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LAND-COVER DENSITY-BASED APPROACH TO URBAN LAND USE MAPPING USING HIGH-RESOLUTION IMAGERY 被引量:1
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作者 ZHANGXiu-ying FENGXue-zhi 《Chinese Geographical Science》 SCIE CSCD 2005年第2期162-167,共6页
Nowadays, remote sensing imagery, especially with its high spatialresolution, has become an indispensable tool to provide timely up-gradation of urban land use andland cover information, which is a prerequisite for pr... Nowadays, remote sensing imagery, especially with its high spatialresolution, has become an indispensable tool to provide timely up-gradation of urban land use andland cover information, which is a prerequisite for proper urban planning and management. Thepossible method described in the present paper to obtain urban land use types is based on theprinciple that land use can be derived from the land cover existing in a neighborhood. Here, movingwindow is used to represent the spatial pattern of land cover within a neighborhood and seven windowsizes (61mx61m, 68mx68m, 75mx75m, 87mx87m, 99mx99m, 110mx110m and 121mxl21m) are applied todetermining the most proper window size. Then, the unsupervised method of ISODATA is employed toclassify the layered land cover density maps obtained by the moving window. The results of accuracyevaluation show that the window size of 99mx99m is proper to infer urban land use categories and theproposed method has produced a land use map with a total accuracy of 85%. 展开更多
关键词 urban land use land cover density map high-resolution image
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Multi-scale intelligent fusion and dynamic validation for high-resolution seismic data processing in drilling
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作者 YUAN Sanyi XU Yanwu +2 位作者 XIE Renjun CHEN Shuai YUAN Junliang 《Petroleum Exploration and Development》 2025年第3期680-691,共12页
During drilling operations,the low resolution of seismic data often limits the accurate characterization of small-scale geological bodies near the borehole and ahead of the drill bit.This study investigates high-resol... During drilling operations,the low resolution of seismic data often limits the accurate characterization of small-scale geological bodies near the borehole and ahead of the drill bit.This study investigates high-resolution seismic data processing technologies and methods tailored for drilling scenarios.The high-resolution processing of seismic data is divided into three stages:pre-drilling processing,post-drilling correction,and while-drilling updating.By integrating seismic data from different stages,spatial ranges,and frequencies,together with information from drilled wells and while-drilling data,and applying artificial intelligence modeling techniques,a progressive high-resolution processing technology of seismic data based on multi-source information fusion is developed,which performs simple and efficient seismic information updates during drilling.Case studies show that,with the gradual integration of multi-source information,the resolution and accuracy of seismic data are significantly improved,and thin-bed weak reflections are more clearly imaged.The updated seismic information while-drilling demonstrates high value in predicting geological bodies ahead of the drill bit.Validation using logging,mud logging,and drilling engineering data ensures the fidelity of the processing results of high-resolution seismic data.This provides clearer and more accurate stratigraphic information for drilling operations,enhancing both drilling safety and efficiency. 展开更多
关键词 high-resolution seismic data processing while-drilling update while-drilling logging multi-source information fusion thin-bed weak reflection artificial intelligence modeling
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Thin bed responses and correction methods for cased hole density logging
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作者 Wu Wensheng Zhang Yuling 《Petroleum Science》 SCIE CAS CSCD 2008年第4期322-325,共4页
The study of the thin bed responses and correction methods in cased hole density logging can provide a theoretical basis for research to improve data processing methods. By using the Monte Carlo program MCNP, the chan... The study of the thin bed responses and correction methods in cased hole density logging can provide a theoretical basis for research to improve data processing methods. By using the Monte Carlo program MCNP, the change of detector count from thin beds with the vertical depth was calculated at different casing thicknesses. The calculation showed that with the low density thin bed moving upward, detector count first increased to a maximum then decreased. The responses of a thin bed with a high density were opposite to those of a thin bed with a low density. The change curve was symmetrical, and the maximums or minimums appeared at the midpoint between the detector and source. Besides, detector count increased with increasing thin bed thickness. At a specific thin bed thickness, further increase of thin bed thickness resulted in a slow increase of detector count then the count rate leveled off. In actual logging, the influence of adjacent formations on density log measurements can be ignored. Finally, based on numerical simulation correction methods for the dual influence of casing and thin beds are discussed. 展开更多
关键词 density logging in cased hole thin bed response CASING MCNP program CORRECTING
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Borehole Heat Budget Calculator: A New Tool for the Quick Exploitation of High-Resolution Temperature Profiles by Hydrogeologists
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作者 Guillaume Meyzonnat Florent Barbecot +5 位作者 José Antonio Corcho Alvarado Jean-Marc Lauzon Renald McCormack Antoine Tognelli Hermann Zeyen Marina Alazard 《Journal of Water Resource and Protection》 2019年第2期122-147,共26页
Distributed temperature sensing is known to provide sharp signals which are very efficient for mapping hydraulically active fractures in wellbores. High-resolution temperature sensing has specifically demonstrated its... Distributed temperature sensing is known to provide sharp signals which are very efficient for mapping hydraulically active fractures in wellbores. High-resolution temperature sensing has specifically demonstrated its capacity to characterize very low flows in wellbores. But as sharp as they can be, temperature profiles are often difficult to decipher. The aim of the present work is to provide and to test the “Borehole Heat Budget Calculator” (BHB Calculator), which is implemented as a fast and easy to use tool for the quantitative analysis of depth-temperature profiles. The Calculator is suitable for most pumping and draining configurations, as the heat budget is generalized for modelling multidirectional flow systems within the same wellbore. The formatted worksheet allows the quick exploitation of temperature logs, and is applicable for the characterization of distributed fractures in long screened wellbores. Objectives of the heat modelling are to enhance the readability of complex depth-temperature data, as well as to quantify distribution of inflow intensities and temperatures with depth. The use of heat budget helps to clearly visualize how heat conduction and heat advection contributions are distributed along wellbores profiles. Calculations of inflow temperatures and their evolution through pumping duration is a prerequisite to infer about the nature of aquifer properties (i.e. conduits, distributed or discrete fractures, porous media), as well as to give insight information about the mapping of effective flow paths draining the aquifer. The efficiency and limitations of the BHB Calculator are being tested through high-resolution temperature logging, along with complementary flowmetering and televiewing logging in fractured aquifers located in the St-Lawrence Lowlands, Quebec, Canada. 展开更多
关键词 Fractured BEDROCK Aquifer high-resolution Temperature logging Heat BUDGET Modelling Long Screened Wellbores
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The Effect of Selective Logging on the Nest Density, Foraging Range and Colony Size on the Ground-Dwelling Ant Aphaenogaster Swammerdami Forel, 1886 in Kirindy ForestmMadagascar
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作者 Ferdinand Tornyie Stefan Jahnel Eliezer Bortei Borketey-La 《Journal of Earth Science and Engineering》 2013年第11期723-729,共7页
Studying the ecology of ants can be a powerful tool for conservation, While the effect of logging is mainly investigated by the comparison of species richness and composition, the impact on individual species are ofte... Studying the ecology of ants can be a powerful tool for conservation, While the effect of logging is mainly investigated by the comparison of species richness and composition, the impact on individual species are often neglected. This study investigated the effect of selective logging on the nest density, foraging range and colony size on the ground-dwelling ant Aphaenogaster swammerdami in Kirindy forest--Madagascar. This ant is a common ground-dwelling species in Kirindy, a western dry deciduous forest of Madagascar. Sampling was done in two sites of the forest: One part that was selectively lodged and another that have not been logged. Here we show that selective logging led to a decrease in colony size and density, while the foraging range seemed to be unaffected. Higher desiccation stress and lower food availability in the logged forest are most likely to be responsible for these results. 展开更多
关键词 Ground-dwelling selective logging colony size nest density species richness.
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Selection of logging-based TOC calculation methods for shale reservoirs:A case study of the Jiaoshiba shale gas field in the Sichuan Basin
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作者 Huang Renchun Wang Yan +2 位作者 Cheng Sijie Liu Shuai Cheng Li 《Natural Gas Industry B》 2015年第2期155-161,共7页
Various methods are available for calculating the TOC of shale reservoirs with logging data, and each method has its unique applicability andaccuracy. So it is especially important to establish a regional experimental... Various methods are available for calculating the TOC of shale reservoirs with logging data, and each method has its unique applicability andaccuracy. So it is especially important to establish a regional experimental calculation model based on a thorough analysis of their applicability.With the Upper Ordovician Wufeng Fm-Lower Silurian Longmaxi Fm shale reservoirs as an example, TOC calculation models were built by useof the improved DlgR, bulk density, natural gamma spectroscopy, multi-fitting and volume model methods respectively, considering the previousresearch results and the geologic features of the area. These models were compared based on the core data. Finally, the bulk density method wasselected as the regional experimental calculation model. Field practices demonstrated that the improved DlgR and natural gamma spectroscopymethods are poor in accuracy;although the multi-fitting method and bulk density method have relatively high accuracy, the bulk density methodis simpler and wider in application. For further verifying its applicability, the bulk density method was applied to calculate the TOC of shalereservoirs in several key wells in the Jiaoshiba shale gas field, Sichuan Basin, and the calculation accuracy was clarified with the measured dataof core samples, showing that the coincidence rate of logging-based TOC calculation is up to 90.5%-91.0%. 展开更多
关键词 Sichuan Basin Jiaoshiba gas field Shale reservoir Total organic carbon(TOC) logging data Bulk density method DlgR method Natural gamma spectroscopy Multi-fitting
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测井用X射线管发射机制的数值模拟研究
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作者 张锋 孙李慧子 +2 位作者 胡振华 李灿然 钟路予 《真空电子技术》 2026年第1期35-40,64,共7页
地层密度测井是放射性技术应用于石油勘探开发领域的重要应用,传统方法采用的^(137)Cs源存在环境与人员辐射风险。放射性可控的X射线技术已经广泛应用于无损检测、医学和材料辐照等领域,因此,X射线源取代放射性同位素源成为放射性测井... 地层密度测井是放射性技术应用于石油勘探开发领域的重要应用,传统方法采用的^(137)Cs源存在环境与人员辐射风险。放射性可控的X射线技术已经广泛应用于无损检测、医学和材料辐照等领域,因此,X射线源取代放射性同位素源成为放射性测井的发展方向。受限于钻孔狭小空间,测井用X射线管需满足特定的尺寸与发射性能要求,文章针对测井用X射线管的发射机制开展研究,采用蒙特卡罗方法模拟高速电子轰击阳极靶产生X射线的过程,系统分析了电子入射角度、靶材料和电子束流能量等关键参数对X射线管性能及地层密度响应特征的影响,明确测井用X射线管在管电压、束流强度等设计参数与地层密度测量精度之间的关联。研究结果表明,(1)阳极靶的装配角度应满足靶平面法线与X射线出射方向保持一致,仪器X射线有效出射角度应尽可能大;(2)其散射高能部分相近,综合考虑物理性质和激发效率优选钨靶;(3)X射线管电压与电子束流强度共同影响X射线地层密度测量精度,在管电压分别为150、250和350 kV时,为达到传统仪器0.015 g/cm^(3)的密度测量精度,所需电子束流强度分别为3.6、0.8和0.5 mA。 展开更多
关键词 钻孔 X射线管 发射机制 密度测井 蒙特卡罗模拟
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基于DD-DWT和Log-Logistic参数回归的癫痫脑电自动识别方法 被引量:12
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作者 李明阳 陈万忠 张涛 《仪器仪表学报》 EI CAS CSCD 北大核心 2017年第6期1368-1377,共10页
针对现有癫痫脑电(EEG)识别算法分类模式单一、普适性不强的问题,提出了一种新的基于双密度离散小波变换(DDDWT)和Log-Logistic参数回归(LLPR)的脑电信号自动识别方法。不仅利用了DD-DWT算法的分解特性,还建立了脑电信号的LLPR模型,并... 针对现有癫痫脑电(EEG)识别算法分类模式单一、普适性不强的问题,提出了一种新的基于双密度离散小波变换(DDDWT)和Log-Logistic参数回归(LLPR)的脑电信号自动识别方法。不仅利用了DD-DWT算法的分解特性,还建立了脑电信号的LLPR模型,并将二者有机的结合,从而更好的发挥算法的优势。滤波后脑电信号由DD-DWT进行6层分解,提取各子频带系数的小波域能量波形,并结合LLPR模型计算尺度参数α和形状参数β以表征信号,将构成的特征向量送入遗传算法(GA)优化的支持向量机(SVM)得出识别结果,从而实现脑电信号的自动识别。所提方法在处理A\D\E与AB\CD\E两种多模式脑电分类问题时,识别率分别为98.90%和97.75%。实验结果表明,所提算法更符合实际应用需求,可以较好地解决多类脑电信号识别问题,具有良好的普适能力和分类性能。 展开更多
关键词 癫痫 脑电 双密度离散小波变换 log-logistic参数回归模型
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基于KNN-Transformer算法的密度测井曲线重构方法
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作者 苏俊磊 董旭 +4 位作者 曾渝 史文祺 石雪莹 刘沛东 刘坤 《测井技术》 2026年第1期87-96,共10页
密度测井是计算储层物性参数、识别岩性及评价油气储量的关键技术。受井眼环境、仪器贴壁状况等因素影响,密度曲线常出现局部缺失、数据失真或噪声干扰等问题。为此,提出一种融合K近邻(K-Nearest Neighbors,KNN)算法与Transformer算法... 密度测井是计算储层物性参数、识别岩性及评价油气储量的关键技术。受井眼环境、仪器贴壁状况等因素影响,密度曲线常出现局部缺失、数据失真或噪声干扰等问题。为此,提出一种融合K近邻(K-Nearest Neighbors,KNN)算法与Transformer算法的密度测井曲线重构方法KNN-Transformer。该方法首先利用KNN在多元测井特征空间中检索与目标段时间序列沉积特征相似的样本,通过计算目标段与历史样本在声波时差、自然伽马、电阻率等多维特征上的欧氏距离,筛选出最相似的K个邻域样本,构建增强的地质先验输入集,增强输入数据的地质代表性,进而采用Transformer算法的多头自注意力机制,建立深度序列间任意位置的长程依赖关系,有效融合局部相似性约束与全局序列模式,实现局部特征与全局结构的协同表达。实验结果表明,KNN-Transformer算法密度测井曲线重构的结果平均绝对误差为0.0170,决定系数R^(2)达0.9533,其与支持向量回归、线性回归及长短期记忆(Long Short-Term Memory,LSTM)网络等典型算法相比,平均绝对误差降低30%~60%,对密度测井曲线总体趋势与局部细节均具有更高的重构精度,并在岩性界面及复杂层段表现出更好的稳定性与正确性。该方法有效修复了密度曲线的局部缺失,校正了数据失真并抑制了噪声干扰,显著提升了重构曲线的数值精度与地质合理性,为复杂储层条件下的测井数据高质量重建提供了可靠的技术途径。 展开更多
关键词 密度测井 K近邻 TRANSFORMER 曲线重构 深度学习 注意力机制 序列建模
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套后密度测井技术在渤海油田的应用
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作者 霍爱明 岳志亮 +5 位作者 姚普军 孔溢鑫 康华 虞伟 柴嘉荣 田学元 《石油化工应用》 2026年第1期44-47,共4页
随着油气勘探向复杂构造和高井斜井型发展,传统裸眼或随钻放射性测井在高风险井况中难以获取有效地层资料。为破解这一难题,中海油服自主研发了过套管密度测井技术,采用蒙特卡罗方法模拟伽马射线在多介质环境中的输运行为,结合MPI并行... 随着油气勘探向复杂构造和高井斜井型发展,传统裸眼或随钻放射性测井在高风险井况中难以获取有效地层资料。为破解这一难题,中海油服自主研发了过套管密度测井技术,采用蒙特卡罗方法模拟伽马射线在多介质环境中的输运行为,结合MPI并行计算构建响应数据库,并建立正演-反演模型,实现地层密度的高精度恢复。现场应用中,该技术在大斜度井(A1井)与固井效果极差的直井(B1井)中均表现出良好的一致性与可靠性。为保障测井数据质量,技术团队探索性地在大斜度井作业中引入防转短节与偏心器组合,有效提升仪器贴靠效果,并实现“爬行器+放射性+固井质量”一趟入井测量模式。实践证明,该技术具备良好的适应性、稳定性与推广前景,为复杂井况下油气藏评价提供了有力技术支撑。 展开更多
关键词 套后密度 测井 裸眼密度 爬行器 偏心器
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天门潜江组二段盐群地层测井曲线特征分析与对比研究
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作者 石冰之 《中国井矿盐》 2026年第2期12-14,共3页
基于盐岩层组合特征及盐群地球物理性质,本文通过对天门地区潜江组二段盐群盐岩井测井的各物性参数曲线特征分析和曲线特征的对比,结合测井曲线直观性优势及地质取心资料开展综合对比研究。结果表明,该区盐群沉积环境比较稳定,物性差异... 基于盐岩层组合特征及盐群地球物理性质,本文通过对天门地区潜江组二段盐群盐岩井测井的各物性参数曲线特征分析和曲线特征的对比,结合测井曲线直观性优势及地质取心资料开展综合对比研究。结果表明,该区盐群沉积环境比较稳定,物性差异显著,测井曲线组合规律性强,形态特征突出,标志层识别明显,分析这些特征对恢复古盐湖演化历史、分析沉积环境、提升盐层的定性识别与定厚解释的精度,指导盐矿勘探开发及寻找伴生油气资源具有重要意义。 展开更多
关键词 测井曲线 自然伽马 补偿密度 双侧向 岩盐 潜江组二段 盐群地层
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基于静电势电荷的抗击埃博拉病毒新药物法匹拉韦及其衍生物水溶解度logS值预测 被引量:2
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作者 裴诗恩 黄颖琦 +5 位作者 吴淑曼 彭自珍 苏凌峰 刘喜灵 陈晗剑 钟爱国 《当代化工》 CAS 2017年第1期31-34,共4页
运用分子中的原子理论(AIM),探讨了以法匹拉韦分子羰基氧原子值为目标,测试了不同基组和泛函选择的依赖性。然后用密度泛函理论(DFT B3LYP)和6-31+G(d,p)基组,优化了20种法匹拉韦及其常见衍生物的分子结构,分别得到11号羰基氧的密立根电... 运用分子中的原子理论(AIM),探讨了以法匹拉韦分子羰基氧原子值为目标,测试了不同基组和泛函选择的依赖性。然后用密度泛函理论(DFT B3LYP)和6-31+G(d,p)基组,优化了20种法匹拉韦及其常见衍生物的分子结构,分别得到11号羰基氧的密立根电荷(MUL-O)、自然原子轨道电荷(NBO-O)、何秀巴赫电荷(HIR-O)和静电势电荷(ESP-O)值,发现11号氧原子的ESP-O电荷值与用ACD Lab6.0预测出来的log S值相关性最好,相关系数达0.986;计算了法匹拉韦及其11种未知衍生物的ESP-O电荷值,代入相关最佳线性方程,发现所得结果与ACD Lab6.0预测结果十分接近,最大误差绝对对数值仅为0.08;分子的静电势图也显示法匹拉韦及其甲基法匹拉韦发挥其药理毒理作用可能的部位在电负性强的羰基氧原子上。 展开更多
关键词 密度泛函理论 法匹拉韦 Mulliken电荷 NBO电荷 ESP电荷 log S值
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A pre-Paleogene unconformity surface of the Sikeshu Sag, Junggar Basin: Lithological, geophysical and geochemical implications for the transportation of hydrocarbons 被引量:3
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作者 Xiaoyue Gao Luofu Liu +2 位作者 Zhenxue Jiang Xiaoqing Shang Guodong Liu 《Geoscience Frontiers》 SCIE CAS CSCD 2013年第6期779-786,共8页
The unconformity surface at the bottom of the Paleogene is one of the most important migration pathways in the Sikeshu Sag of the Junggar Basin,which consists of three layers:upper coarse clastic rock,lower weatherin... The unconformity surface at the bottom of the Paleogene is one of the most important migration pathways in the Sikeshu Sag of the Junggar Basin,which consists of three layers:upper coarse clastic rock,lower weathering crust and leached zone.The upper coarse clastic rock is characterized by higher density and lower SDT and gamma-ray logging parameters,while the lower weathering crust displays opposite features.The transport coefficient of the unconformity surface is controlled by its position in respect to the basal sandstone; it is higher in the ramp region but lower in the adjacent uplifted and sag areas.The content of saturated hydrocarbons increases with the decrease of the content of nonhydrocarbons and asphaltenes.The content of benzo[c] carbazole decreases as the content of benzo[a]carbazole and [alkyl carbazole]/[alkyl + benzo carbazole] increases.This suggests that the unconformity surface is an efficient medium for the transportation of hydrocarbons. 展开更多
关键词 Transportation and accumulation of hydrocarbons LITHOlogY Rock density SDT and gamma-ray logging Benzo carbazole Alkyl carbazole
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Reservoir Evaluation and Volumetric Analysis of Rancho Field, Niger Delta, Using Well Log and 3D Seismic Data 被引量:3
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作者 A. O. Owolabi B. O. Omang +1 位作者 O. P. Oyetade O. B. Akindele 《Open Journal of Geology》 2019年第13期974-987,共14页
Exploration and exploitation for hydrocarbon are associated with a lot of complexities, it is therefore necessary to integrate available geologic models for accurate hydrocarbon prospecting and risk analysis. This stu... Exploration and exploitation for hydrocarbon are associated with a lot of complexities, it is therefore necessary to integrate available geologic models for accurate hydrocarbon prospecting and risk analysis. This study is aimed at determining the structural, petrophysical and volumetric parameters for reservoir evaluation within the Rancho field. 3D seismic data was used for evaluating the hydrocarbon potential of the field. A suite of well logs but not limited to gamma ray logs (GR), deep resistivity log (DRES), neutron log (NPHI) and density log (RHOB) from four (4) wells were employed in characterising dynamic properties of the reservoirs. The GR log was used in lithology identification while the resistivity log was used in identifying probable hydrocarbon bearing sands. A correlation exercise was carried out to identify lateral continuity and discontinuity of facies across the wells. Thereafter petrophysical parameters were analysed from the suite of wire line logs. Major faults were mapped on the 3D seismic data and identified hydrocarbon bearing sand tops from the well logs were mapped as horizons on the seismic section, maps were generated and volumetric analysis was done. Nine (9) hydrocarbon sands (Sands A - I) were identified within the study area. The well log revealed an alternation of sand and shale layers as well as shale layers increased in thickness with depth, while the sand bodies reduced in thickness with depth which characterized the Abgada Formation of the Niger Delta. The effective porosities of the sands range from 21% - 31%, the permeability ranges from 28% - 44%, 70% - 80% for the net to gross, volume of shale range from 14% - 40% and hydrocarbon saturation ranges from 63% - 82%. Twelve (12) faults were mapped within the study area and the structural styles revealed a fault assisted closures. The volumetric analysis showed that Sand F had Stock Tank Oil Initially In Place (STOIIP) of 5,050,000,000 bbls of oil and Sand G had STOIIP of 17,870,000,000 bbls, these sands are proposed to be developd because of the volume of oil in them and area covered by the reservoir, calculated Gross Rock Volume (GRV) of 29.5 km3 and 104.5 km3 respectively. 展开更多
关键词 NEUTRON log density log STOCK TANK Oil Initially In PLACE GROSS Rock Volume
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绝缘性能对EILog-05岩性密度测井仪测井曲线的影响 被引量:1
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作者 韩壮科 解琪 +5 位作者 段强 赵阳 乔龙海 王俊超 朱连清 张庆军 《石油仪器》 2009年第3期34-36,100-101,共3页
EILog-05岩性密度测井仪是一种双源距、双能谱,利用光电效应和康普顿效应区分地层岩性和测量地层密度的测井仪。由于测井环境比较恶劣及仪器测量原理、设计方面的限制,绝缘方面的故障成为仪修常见的问题之一。怎样根据测井曲线的变化和... EILog-05岩性密度测井仪是一种双源距、双能谱,利用光电效应和康普顿效应区分地层岩性和测量地层密度的测井仪。由于测井环境比较恶劣及仪器测量原理、设计方面的限制,绝缘方面的故障成为仪修常见的问题之一。怎样根据测井曲线的变化和测井经验快速、准确的判断仪器的状态,排除仪器的故障成为一个急待解决的问题。文章就此问题做了初步探讨,希望对快速解决仪器的常见问题有所帮助。 展开更多
关键词 岩性密度测井仪 绝缘性能 测井曲线
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基于多尺度特征与混合注意力的固井第二界面胶结质量智能评价方法 被引量:1
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作者 方春飞 张鑫远 +3 位作者 王正 宋先知 祝兆鹏 于佳伟 《石油钻探技术》 北大核心 2025年第5期57-66,共10页
目前,固井第二界面(水泥环−地层界面)胶结质量评价主要依赖人工对变密度测井(VDL)图像进行解释,过程耗时、主观性强且一致性不足。为提高固井第二界面胶结质量评价的准确性和效率,建立了一种包含多尺度特征提取模块和混合通道-空间注意... 目前,固井第二界面(水泥环−地层界面)胶结质量评价主要依赖人工对变密度测井(VDL)图像进行解释,过程耗时、主观性强且一致性不足。为提高固井第二界面胶结质量评价的准确性和效率,建立了一种包含多尺度特征提取模块和混合通道-空间注意力机制模块的卷积神经网络模型(MSF−HCSA Net),实现利用VDL图像自动评价固井第二界面胶结质量。该模型基于顺北油气田3口井的数据,进行了训练和验证,固井第二界面胶结质量的评价准确率达到了95.8%。在样本不均衡且“胶结质量差”小样本占比偏低的情形下,通用大卷积模型SLaK对该类样本的识别存在不足;相比之下,MSF−HCSA Net借助通道−空间混合注意力与多尺度特征融合,将小样本“胶结质量差”类别的识别准确率提升了10%,在一定程度上缓解了类间不平衡带来的性能退化。研究结果表明,建立的MSF−HCSA Net能够实现固井第二界面胶结质量的快速、客观与高效自动评价,为现场固井质量监测与后续优化提供了可靠的技术支持。 展开更多
关键词 固井质量评价 变密度测井 深度学习 卷积神经网络 多尺度特征 混合注意力
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基于贝叶斯优化CNN-LSTM的密度测井曲线重构方法 被引量:1
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作者 李洪玺 陈明江 +4 位作者 张显坤 杨孛 赵彬 李贤胜 王欢欢 《测井技术》 2025年第2期198-208,共11页
密度测井曲线是油气勘探开发中的关键评价指标,其准确性直接影响储层岩性识别、孔隙度计算及流体性质分析的可靠性。在测井过程中,仪器故障或井径扩径等问题常导致密度测井数据缺失或失真,影响储层评价的精度。传统重构方法因模型表征... 密度测井曲线是油气勘探开发中的关键评价指标,其准确性直接影响储层岩性识别、孔隙度计算及流体性质分析的可靠性。在测井过程中,仪器故障或井径扩径等问题常导致密度测井数据缺失或失真,影响储层评价的精度。传统重构方法因模型表征能力不足,无法有效捕捉复杂地质条件下测井曲线之间的关系,重构曲线的精度难以满足储层评价的需求。为解决这一问题,提出了一种基于贝叶斯优化的卷积神经网络(Convolutional Neural Network,CNN)与长短期记忆网络(Long Short-Term Memory,LSTM)的密度测井曲线重构方法。该方法结合了CNN在局部空间特征提取方面的优势和LSTM在时序依赖建模中的能力,同时引入贝叶斯优化算法自动搜索最优超参数。通过这种结合,模型在处理复杂地质条件下的测井数据时,能够充分发挥3种算法各自的优势,提升整体表现。将该方法应用于四川盆地3口探井的密度测井曲线重构,实验结果表明,相较于单独使用CNN或LSTM模型,基于贝叶斯优化的CNN-LSTM模型在精度和稳定性方面均表现出更优的性能,可显著改善测井曲线失真或缺失对储层评价的影响。 展开更多
关键词 曲线重构 密度测井 卷积神经网络 长短期记忆网络 贝叶斯优化
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密度-中子测井法计算致密砂岩气层孔隙度
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作者 刘天定 阿茹罕 +4 位作者 陈阵 李高仁 师瑞泽 黄锐捷 肖亮 《核电子学与探测技术》 北大核心 2025年第11期1770-1774,共5页
在对基于密度和中子测井的体积物理模型及响应方程进行理论研究的基础上,本文分析了孔隙空间饱含天然气对密度和中子测井响应的影响,进而推导出结合密度和中子测井计算致密砂岩气层孔隙度的模型。利用鄂尔多斯盆地SU54井区山1段致密砂... 在对基于密度和中子测井的体积物理模型及响应方程进行理论研究的基础上,本文分析了孔隙空间饱含天然气对密度和中子测井响应的影响,进而推导出结合密度和中子测井计算致密砂岩气层孔隙度的模型。利用鄂尔多斯盆地SU54井区山1段致密砂岩气层实际测井及岩心分析资料,标定了该理论模型中的系数。分别利用标定的模型和基于声波时差的孔隙度计算模型对目标致密砂岩气层进行了处理,计算出储层孔隙度。两种方法计算的孔隙度与岩心分析结果的对比表明,利用本研究建立模型计算孔隙度的平均相对误差为6.78%,而利用声波时差计算孔隙度的平均相对误差则为26.24%。本研究建立的模型,可提高致密砂岩气层孔隙度计算精度。 展开更多
关键词 致密砂岩气层 体积物理模型 孔隙度校正 密度测井 中子测井
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EIlog06测井系统LDLT6450岩性密度测井仪二级刻度
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作者 陈金宏 唐瑞芳 +5 位作者 成淑云 李熙春 王铁永 和俏 王茂林 邓明 《石油仪器》 2010年第3期32-34,101,共3页
介绍了EIlog06测井系统LDLT6450岩性密度测井仪二级刻度方法,包括了刻度操作、刻度比值计算、注意事项和刻度过程中的一些细节,对确保仪器刻度的准确性,提高刻度的成功率,保证刻度的安全提供了有力的保障。
关键词 EIlog06 LDLT6450岩性密度测井仪 二级刻度
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无放射源密度孔隙度测井的教学实验设计
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作者 王新光 张锋 +1 位作者 陈雪莲 邓少贵 《实验室研究与探索》 北大核心 2025年第3期17-20,共4页
为了加深学生对密度孔隙度测井原理和方法的理解,在无源放射性密度测量的教学实验基础上进行了改进,采用工业KCl粉末代替放射源,利用玻璃球和氧化铝陶瓷球构建2种骨架密度和多种孔隙度的模拟地层。通过NaI伽马探测器记录透射伽马能谱,... 为了加深学生对密度孔隙度测井原理和方法的理解,在无源放射性密度测量的教学实验基础上进行了改进,采用工业KCl粉末代替放射源,利用玻璃球和氧化铝陶瓷球构建2种骨架密度和多种孔隙度的模拟地层。通过NaI伽马探测器记录透射伽马能谱,实现了无放射源条件下的密度孔隙度测量、刻度及岩性校正实验。这种实验设计消除了放射性实验的安全隐患和心理负担,提高了教学的安全性和可操作性。实际教学应用表明,该实验显著提升了学生对测井原理、刻度与校正方法的掌握,培养了学生的实验能力、科学观察力和创新思维。实验方案践行了“一流课程”高阶性、创新性和挑战度的要求,在安全性与教学效果方面实现了双重提升,为密度孔隙度测井课程的教学改革提供了重要参考。 展开更多
关键词 密度孔隙度测井 岩性校正 无放射源测量
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