(VTI)symmetry.It is based on two-way anisotropic elastic wave equation and simultaneously inverts for the localized perturbations(ΔVp_(0)/Vp_(0)/Vs_(0)/Vs_(0)/,Δ∈,Δδ)from the long-wavelength reference model.Our proposed VTI-elastic LWI is an iterative method that requires a forward and an adjoint operator acting on vectors in each iteration.We derive the forward Born approximation operator by perturbation theory and adjoint operator via adjoint-state method.The inversion has improved the quality of the images and reduces the multi-parameter crosstalk comparing with the adjoint-based images.We have observed that the multi-parameter crosstalk problem is more prominent in the inversion images for Thomsen anisotropy parameters.Especially,the Thomsen parameter is the most difficult to resolve.We also analyze the multi-parameter crosstalk using scattering radiation patterns.The linearized waveform inversion for VTI-elastic media presented in this article provides quantitative information of the rock properties that has the potential to help identify hydrocarbon reservoirs. 展开更多
关键词 ELASTIC ANISOTROPY Least-squares imaging Waveform inversion Computational geophysics
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基于自适应VMD算法的高速铁路地震信号分析
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作者 雷洋 刘璐 +2 位作者 白文磊 冯海新 王之洋 《Applied Geophysics》 SCIE CSCD 2024年第2期358-371,421,共15页
高速铁路以确定的长度和负载在固定线路上以几乎均匀的速度长时间运行,构成了一种新的稳定且可重复的人工地震源。研究表明高速铁路地震信号具有宽频带分立谱特征。挖掘大量高速铁路地震信号中所包含的丰富信息在高速铁路运行和路基的... 高速铁路以确定的长度和负载在固定线路上以几乎均匀的速度长时间运行,构成了一种新的稳定且可重复的人工地震源。研究表明高速铁路地震信号具有宽频带分立谱特征。挖掘大量高速铁路地震信号中所包含的丰富信息在高速铁路运行和路基的安全监测方面具有重要的应用价值。然而,由于铁路网络系统周围环境的复杂性,实际采集数据中除高铁地震信号外,还包含有地球背景噪声以及各种人类活动所产生的噪声。如何提取实际记录中的高铁地震信号是有效利用该类信号的基础和关键。在本文中,我们提出了一种基于自适应变分模态分解(Variational mode decomposition,VMD)的高速铁路地震信号分离算法,将优化算法引入到变分模态分解中,利用能量差参数和样本熵构建适应度函数,实现对模态数及惩罚因子优化调整。此外,利用同步挤压小波变换(Synchrosqueezed wavelet transform,SSWT)对提取的高速铁路信号和现场数据进行时频分析。通过对模拟信号的处理验证后,应用到实际采集到的高铁地震数据进行分析处理。结果表明,该方法可以有效提取高铁地震信号,剔除其它背景噪声,为后续开展高铁地震的成像和反演提供基础。 展开更多
关键词 高铁地震信号 变分模态分解 优化算法 时频分析
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Various admixtures to mitigate the long-term strength retrogression of Portland cement cured under high pressure and high temperature conditions 被引量:2
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作者 Jiankun Qin Xueyu Pang +2 位作者 Ashok Santra Guodong Cheng Hailong Li 《Journal of Rock Mechanics and Geotechnical Engineering》 SCIE CSCD 2023年第1期191-203,共13页
In order to investigate the problem of long-term strength retrogression in oil well cement systems exposed to high pressure and high temperature(HPHT)curing conditions,various influencing factors,including cement sour... In order to investigate the problem of long-term strength retrogression in oil well cement systems exposed to high pressure and high temperature(HPHT)curing conditions,various influencing factors,including cement sources,particle sizes of silica flour,and additions of silica fume,alumina,colloidal iron oxide and nano-graphene,were investigated.To simulate the environment of cementing geothermal wells and deep wells,cement slurries were directly cured at 50 MPa and 200?C.Mineral compositions(as determined by X-ray diffraction Rietveld refinement),water permeability,compressive strength and Young’s modulus were used to evaluate the qualities of the set cement.Short-term curing(2e30 d)test results indicated that the adoption of 6 m m ultrafine crystalline silica played the most important role in stabilizing the mechanical properties of oil well cement systems,while the addition of silica fume had a detrimental effect on strength stability.Long-term curing(2e180 d)test results indicated that nano-graphene could stabilize the Young’s modulus of oil well cement systems.However,none of the ad-mixtures studied here can completely prevent the strength retrogression phenomenon due to their inability to stop the conversion of amorphous to crystalline phases. 展开更多
关键词 High pressure and high temperature(HPHT) Strength retrogression Young’s modulus Water permeability Rietveld method
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Extracting angle-domain common-image gathers in VTI media using ansiotropic-Helmholtz P/S wave-mode decomposition
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作者 Le-Le Zhang Yang Zhao +4 位作者 Lu Liu Ke Chen Jia-Hui Zuo Yi-Xin Wang Ji-Dong Yang 《Petroleum Science》 SCIE EI CAS CSCD 2023年第3期1546-1561,共16页
Common-image gathers are extensively used in amplitude versus angle(AVA)and migration velocity analysis(MVA).The current state of methods for anisotropic angle gathers extraction use slant-stack,local Fourier transfor... Common-image gathers are extensively used in amplitude versus angle(AVA)and migration velocity analysis(MVA).The current state of methods for anisotropic angle gathers extraction use slant-stack,local Fourier transform or low-rank approximation,which requires much computation.Based on an anisotropic-Helmholtz P/S wave-mode decomposition method,we propose a novel and efficient approach to produce angle-domain common-image gathers(ADCIGs)in the elastic reverse time migration(ERTM)of VTI media.To start with,we derive an anisotropic-Helmholtz decomposition operator from the Christoffel equation in VTI media,and use this operator to derive the decomposed formulations for anisotropic P/S waves.Second,we employ the first-order Taylor expansion to calculate the normalized term of decomposed formulations and obtain the anisotropic-Helmholtz decomposition method,which generates the separated P/S wavefields with correct amplitudes and phases.Third,we develop a novel way that uses the anisotropic-Helmholtz decomposition operator to define the polari-zation angles for anisotropic P/S waves and substitute these angles to decomposing formulations.The polarization angles are then calculated directly from the separated vector P-and S-wavefields and converted to the phase angles.The ADCIGs are thusly produced by applying the phase angles to VTI ERTM.In addition,we develop a concise approximate expression of residual moveout(RMO)for PP-reflections of flat reflectors in VTI media,which avoids the complex transformations between the group angles and the phase angles.The approximate RMO curves show a good agreement with the exact solution and can be used as a tool to assess the migration velocity errors.As demonstrated by two selected examples,our ADCIGs not only produce the correct kinematic responses with regards to different velocity pertubatation,but also generate the reliable amplitude responses versus different angle.The final stacking images of ADCIGs data exhibit the identical imaging effect as that of VTI ERTM. 展开更多
关键词 Helmholtz decomposition Angle gathers Anisotropy Elastic-RTM
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碳中和背景下内燃机低碳和零碳技术路径及关键技术 被引量:45
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作者 帅石金 王志 +3 位作者 马骁 徐宏明 何鑫 王建昕 《汽车安全与节能学报》 CAS CSCD 北大核心 2021年第4期417-439,共23页
自2020年9月中国在七十五届联合国大会上承诺“2030年碳达峰、2060年碳中和”以来,世界主要国家和地区2016年签署的《巴黎协定》控制全球气温上升幅度及采取碳中和政策和行动进入加速期。内燃机作为量大面广的道路、非道路移动机械和国... 自2020年9月中国在七十五届联合国大会上承诺“2030年碳达峰、2060年碳中和”以来,世界主要国家和地区2016年签署的《巴黎协定》控制全球气温上升幅度及采取碳中和政策和行动进入加速期。内燃机作为量大面广的道路、非道路移动机械和国防装备主导动力,在近中期肩负节能减排重要使命的同时,也面临着未来如何实现碳中和的巨大挑战和重要机遇。本文在分析欧、美、日、中等主要地区和国家碳中和政策和行动的基础上,提出并论述了内燃机近中期低碳和中远期零碳的两条技术路径及其可行性,以及内燃机使用生物质燃料、绿氢、绿氨和绿电合成液体燃料(e-fuel)等碳中和燃料需要解决的关键技术,旨在为内燃机的未来探索可持续发展之路。现有研究表明:内燃机作为一种高效高功率密度的燃料化学能转化为机械能的热力机,通过与电动化和智能化技术结合仍有较大的节能提升空间;内燃机相比氢燃料电池动力,产业链更完整,技术成熟度更高,成本更低,未来通过燃用碳中和燃料的新能源内燃机,仍可以在重型卡车、工程机械、船舶、航空等大型动力装备以及混合动力系统中得到大规模应用,促进中国能源和交通领域早日实现碳中和。 展开更多
关键词 内燃机 碳中和 技术路径 节能减排技术
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Correction of source-rock permeability measurements owing to slip flow and Knudsen diffusion: a method and its evaluation 被引量:2
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作者 Hui-Hai Liu Dan Georgi Jinhong Chen 《Petroleum Science》 SCIE CAS CSCD 2018年第1期116-125,共10页
Source-rock permeability is a key parameter that controls the gas production rate from unconventional reservoirs. Measured source-rock permeability in the laboratory, however, is not an intrinsic property of a rock sa... Source-rock permeability is a key parameter that controls the gas production rate from unconventional reservoirs. Measured source-rock permeability in the laboratory, however, is not an intrinsic property of a rock sample, but depends on pore pressure and temperature as a result of the relative importance of slip flow and diffusion in gas flow in lowpermeability media. To estimate the intrinsic permeability which is required to determine effective permeability values for the reservoir conditions, this study presents a simple approach to correct the laboratory permeability measurements based on the theory of gas flow in a micro/nano-tube that includes effects of viscous flow, slip flow and Knudsen diffusion under different pore pressure and temperature conditions. The approach has been verified using published shale laboratory data.The ''corrected''(or intrinsic) permeability is considerably smaller than the measured permeability. A larger measured permeability generally corresponds to a smaller relative difference between measured and corrected permeability values. A plot based on our approach is presented to describe the relationships between measured and corrected permeability for typical Gas Research Institute permeability test conditions. The developed approach also allows estimating the effective permeability in reservoir conditions from a laboratory permeability measurement. 展开更多
关键词 Shale gas PERMEABILITY Knudsen diffusion Unconventional reservoir Source rock
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A theoretical derivation of the Hoek-Brown failure criterion for rock materials 被引量:10
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作者 Jianping Zuo Huihai Liu Hongtao Li 《Journal of Rock Mechanics and Geotechnical Engineering》 SCIE CSCD 2015年第4期361-366,共6页
This study uses a three-dimensional crack model to theoretically derive the HoekeBrown rock failure criterion based on the linear elastic fracture theory. Specifically, we argue that a failure characteristic factor ne... This study uses a three-dimensional crack model to theoretically derive the HoekeBrown rock failure criterion based on the linear elastic fracture theory. Specifically, we argue that a failure characteristic factor needs to exceed a critical value when macro-failure occurs. This factor is a product of the micro-failure orientation angle (characterizing the density and orientation of damaged micro-cracks) and the changing rate of the angle with respect to the major principal stress (characterizing the microscopic stability of damaged cracks). We further demonstrate that the factor mathematically leads to the empirical HoekeBrown rock failure criterion. Thus, the proposed factor is able to successfully relate the evolution of microscopic damaged crack characteristics to macro-failure. Based on this theoretical development, we also propose a quantitative relationship between the brittleeductile transition point and confining pressure, which is consistent with experimental observations. 展开更多
关键词 Failure criterionTriaxial compressionMicro-failure orientationFracture mechanicsBrittle--ductile transition
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Local events-based fast RTM surface-offset gathers via dip-guided interpolation 被引量:3
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作者 Yang Zhao Feng-Lin Niu +3 位作者 Lei Fu Cheng Cheng Jin-Hong Chen Shou-Dong Huo 《Petroleum Science》 SCIE CAS CSCD 2021年第3期773-782,共10页
Reverse Time Migration(RTM)Surface Ofset Gathers(SOGs)are demonstrated to deliver more superior residual dip information than ray-based approaches.It appears more powerful in complex geological settings,such as salt a... Reverse Time Migration(RTM)Surface Ofset Gathers(SOGs)are demonstrated to deliver more superior residual dip information than ray-based approaches.It appears more powerful in complex geological settings,such as salt areas.Still,the computational cost of constructing RTM SOGs is a big challenge in applying it to 3D feld data.To tackle this challenge,we propose a novel method using dips of local events as a guide for RTM gather interpolation.The residual-dip information of the SOGs is created by connecting local events from depth-domain to time-domain via ray tracing.The proposed method is validated by a synthetic experiment and a feld example.It mitigates the computational cost by an order of magnitude while producing comparable results as fully computed RTM SOGs. 展开更多
关键词 Surface-ofset gathers Reverse-time migration Dip-guided interpolation Reduced costs Local-event raytracing
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Near-surface velocity estimation using shear-waves and deep-learning with a U-net trained on synthetic data
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作者 Taneesh Gupta Paul Zwartjes +2 位作者 Udbhav Bamba Koustav Ghosal Deepak K.Gupta 《Artificial Intelligence in Geosciences》 2022年第1期209-224,共16页
Estimation of good velocity models under complex near-surface conditions remains a topic of ongoing research.We propose to predict near-surface velocity profiles from surface-waves transformed to phase velocity-freque... Estimation of good velocity models under complex near-surface conditions remains a topic of ongoing research.We propose to predict near-surface velocity profiles from surface-waves transformed to phase velocity-frequency panels in a data-driven manner using deep neural networks.This is a different approach from many recent works that attempt to estimate velocity from directly reflected body waves or guided waves.A secondary objective is to analyze the influence on the prediction accuracy of various commonly employed deep learning practices,such as transfer learning and data augmentations.Through numerical experiments on synthetic data as well as a real geophysical example,we demonstrate that transfer learning as well as data augmentations are helpful when using deep learning for velocity estimation.A third and final objective is to study lack of generalization of deep learning models for out-of-distribution(OOD)data in the context of our problem,and present a novel approach to tackle it.We propose a domain adaptation network for training deep learning models that uses a priori knowledge on the range of velocity values in order to constrain mapping of the output.The final comparison on field data,which was not part of the training data,show the deep neural network predictions compare favorably with a conventional velocity model estimation obtained with a dispersion curve inversion workflow. 展开更多
关键词 Near-surface Dispersion curve Rayleigh wave velocity U-Net
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Machine learning in petrophysics: Advantages and limitations
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作者 Chicheng Xu Lei Fu +2 位作者 Tao Lin Weichang Li Shouxiang Ma 《Artificial Intelligence in Geosciences》 2022年第1期157-161,共5页
Machine learning provides a powerful alternative data-driven approach to accomplish many petrophysical tasks from subsurface data.It can assimilate information from large and rich data bases and infer relations,rules,... Machine learning provides a powerful alternative data-driven approach to accomplish many petrophysical tasks from subsurface data.It can assimilate information from large and rich data bases and infer relations,rules,and knowledge hidden in the data.When the physics behind data becomes extremely complex,inexplicit,or even unclear/unknown,machine learning approaches have the advantage of being more flexible with wider applicability over conventional physics-based interpretation models.Moreover,machine learning can be utilized to assist many labor-intensive human interpretation tasks such as bad data identification,facies classification,and geo-features segmentation out of imagery data.However,the validity of the outcome from machine learning largely depends on the quantity,quality,representativeness,and relevance of the feeding data including accurate labels.To achieve the best performance,it requires significant effort in data preparation,feature engineering,algorithm selection,architecture design hyperparameter tuning,and regularization.In addition,it needs to overcome technical issues such as imbalanced population,overfitting,and underfitting.In this paper,advantages,limitations,and conditions of using machine learning to solve petrophysics challenges are discussed.The capability of machine learning algorithms in accomplishing different challenging tasks can only be achieved by overcoming its own limitations.Machine learning,if properly utilized,can become a powerful disruptive tool for assisting a series of critical petrophysics tasks. 展开更多
关键词 utilized overcome bases
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A relative permeability model for deformable soils and its impact on coupled unsaturated flow and elasto-plastic deformation processes. 被引量:4
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作者 HU Ran CHEN YiFeng +1 位作者 LIU HuiHai ZHOU ChuangBing 《Science China(Technological Sciences)》 SCIE EI CAS CSCD 2015年第11期1971-1982,共12页
Relative permeability is an indispensable property for characterizing the unsaturated flow and induced deformation in soils. The widely used Mualem model is inadequate for deformable soils because of its assumption of... Relative permeability is an indispensable property for characterizing the unsaturated flow and induced deformation in soils. The widely used Mualem model is inadequate for deformable soils because of its assumption of a rigid pore structure and the resultant unique dependence of the tortuosity factor on the volumetric water content. In this study, a unified relationship between the relative permeability and the effective degree of saturation was proposed for deformable soils by incorporating our newly developed water retention curve model into the original Mualem model, in which a new tortuosity factor was defined using the fractal dimension of flow paths and the mean radius of water-filled pores for representing the effect of pore structure variation. The modified deformation-dependent relative permeability model was verified using test data on five types of soils; the verification revealed a much better performance of the proposed model than the original model, which commonly overestimates the relative permeability of deformable soils. Finally, the proposed model was implemented in a coupled numerical model for examining the unsaturated flow and elastoplastic deformation processes in a soil slope induced by rain infiltration. The numerical results showed that the deformation-dependent nature of relative permeability has a remarkable effect on the elastoplastic deformation in the slope and that neglect of the deformation-dependent behavior of relative permeability causes overestimation of the depth of failure. 展开更多
关键词 deformable soils relative permeability TORTUOSITY unsaturated flow elastoplastic deformation
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Verification of two-dimensional LBM-DEM coupling approach and its application in modeling episodic sand production in borehole 被引量:6
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作者 Yanhui Han Peter Cundall 《Petroleum》 2017年第2期179-189,共11页
The lattice Boltzmann method(LBM)is implemented in the Particle Flow Code(PFC)as a pore-scale CFD module and coupled with the particulate discrete element assemblage in PFC using an immersed boundary scheme.The implem... The lattice Boltzmann method(LBM)is implemented in the Particle Flow Code(PFC)as a pore-scale CFD module and coupled with the particulate discrete element assemblage in PFC using an immersed boundary scheme.The implementation of LBM and LBM-PFC coupling is validated with the analytical solutions in a couple of hydrodynamics and fluid-particle interaction problems,i.e.,the accuracy of LBM as a CFD solver is verified by solving channel flow driven by a pressure gradient for which the closed-form solution is also derived;the accuracy of LBM-PFC coupling is validated by solving flow across a cylinder,Taylor-Couette flow,Karman vortex street,and fluid flow through a cylinder array.To demonstrate potential applications of this coupling code,a perforation cavity subjected to axial fluid flush is then tested,showing that the collapse and reconstruction of sand arch in the perforation cavity can be reproduced in this coupling system.The developed system is ready for exploring more complicated physical issues involved in sand production. 展开更多
关键词 Lattice Boltzmann method Distinct element method Pore-scale fluid flow Fluidesolid interaction Perforation cavity
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Laboratory study on efficiency of three calcium carbonate scale inhibitors in the presence of EOR chemicals
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作者 Qiwei Wang Feng Liang +5 位作者 Waleed Al-Nasser Faez Al-Dawood Tawfiq Al-Shafai Hameed Al-Badairy Shouwen Shen Hassan Al-Ajwad 《Petroleum》 2018年第4期375-384,共10页
Chemical flooding has been widely used in the oil industry since the 1980s for enhanced oil recovery(EOR)process.Previous studies have shown that the effectiveness of calcium carbonate scale inhibitors is affected by ... Chemical flooding has been widely used in the oil industry since the 1980s for enhanced oil recovery(EOR)process.Previous studies have shown that the effectiveness of calcium carbonate scale inhibitors is affected by many factors,such as water composition,system pressure,temperature,production rates,pH etc.The breakthrough of the EOR chemicals in the production well could also affect scale formation process and interfere with the scale treatment program as well.However,the studies on the impacts of injected EOR chemicals to scale inhibitor performances are very limited.This paper presents the comprehensive laboratory study on the impacts of the EOR chemicals on CaCO3 scale formation and prevention using static bottle and dynamic tube blocking methods.The EOR chemicals used in this study are a combination of surfactants and polymers.Three different types of inhibitors were evaluated:triphosphonate,penta-phosphonate,and polyacrylate based chemicals.Inhibition(%)from the bottle test and minimum effective dose(MED)based on the tube blocking method were determined for each inhibitor at 160F.Scale precipitates from the bottle tests were also characterized for morphology and polymorphs using environmental scanning electron(ESEM)and X-ray diffraction(XRD)techniques.Results suggest that the performance of scale inhibitors could be substantially affected by the EOR chemicals.In dynamic tube blocking tests,the MED values of inhibitors were increased roughly 10 times with the EOR chemicals.The static bottle tests showed considerable changes under the test conditions.The impact of EOR chemicals were also demonstrated by the remarkable ranges of crystal morphologies,changing from simple aragonite columns to nanorod,distorted spheroid,and flower-like superstructure in the presence of EOR chemicals and inhibitors. 展开更多
关键词 Calcium carbonate SCALING INHIBITOR Chemical flooding Enhanced oil recovery
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