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Pore-scale probing CO_(2)huff-n-puff in extracting shale oil from different types of pores using online T1-T2 nuclear magnetic resonance spectroscopy
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作者 Yi-Jian Ren Bing Wei +4 位作者 Bing-Xin Ji Wan-Fen Pu Dian-Lin Wang Jin-Yu Tang Jun Lu 《Petroleum Science》 CSCD 2024年第6期4119-4129,共11页
CO_(2) huff-n-puff shows great potential to promote shale oil recovery after primary depletion.However,the extracting process of shale oil residing in different types of pores induced by the injected CO_(2) remains un... CO_(2) huff-n-puff shows great potential to promote shale oil recovery after primary depletion.However,the extracting process of shale oil residing in different types of pores induced by the injected CO_(2) remains unclear.Moreover,how to saturate shale core samples with oil is still an experimental challenge,and needs a recommended procedure.These issues significantly impede probing CO_(2) huff-n-puff in extracting shale oil as a means of enhanced oil recovery(EOR)processes.In this paper,the oil saturation process of shale core samples and their CO_(2) extraction response with respect to pore types were investigated using online T1-T2nuclear magnetic resonance(NMR)spectroscopy.The results indicated that the oil saturation of shale core samples rapidly increased in the first 16 days under the conditions of 60℃and 30 MPa and then tended to plateau.The maximum oil saturation could reach 46.2%after a vacuum and pressurization duration of 20 days.After saturation,three distinct regions were identified on the T1-T2NMR spectra of the shale core samples,corresponding to kerogen,organic pores(OPs),and inorganic pores(IPs),respectively.The oil trapped in IPs was the primary target for CO_(2) huff-n-puff in shale with a maximum cumulative oil recovery(COR)of 70%original oil in place(OOIP)after three cycles,while the oil trapped in OPs and kerogen presented challenges for extraction(COR<24.2%OOIP in OPs and almost none for kerogen).CO_(2) preferentially extracted the accessible oil trapped in large IPs,while due to the tiny pores and strong affinity of oil-wet walls,the oil saturated in OPs mainly existed in an adsorbed state,leading to an insignificant COR.Furthermore,COR demonstrated a linear increasing tendency with soaking pressure,even when the pressure noticeably exceeded the minimum miscible pressure,implying that the formation of a miscible phase between CO_(2) and oil was not the primary drive for CO_(2) huff-n-puff in shale. 展开更多
关键词 Shale oil Enhanced oil recovery CO_(2)huff-n-puff pore scale extraction T_(1)-T_(2)NMR spectrum
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Influence mechanism of pore-scale anisotropy and pore distribution heterogeneity on permeability of porous media 被引量:2
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作者 LI Tao LI Min +2 位作者 JING Xueqi XIAO Wenlian CUI Qingwu 《Petroleum Exploration and Development》 2019年第3期594-604,共11页
Based on micro-CT scanning experiments, three-dimensional digital cores of tight sandstones were established to quantitatively evaluate pore-scale anisotropy and pore-distribution heterogeneity. The quartet structure ... Based on micro-CT scanning experiments, three-dimensional digital cores of tight sandstones were established to quantitatively evaluate pore-scale anisotropy and pore-distribution heterogeneity. The quartet structure generation set method was used to generate three-dimensional anisotropic, heterogeneous porous media models. A multi-relaxation-time lattice Boltzmann model was applied to analyze relationships of permeability with pore-scale anisotropy and pore distribution heterogeneity, and the microscopic influence mechanism was also investigated. The tight sandstones are of complex pore morphology, strong anisotropy and pore distribution heterogeneity, while anisotropy factor has obvious directivity. The obvious anisotropy influences the orientation of long axis of pores and fluid flow path, making tortuosity smaller and flowing energy loss less in the direction with the greater anisotropy factor. The strong correlation of tortuosity and anisotropy is the inherent reason of anisotropy acting on permeability. The influence of pore distribution heterogeneity on permeability is the combined effects of specific surface area and tortuosity, while the product of specific surface area and tortuosity shows significantly negative correlation with heterogeneity. The stronger the pore distribution heterogeneity, the smaller the product and the greater the permeability. In addition, the permeability and tortuosity of complex porous media satisfy a power relation with a high fitting precision, which can be applied for approximate estimation of core permeability. 展开更多
关键词 tight SANDSTONE pore-scale ANISOTROPY pore distribution specific surface area TORTUOSITY PERMEABILITY influence mechanism
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Bayesian seismic multi-scale inversion in complex Laplace mixed domains 被引量:6
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作者 Kun Li Xing-Yao Yin Zhao-Yun Zong 《Petroleum Science》 SCIE CAS CSCD 2017年第4期694-710,共17页
Seismic inversion performed in the time or frequency domain cannot always recover the long-wavelength background of subsurface parameters due to the lack of low-frequency seismic records. Since the low-frequency respo... Seismic inversion performed in the time or frequency domain cannot always recover the long-wavelength background of subsurface parameters due to the lack of low-frequency seismic records. Since the low-frequency response becomes much richer in the Laplace mixed domains, one novel Bayesian impedance inversion approach in the complex Laplace mixed domains is established in this study to solve the model dependency problem. The derivation of a Laplace mixed-domain formula of the Robinson convolution is the first step in our work. With this formula, the Laplace seismic spectrum, the wavelet spectrum and time-domain reflectivity are joined together. Next, to improve inversion stability, the object inversion function accompanied by the initial constraint of the linear increment model is launched under a Bayesian framework. The likelihood function and prior probability distribution can be combined together by Bayesian formula to calculate the posterior probability distribution of subsurface parameters. By achieving the optimal solution corresponding to maximum posterior probability distribution, the low-frequency background of subsurface parameters can be obtained successfully. Then, with the regularization constraint of estimated low frequency in the Laplace mixed domains, multi-scale Bayesian inversion inthe pure frequency domain is exploited to obtain the absolute model parameters. The effectiveness, anti-noise capability and lateral continuity of Laplace mixed-domain inversion are illustrated by synthetic tests. Furthermore,one field case in the east of China is discussed carefully with different input frequency components and different inversion algorithms. This provides adequate proof to illustrate the reliability improvement in low-frequency estimation and resolution enhancement of subsurface parameters, in comparison with conventional Bayesian inversion in the frequency domain. 展开更多
关键词 LOW-FREQUENCY Complex mixed-domain Laplace inversion Bayesian estimation multi-scale inversion
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Experimental study on spectrum and multi-scale nature of wall pressure and velocity in turbulent boundary layer 被引量:4
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作者 郑小波 姜楠 《Chinese Physics B》 SCIE EI CAS CSCD 2015年第6期385-394,共10页
When using a miniature single sensor boundary layer probe, the time sequences of the stream-wise velocity in the turbulent boundary layer (TBL) are measured by using a hot wire anemometer. Beneath the fully develope... When using a miniature single sensor boundary layer probe, the time sequences of the stream-wise velocity in the turbulent boundary layer (TBL) are measured by using a hot wire anemometer. Beneath the fully developed TBL, the wall pressure fluctuations are attained by a microphone mechanism with high spatial resolution. Analysis on the statistic and spectrum properties of velocity and wall pressure reveals the relationship between the wall pressure fluctuation and the energy-containing structure in the buffer layer of the TBL. Wavelet transform shows the multi-scale natures of coherent structures contained in both signals of velocity and pressure. The most intermittent wall pressure scale is associated with the coherent structure in the buffer layer. Meanwhile the most energetic scale of velocity fluctuation at y+ = 14 provides a specific frequency f9 ≈ 147 Hz for wall actuating control with Ret = 996. 展开更多
关键词 multi-scale coherent structures hot wire anemometry MICROPHONE wavelet transform
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A Multi-Scale Study on Silicon-Oxide Etching Processes in C_4F_8/Ar Plasmas 被引量:2
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作者 眭佳星 张赛谦 +2 位作者 刘增 阎军 戴忠玲 《Plasma Science and Technology》 SCIE EI CAS CSCD 2016年第6期666-673,共8页
A multi-scale numerical method coupled with the reactor,sheath and trench model is constructed to simulate dry etching of SiO_2 in inductively coupled C_4F_8 plasmas.Firstly,ion and neutral particle densities in the r... A multi-scale numerical method coupled with the reactor,sheath and trench model is constructed to simulate dry etching of SiO_2 in inductively coupled C_4F_8 plasmas.Firstly,ion and neutral particle densities in the reactor are decided using the CFD-ACE+ commercial software.Then,the ion energy and angular distributions(IEDs and IADs) are obtained in the sheath model with the sheath boundary conditions provided with CFD-ACE+.Finally,the trench profile evolution is simulated in the trench model.What we principally focus on is the effects of the discharge parameters on the etching results.It is found that the discharge parameters,including discharge pressure,radio-frequency(rf) power,gas mixture ratios,bias voltage and frequency,have synergistic effects on IEDs and IADs on the etched material surface,thus further affecting the trench profiles evolution. 展开更多
关键词 plasma etching multi-scale model trench profile surface process
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Image Tamper Detection and Multi-Scale Self-Recovery Using Reference Embedding with Multi-Rate Data Protection 被引量:1
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作者 Navid Daneshmandpour Habibollah Danyali Mohammad Sadegh Helfroush 《China Communications》 SCIE CSCD 2019年第11期154-166,共13页
This paper proposes a multi-scale self-recovery(MSSR)approach to protect images against content forgery.The main idea is to provide more resistance against image tampering while enabling the recovery process in a mult... This paper proposes a multi-scale self-recovery(MSSR)approach to protect images against content forgery.The main idea is to provide more resistance against image tampering while enabling the recovery process in a multi-scale quality manner.In the proposed approach,the reference data composed of several parts and each part is protected by a channel coding rate according to its importance.The first part,which is used to reconstruct a rough approximation of the original image,is highly protected in order to resist against higher tampering rates.Other parts are protected with lower rates according to their importance leading to lower tolerable tampering rate(TTR),but the higher quality of the recovered images.The proposed MSSR approach is an efficient solution for the main disadvantage of the current methods,which either recover a tampered image in low tampering rates or fails when tampering rate is above the TTR value.The simulation results on 10000 test images represent the efficiency of the multi-scale self-recovery feature of the proposed approach in comparison with the existing methods. 展开更多
关键词 TAMPER detection image recovery multi-scale SELF-RECOVERY tolerable tampering rate
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An infrared and visible image fusion method based upon multi-scale and top-hat transforms 被引量:1
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作者 Gui-Qing He Qi-Qi Zhang +3 位作者 Hai-Xi Zhang Jia-Qi Ji Dan-Dan Dong Jun Wang 《Chinese Physics B》 SCIE EI CAS CSCD 2018年第11期340-348,共9页
The high-frequency components in the traditional multi-scale transform method are approximately sparse, which can represent different information of the details. But in the low-frequency component, the coefficients ar... The high-frequency components in the traditional multi-scale transform method are approximately sparse, which can represent different information of the details. But in the low-frequency component, the coefficients around the zero value are very few, so we cannot sparsely represent low-frequency image information. The low-frequency component contains the main energy of the image and depicts the profile of the image. Direct fusion of the low-frequency component will not be conducive to obtain highly accurate fusion result. Therefore, this paper presents an infrared and visible image fusion method combining the multi-scale and top-hat transforms. On one hand, the new top-hat-transform can effectively extract the salient features of the low-frequency component. On the other hand, the multi-scale transform can extract highfrequency detailed information in multiple scales and from diverse directions. The combination of the two methods is conducive to the acquisition of more characteristics and more accurate fusion results. Among them, for the low-frequency component, a new type of top-hat transform is used to extract low-frequency features, and then different fusion rules are applied to fuse the low-frequency features and low-frequency background; for high-frequency components, the product of characteristics method is used to integrate the detailed information in high-frequency. Experimental results show that the proposed algorithm can obtain more detailed information and clearer infrared target fusion results than the traditional multiscale transform methods. Compared with the state-of-the-art fusion methods based on sparse representation, the proposed algorithm is simple and efficacious, and the time consumption is significantly reduced. 展开更多
关键词 infrared and visible image fusion multi-scale transform mathematical morphology top-hat trans- form
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3D pore-scale modeling of nanofluids-enhanced oil recovery
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作者 MINAKOV Andrey Viktorovich GUZEI Dmitriy Viktorovich +2 位作者 PRYAZHNIKOV Maxim Ivanovich FILIMONOV Sergey AnatoFyevich VORONENKOVA Yulia Olegovna 《Petroleum Exploration and Development》 CSCD 2021年第4期956-967,共12页
The numerical modeling of oil displacement by nanofluid based on three-dimensional micromodel of cores with different permeability was carried out by the volume of fluid(VOF)method with experimentally measured values ... The numerical modeling of oil displacement by nanofluid based on three-dimensional micromodel of cores with different permeability was carried out by the volume of fluid(VOF)method with experimentally measured values of interfacial tension,contact angle and viscosity.Water-based suspensions of SiO_(2) nanoparticles with a concentration of 0–1%and different particle sizes were considered to study the effect of concentration and size of nanoparticles,displacement fluid flow rate,oil viscosity and core permeability on the efficiency of oil displacement by nanofluid.The oil recovery factor(ORF)increases with the increase of mass fraction of nanoparticles.An increase in nanoparticles’concentration to 0.5% allows an increase in ORF by about 19% compared to water flooding.The ORF increases with the decrease of nanoparticle size,and declines with the increase of displacing rate.It has been shown that the use of nanosuspensions for enhanced oil recovery is most effective for low-permeable reservoirs with highly viscous oil in injection modes with capillary number close to the immobilization threshold,and the magnitude of oil recovery enhancement decreases with the increase of displacement speed.The higher the oil viscosity,the lower the reservoir rock permeability,the higher the ORF improved by nanofluids will be. 展开更多
关键词 nanofluid flooding enhanced oil recovery pore scale modeling fluid volume method
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A multi-scale point of view on the structure–property relationships of A15 superconductors
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作者 Yanlong Ding Min Pan +1 位作者 Shuiquan Deng Yong Zhao 《Journal of Modern Transportation》 2014年第2期122-126,共5页
Nb3Sn and other A15 members have been widely applied in nuclear power, nuclear magnetic resonance, and high-energy particle accelerators for their high critical current density (Jc) and upper critical field (Bc2).... Nb3Sn and other A15 members have been widely applied in nuclear power, nuclear magnetic resonance, and high-energy particle accelerators for their high critical current density (Jc) and upper critical field (Bc2). There have been comprehensive and intensive studies on the applications, the fundamental lattice dynamic and electronic properties, etc., of A15 superconductors. Various reviews on the preparations, structures, and properties have already been written in the last few years. Nevertheless, on account of the large amount of existing facts and views, a coherent view on the relations between the structures and properties has not appeared to unify the facts. This article sketches a multi-scale point of view on the relations between the multi- scale structures and the corresponding properties. 展开更多
关键词 multi-scale A15 compounds STRUCTURE PROPERTIES
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Improving consensual performance of multi-agent systems in weighted scale-free networks
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作者 祁伟 许新建 汪映海 《Chinese Physics B》 SCIE EI CAS CSCD 2009年第10期4217-4221,共5页
This paper studies consensus problems in weighted scale-free networks of asymmetrically coupled dynamical units, where the asymmetry in a given link is deter:mined by the relative degree of the involved nodes. It sho... This paper studies consensus problems in weighted scale-free networks of asymmetrically coupled dynamical units, where the asymmetry in a given link is deter:mined by the relative degree of the involved nodes. It shows that the asymmetry of interactions has a great effect on the consensus. Especially, when the interactions are dominant from higher- to lower-degree nodes, both the convergence speed and the robustness to communication delay are enhanced. 展开更多
关键词 consensus problems multi-agent systems scale-free networks
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Global forward-predicting dynamic routing for traffic concurrency space stereo multi-layer scale-free network
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作者 解维浩 周斌 +2 位作者 刘恩晓 卢为党 周婷 《Chinese Physics B》 SCIE EI CAS CSCD 2015年第9期603-610,共8页
Many real communication networks, such as oceanic monitoring network and land environment observation network,can be described as space stereo multi-layer structure, and the traffic in these networks is concurrent. Un... Many real communication networks, such as oceanic monitoring network and land environment observation network,can be described as space stereo multi-layer structure, and the traffic in these networks is concurrent. Understanding how traffic dynamics depend on these real communication networks and finding an effective routing strategy that can fit the circumstance of traffic concurrency and enhance the network performance are necessary. In this light, we propose a traffic model for space stereo multi-layer complex network and introduce two kinds of global forward-predicting dynamic routing strategies, global forward-predicting hybrid minimum queue(HMQ) routing strategy and global forward-predicting hybrid minimum degree and queue(HMDQ) routing strategy, for traffic concurrency space stereo multi-layer scale-free networks. By applying forward-predicting strategy, the proposed routing strategies achieve better performances in traffic concurrency space stereo multi-layer scale-free networks. Compared with the efficient routing strategy and global dynamic routing strategy, HMDQ and HMQ routing strategies can optimize the traffic distribution, alleviate the number of congested packets effectively and reach much higher network capacity. 展开更多
关键词 multi-layer complex network scale-FREE routing strategy network capacity
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Multi-scale complexity entropy causality plane: An intrinsic measure for indicating two-phase flow structures
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作者 窦富祥 金宁德 +2 位作者 樊春玲 高忠科 孙斌 《Chinese Physics B》 SCIE EI CAS CSCD 2014年第12期85-96,共12页
We extend the complexity entropy causality plane(CECP) to propose a multi-scale complexity entropy causality plane(MS-CECP) and further use the proposed method to discriminate the deterministic characteristics of ... We extend the complexity entropy causality plane(CECP) to propose a multi-scale complexity entropy causality plane(MS-CECP) and further use the proposed method to discriminate the deterministic characteristics of different oil-in-water flows. We first take several typical time series for example to investigate the characteristic of the MS-CECP and find that the MS-CECP not only describes the continuous loss of dynamical structure with the increase of scale, but also reflects the determinacy of the system. Then we calculate the MS-CECP for the conductance fluctuating signals measured from oil–water two-phase flow loop test facility. The results indicate that the MS-CECP could be an intrinsic measure for indicating oil-in-water two-phase flow structures. 展开更多
关键词 oil–water two-phase flow fluid dynamics complexity entropy multi-scale
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Seismic energy dispersion compensation by multi-scale morphology
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作者 Yu Junqing Wang Runqiu +5 位作者 Liu Taoran Zhang Zhenglong Wu Jian Jiang Yongyong Sun Lipeng Xia Pei 《Petroleum Science》 SCIE CAS CSCD 2014年第3期376-384,共9页
Seismic energy decays while propagating subsurface, which may reduce the resolution of seismic data. This paper studies the method of seismic energy dispersion compensation which provides the basic principles for mult... Seismic energy decays while propagating subsurface, which may reduce the resolution of seismic data. This paper studies the method of seismic energy dispersion compensation which provides the basic principles for multi-scale morphology and the spectrum simulation method. These methods are applied in seismic energy compensation. First of all, the seismic data is decomposed into multiple scales and the effective frequency bandwidth is selectively broadened for some scales by using a spectrum simulation method. In this process, according to the amplitude spectrum of each scale, the best simulation range is selected to simulate the middle and low frequency components to ensure the authenticity of the simulation curve which is calculated by the median method, and the high frequency component is broadened. Finally, these scales are reconstructed with reasonable coefficients, and the compensated seismic data can be obtained. Examples are shown to illustrate the feasibility of the energy compensation method. 展开更多
关键词 Seismic wave multi-scale morphology dispersion compensation high resolution median method spectrum simulation
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STRAIGHTFORWARD MULTI-SCALE BOUNDARY ELEMENT METHOD FOR GLOBAL/LOCAL MECHANICAL ANALYSIS OF ELASTIC HETEROGENEOUS MATERIAL
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作者 高希光 宋迎东 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI 2013年第2期145-154,共10页
A straightforward multi-scale boundary element method is proposed for global and local mechanical analysis of heterogeneous material.The method is more accurate and convenient than finite element based multi-scale met... A straightforward multi-scale boundary element method is proposed for global and local mechanical analysis of heterogeneous material.The method is more accurate and convenient than finite element based multi-scale method.The formulations of this method are derived by combining the homogenization approach and the fundamental equations of boundary element method.The solution gives the convenient formulations to compute global elastic constants and the local stress field.Finally,two numerical examples of porous material are presented to prove the accuracy and the efficiency of the proposed method.The results show that the method does not require the iteration to obtain the solution of the displacement in micro level. 展开更多
关键词 multi-scale method boundary element method MICROSTRUCTURE homogenization method global elastic properties
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Research on multi-time scale doubly-fed wind turbine test system based on FPGA+CPU heterogeneous calculation
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作者 Qing Mu Xing Zhang +3 位作者 Xiaoxin Zhou Xiaowei Fan Yingmei Liu Dongbo Pan 《Global Energy Interconnection》 2019年第1期7-18,共12页
As the proportion of renewable energy increases, the interaction between renewable energy devices and the grid continues to enhance. Therefore, the renewable energy dynamic test in a power system has become more and m... As the proportion of renewable energy increases, the interaction between renewable energy devices and the grid continues to enhance. Therefore, the renewable energy dynamic test in a power system has become more and more important. Traditional dynamic simulation systems and digital-analog hybrid simulation systems are difficult to compromise on the economy, flexibility and accuracy. A multi-time scale test system of doubly fed induction generator based on FPGA+ CPU heterogeneous calculation is proposed in this paper. The proposed test system is based on the ADPSS simulation platform. The power circuit part of the test system is setup up using the EMT(electromagnetic transient simulation) simulation, and the control part uses the actual physical devices. In order to realize the close-loop testing for the physical devices, the power circuit must be simulated in real-time. This paper proposes a multi-time scale simulation algorithm, in which the decoupling component divides the power circuit into a large time scale system and a small time scale system in order to reduce computing effort. This paper also proposes the FPGA+CPU heterogeneous computing architecture for implementing this multitime scale simulation. In FPGA, there is a complete small time-scale EMT engine, which support the flexibly circuit modeling with any topology. Finally, the test system is connected to an DFIG controller based on Labview to verify the feasibility of the test system. 展开更多
关键词 Renewable energy gen erati on DOUBLY fed in duction generator ADPSS simulati on SYSTEM Wind turbine test SYSTEM multi-time scale FPGA+CPU
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三塘湖盆地条湖—马朗凹陷侏罗系西山窑组巨厚煤层孔隙多尺度联合表征
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作者 陈跃 雷琪琪 +4 位作者 马东民 王馨 王兴刚 黄蝶芳 荣高翔 《石油实验地质》 北大核心 2025年第1期104-116,共13页
三塘湖盆地侏罗系西山窑组中下部巨厚煤层分布广泛,然而目前对于巨厚煤层孔隙特征的研究较少。为精细表征盆地条湖—马朗凹陷煤储层孔隙特征,以西山窑组9-1和9-2煤为研究对象,通过高压压汞、低温液氮吸附、核磁共振、CT扫描、扫描电镜... 三塘湖盆地侏罗系西山窑组中下部巨厚煤层分布广泛,然而目前对于巨厚煤层孔隙特征的研究较少。为精细表征盆地条湖—马朗凹陷煤储层孔隙特征,以西山窑组9-1和9-2煤为研究对象,通过高压压汞、低温液氮吸附、核磁共振、CT扫描、扫描电镜等实验手段和孔隙—裂隙分析系统(PCAS)探究其孔隙发育特征。结果表明,两煤分层煤样表面形貌差异较大,9-1煤表面含有大量矿物晶体颗粒,气孔、角砾孔、摩擦孔以及微裂隙发育,孔裂隙拓扑结构明显,9-2煤具有明显的原生纤维结构,裂隙规模小而分散。两煤层孔隙结构分形特征差异明显,9-1煤比9-2煤非均质性更强,液氮吸附曲线属于Ⅱ型,存在H4型曲线滞后环。9-2煤微孔和小孔分维值分别为2.53和2.63,复杂程度更高,渗流孔连通性更强。煤样多重分形特征表明,小孔径孔隙分布较集中,分布范围较小,该孔径段非均质性更强,其中9-1煤孔径分布集中性更强,孔径分布间隔相对更均匀。采用联合表征煤样全尺度孔径分布特征,9-2煤总孔容大于9-1煤,大孔体积占比最大,分别为47.97%和44.48%,其次为中孔和小孔,微孔占比最少;微孔对两煤层孔比表面积贡献最大,分别为62.67%和58.43%;9-1煤各孔径的孔容贡献率与孔径大小呈正相关,而孔比表面积与孔径大小呈负相关。 展开更多
关键词 煤储层 孔裂隙分析系统 多尺度孔隙 多重分形 条湖—马朗凹陷 三塘湖盆地
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东濮老区高含水油藏高通量水洗微观剩余油赋存机理
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作者 罗波波 燕高飞 +6 位作者 谢敏 郭立强 蒲保彪 陈道远 齐桂雪 杨祖贵 张昀徽 《断块油气田》 北大核心 2025年第1期147-152,共6页
东濮老区注水开发近40 a,已进入高含水剩余油高度分散阶段,因此需明确不同渗透率储层高通量水洗后微观动用规律及机理,以指导高含水油田开发策略调整。文中综合高通量水洗油岩心实验、微流控实验及微观流动模拟,明确了不同渗透率储层高... 东濮老区注水开发近40 a,已进入高含水剩余油高度分散阶段,因此需明确不同渗透率储层高通量水洗后微观动用规律及机理,以指导高含水油田开发策略调整。文中综合高通量水洗油岩心实验、微流控实验及微观流动模拟,明确了不同渗透率储层高含水阶段的驱替特征,揭示了高通量水洗中剩余油的微观赋存状态及动用机理。结果表明:渗透率大于50×10^(-3)μm^(2)的储层在高通量水洗阶段(岩心尺度30~1000 PV)驱油效率可进一步提高7.50百分点以上,微观波及范围变化不大,主要通过水力冲刷、润湿剥离动用水驱流线控制孔喉内的膜状、滴状等剩余油类型;而对于渗透率低于50×10^(-3)μm^(2)的储层,受孔喉尺寸以及连通性的影响,进入高含水阶段水驱微观波及范围有限,高通量水洗难以有效动用剩余油,宜在主流线达30~50 PV时转变注水开发方式。 展开更多
关键词 高通量水洗 岩心驱替实验 微流控实验 孔隙尺度 微观剩余油 赋存机理
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不同格网尺度下生态系统服务价值空间分异及影响因素分析--以秦岭西安段为例
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作者 马超群 弋志强 +2 位作者 员学锋 张硕蒙 张莎莎 《水土保持研究》 北大核心 2025年第1期389-399,共11页
[目的]探究生态系统服务价值空间分异的尺度效应,为秦岭地区的生态保护和经济发展决策提供参考。[方法]运用改进当量因子法,计算了2020年秦岭西安段5 km,3 km,2 km,1 km和0.5 km共5个格网尺度水平上的生态系统服务价值;采用空间自相关... [目的]探究生态系统服务价值空间分异的尺度效应,为秦岭地区的生态保护和经济发展决策提供参考。[方法]运用改进当量因子法,计算了2020年秦岭西安段5 km,3 km,2 km,1 km和0.5 km共5个格网尺度水平上的生态系统服务价值;采用空间自相关分析和冷热点分析归纳了不同尺度下地均ESV空间分异特征;并利用地理探测器对各尺度下的影响因素作用强度进行定量分析。[结果](1)地均ESV总体上呈北低南高的分布格局,具有小分散、大集聚的空间分布特征,并随尺度降低,其局部越丰富,但整体性降低;(2)2 km尺度适合进行宏观分析和做整体性布局规划,1 km尺度适合进行水域变化对区域ESV影响的研究;(3)格网尺度越小,各影响因素内部差异增加,其整体性特征减少,局部特征差异凸显,空间分异性增强;(4)人类活动带来的土地利用方式转变显著影响区域生态系统服务价值,多因素耦合作用显著影响区域地均ESV空间分异,随尺度降低,其影响减弱。[结论]秦岭西安段的生态保护要重点关注区域土地利用性质的转变,可继续加强退耕还林政策,管控建设用地的规模,在兼顾生态保护的基础上,制定经济发展的布局规划。 展开更多
关键词 生态系统服务价值 空间分异 地理探测器 多尺度 秦岭西安段
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基于卷积和Transformer的矿物拉曼光谱分类方法
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作者 耿磊 仇怀志 +2 位作者 肖志涛 张芳 吴骏 《天津工业大学学报》 北大核心 2025年第1期53-61,共9页
针对矿物类别众多、存在环境杂质等干扰信息以及部分拉曼光谱存在相似性等问题,结合拉曼光谱时域和频域上多尺度特征信息,提出一种基于卷积结构和自注意力结构的双分支分类网络RT-Net(Residual-Transformer Net)。该网络利用卷积块搭建... 针对矿物类别众多、存在环境杂质等干扰信息以及部分拉曼光谱存在相似性等问题,结合拉曼光谱时域和频域上多尺度特征信息,提出一种基于卷积结构和自注意力结构的双分支分类网络RT-Net(Residual-Transformer Net)。该网络利用卷积块搭建局部特征提取模块,引入通道注意力增强局部特征提取能力;利用自注意力结构学习拉曼光谱频域中的双向依赖关系来提取全局特征信息,由注意力融合模块进行多尺度特征融合用以分类。实验结果表明:RT-Net实现了对于1321类矿物拉曼光谱快速准确的分类,分类准确率达到90.31%;此外,在精准率、召回率和F1得分3个评估指标上分别达到了0.8781、0.9066和0.8972,进一步验证了RT-Net的有效性。 展开更多
关键词 矿物分类 拉曼光谱 频域 注意力机制 多尺度融合
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基于改进Res2Net与迁移学习的水果图像分类
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作者 吴迪 肖衍 +2 位作者 沈学军 万琴 陈子涵 《电子科技大学学报》 北大核心 2025年第1期62-71,共10页
针对传统水果图像分类算法特征学习能力弱和细粒度特征信息表示不强的缺点,提出一种基于改进Res2Net与迁移学习的水果图像分类算法。首先,针对网络结构,在Res2Net的残差单元中引入动态多尺度融合注意力模块,对各种尺寸的图像动态地生成... 针对传统水果图像分类算法特征学习能力弱和细粒度特征信息表示不强的缺点,提出一种基于改进Res2Net与迁移学习的水果图像分类算法。首先,针对网络结构,在Res2Net的残差单元中引入动态多尺度融合注意力模块,对各种尺寸的图像动态地生成卷积核,利用meta-ACON激活函数优化ReLU激活函数,动态学习激活函数的线性和非线性,自适应选择是否激活神经元;其次,采用基于模型迁移的训练方式进一步提升分类的效率与鲁棒性。实验结果表明,该算法在Fruit-Dataset和Fruits-360数据集上的测试准确率相比Res2Net提升了1.2%和1.0%,召回率相比Res2Net提升了1.13%和0.89%,有效提升了水果图像分类性能。 展开更多
关键词 图像分类 Res2Net 动态多尺度融合注意力 激活函数 迁移学习
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