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Pre-stack inversion for caved carbonate reservoir prediction:A case study from Tarim Basin,China 被引量:9
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作者 Zhang Yuanyin Sam Zandong Sun +5 位作者 Yang Haijun Wang Haiyang HanJianfa Gao Hongliang Luo Chunshu Jing Bing 《Petroleum Science》 SCIE CAS CSCD 2011年第4期415-421,共7页
The major storage space types in the carbonate reservoir in the Ordovician in the TZ45 area are secondary dissolution caves.For the prediction of caved carbonate reservoir,post-stack methods are commonly used in the o... The major storage space types in the carbonate reservoir in the Ordovician in the TZ45 area are secondary dissolution caves.For the prediction of caved carbonate reservoir,post-stack methods are commonly used in the oilfield at present since pre-stack inversion is always limited by poor seismic data quality and insufficient logging data.In this paper,based on amplitude preserved seismic data processing and rock-physics analysis,pre-stack inversion is employed to predict the caved carbonate reservoir in TZ45 area by seriously controlling the quality of inversion procedures.These procedures mainly include angle-gather conversion,partial stack,wavelet estimation,low-frequency model building and inversion residual analysis.The amplitude-preserved data processing method can achieve high quality data based on the principle that they are very consistent with the synthetics.Besides,the foundation of pre-stack inversion and reservoir prediction criterion can be established by the connection between reservoir property and seismic reflection through rock-physics analysis.Finally,the inversion result is consistent with drilling wells in most cases.It is concluded that integrated with amplitude-preserved processing and rock-physics,pre-stack inversion can be effectively applied in the caved carbonate reservoir prediction. 展开更多
关键词 Carbonate reservoir prediction pre-stack inversion amplitude-preserved processing rock physics
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Prestack Multi-Gather Simultaneous Inversion of Elastic Parameters Using Multiple Regularization Constraints 被引量:4
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作者 Shu Li Zhenming Peng Hao Wu 《Journal of Earth Science》 SCIE CAS CSCD 2018年第6期1359-1371,共13页
Inversion of Young’s modulus,Poisson’s ratio and density from pre-stack seismic data has been proved to be feasible and effective.However,the existing methods do not take full advantage of the prior information.With... Inversion of Young’s modulus,Poisson’s ratio and density from pre-stack seismic data has been proved to be feasible and effective.However,the existing methods do not take full advantage of the prior information.Without considering the lateral continuity of the inversion results,these methods need to invert the reflectivity first.In this paper,we propose multi-gather simultaneous inversion for pre-stack seismic data.Meanwhile,the total variation(TV)regularization,L1 norm regularization and initial model constraint are used.In order to solve the objective function contains L1norm,TV norm and L2 norm,we develop an algorithm based on split Bregman iteration.The main advantages of our method are as follows:(1)The elastic parameters are calculated directly from objective function rather than from their reflectivity,therefore the stability and accuracy of the inversion process can be ensured.(2)The inversion results are more in accordance with the prior geological information.(3)The lateral continuity of the inversion results are improved.The proposed method is illustrated by theoretical model data and experimented with a 2-D field data. 展开更多
关键词 elastic parameter pre-stack inversion multi-gather REGULARIZATION
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Elastic modulus extraction based on generalized pre-stack PP–PS wave joint linear inversion 被引量:2
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作者 Ma Qi-Qi Sun Zan-Dong 《Applied Geophysics》 SCIE CSCD 2018年第3期466-480,共15页
Joint PP–PS inversion offers better accuracy and resolution than conventional P-wave inversion. P-and S-wave elastic moduli determined through data inversions are key parameters for reservoir evaluation and fluid cha... Joint PP–PS inversion offers better accuracy and resolution than conventional P-wave inversion. P-and S-wave elastic moduli determined through data inversions are key parameters for reservoir evaluation and fluid characterization. In this paper, starting with the exact Zoeppritz equation that relates P-and S-wave moduli, a coefficient that describes the reflections of P-and converted waves is established. This method effectively avoids error introduced by approximations or indirect calculations, thus improving the accuracy of the inversion results. Considering that the inversion problem is ill-posed and that the forward operator is nonlinear, prior constraints on the model parameters and modified low-frequency constraints are also introduced to the objective function to make the problem more tractable. This modified objective function is solved over many iterations to continuously optimize the background values of the velocity ratio, which increases the stability of the inversion process. Tests of various models show that the method effectively improves the accuracy and stability of extracting P and S-wave moduli from underdetermined data. This method can be applied to provide inferences for reservoir exploration and fluid extraction. 展开更多
关键词 pre-stack JOINT PP–PS inversion P-and S-wave moduli exact Zoeppritz equation GENERALIZED linear inversion reservoir and fl uid prediction
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Prediction of Overpressure Contributed Mainly by Structural Compression Using Impedance Inversion in Kuqa Depression, Tarim Basin 被引量:2
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作者 ShiWanzhong ChenHonghan +1 位作者 ZhangXiming ChenHuichao 《Journal of China University of Geosciences》 SCIE CSCD 2004年第3期341-348,共8页
The origin and distribution of formation overpressure have effect not only on hydrocarbon migration and accumulation, but also on technique of drilling well. The study and prediction of overpressure are very important... The origin and distribution of formation overpressure have effect not only on hydrocarbon migration and accumulation, but also on technique of drilling well. The study and prediction of overpressure are very important in basin analysis. At present, overpressure is mostly predicted by stack velocity. The process in calculating inter-velocity from stack velocity is very complex and inevitably leads to errors. Especially, this method is not available in the case that structural compression contribution to overpressure occurred. This paper introduces a new method, impedance inversion, to predict overpressure, and the principle is discussed. This method is used to predict the overpressure in Kuqa depression, Tarim basin and as a result, the absolute errors are less than 0.1, and relative errors are less than 5 % for predicted fluid pressure coefficients to the drill stem test (DST) measurements. It suggests that this method can be widely used to predict overpressure in foreland basins. 展开更多
关键词 impedance inversion OVERpreSSURE stack velocity Kuqa depression.
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Rockfill material uncertainty inversion analysis of concrete-faced rockfill dams using stacking ensemble strategy and Jaya optimizer 被引量:3
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作者 Qin Ke Ming-chao Li +1 位作者 Qiu-bing Ren Wen-chao Zhao 《Water Science and Engineering》 EI CAS CSCD 2023年第4期419-428,共10页
Numerical simulation of concrete-faced rockfill dams(CFRDs)considering the spatial variability of rockfill has become a popular research topic in recent years.In order to determine uncertain rockfill properties effici... Numerical simulation of concrete-faced rockfill dams(CFRDs)considering the spatial variability of rockfill has become a popular research topic in recent years.In order to determine uncertain rockfill properties efficiently and reliably,this study developed an uncertainty inversion analysis method for rockfill material parameters using the stacking ensemble strategy and Jaya optimizer.The comprehensive implementation process of the proposed model was described with an illustrative CFRD example.First,the surrogate model method using the stacking ensemble algorithm was used to conduct the Monte Carlo stochastic finite element calculations with reduced computational cost and improved accuracy.Afterwards,the Jaya algorithm was used to inversely calculate the combination of the coefficient of variation of rockfill material parameters.This optimizer obtained higher accuracy and more significant uncertainty reduction than traditional optimizers.Overall,the developed model effectively identified the random parameters of rockfill materials.This study provided scientific references for uncertainty analysis of CFRDs.In addition,the proposed method can be applied to other similar engineering structures. 展开更多
关键词 CFRD Uncertainty inversion analysis Stochastic finite element Surrogate model stacking ensemble Jaya algorithm
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基于高光谱数据和Stacking集成学习算法的金矿品位快速反演
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作者 毛亚纯 夏安妮 +4 位作者 曹旺 刘晶 文杰 贺黎明 陈煊赫 《光谱学与光谱分析》 北大核心 2025年第7期2061-2067,共7页
金矿资源具有重要的经济和金融价值,不仅为国家提供了贵重的金属资源,推动经济增长,还在增强货币稳定性和国际金融市场中的避险能力方面具有现实意义。然而,当前矿山用于金矿品位测量的化学分析法尽管精确,但存在耗时长、成本高以及药... 金矿资源具有重要的经济和金融价值,不仅为国家提供了贵重的金属资源,推动经济增长,还在增强货币稳定性和国际金融市场中的避险能力方面具有现实意义。然而,当前矿山用于金矿品位测量的化学分析法尽管精确,但存在耗时长、成本高以及药剂污染等多种问题,无法实现基于实时品位信息的矿石品位与选矿方法的自动化调整。相比之下,可见光-近红外光谱分析法因其高效、绿色环保及原位测定等优势,逐渐成为估算矿区金属品位的有效替代方法。为此以中国辽宁省二道沟、凌源和排山楼三个金矿为研究区,共采集了389个金矿样本,以SVC便携式地物光谱仪测试的高光谱数据和化学分析数据为数据源。首先对原始光谱数据进行Savitzky-Golay平滑(SG)处理,并分析金矿的光谱特征,发现反射率与金品位具有一定相关性,且在455 nm处具有金的吸收特征,基于此,利用主成分分析法(PCA)、等距特征映射(ISOMAP)和局部线性嵌入(LLE)算法对原始光谱数据进行降维处理,对应降维结果的维数分别为6,5,5。最后基于随机森林(RF)、极端随机树(ET)、决策树(DT)、梯度提升树(GBDT)和自适应增强(Adaboost)、极端梯度提升树(XGBoost)和Stacking集成学习算法对降维后的数据建立了金品位预测模型。研究结果表明,Stacking集成学习方法在各方面性能均优于单一模型,其中LLE-Stacking组合模型的精度最高,预测值与真实值的R^(2)为0.972,RPD为5.935,平均相对误差为0.231。利用本方法可以快速准确预测矿粉中金的品位,相比于传统模型的品位反演精度有明显的提升,为矿山金品位的快速、原位测定提供了新的技术手段,对金矿的高效开采具有重要意义。 展开更多
关键词 金矿品位反演 可见光-近红外光谱 降维 stacking集成学习
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Inverse Gaussian-beam common-reflection-point-stack imaging in crosswell seismic tomography 被引量:1
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作者 Wei Zheng Rong Yang Fei-Long +1 位作者 Liu Bao-Hua Pei Yan-Liang 《Applied Geophysics》 SCIE CSCD 2019年第3期349-357,396,397,共11页
To solve problems in small-scale and complex structural traps,the inverse Gaussian-beam stack-imaging method is commonly used to process crosswell seismic wave reflection data.Owing to limited coverage,the imaging qua... To solve problems in small-scale and complex structural traps,the inverse Gaussian-beam stack-imaging method is commonly used to process crosswell seismic wave reflection data.Owing to limited coverage,the imaging quality of conventional ray-based crosswell seismic stack imaging is poor in complex areas;moreover,the imaging range is small and with sever interference because of the arc phenomenon in seismic migration.Thus,we propose the inverse Gaussian-beam stack imaging,in which Gaussian weight functions of rays contributing to the geophones energy are calculated and used to decompose the seismic wavefield.This effectively enlarges the coverage of the reflection points and improves the transverse resolution.Compared with the traditional VSP–CDP stack imaging,the proposed methods extends the imaging range,yields higher horizontal resolution,and is more adaptable to complex geological structures.The method is applied to model a complex structure in the K-area.The results suggest that the wave group of the target layer is clearer,the resolution is higher,and the main frequency of the crosswell seismic section is higher than that in surface seismic exploration The effectiveness and robustness of the method are verified by theoretical model and practical data. 展开更多
关键词 crosswell seismic GAUSSIAN weight function inverse beam common reflection stack IMAGING
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Inverse gaussian beam stack imaging in 3D crosswell seismic exploration of deviated wells and Its application
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作者 Yang Fei-Long Zhao Chong +4 位作者 Wei Zheng-Rong Sun Hui Li Hui-Feng Zhao Chi Luo Hao 《Applied Geophysics》 SCIE CSCD 2020年第5期629-638,899,共11页
In crosswell seismic exploration,the imaging section produced by migration based on a wave equation has a serious arc phenomenon at its edge and a small effective range because of geometrical restrictions.Another imag... In crosswell seismic exploration,the imaging section produced by migration based on a wave equation has a serious arc phenomenon at its edge and a small effective range because of geometrical restrictions.Another imaging section produced by the VSP-CDP stack imaging method employed with ray-tracing theory is amplitude-preserved.However,imaging 3D complex lithological structures accurately with this method is difficult.Therefore,this study proposes inverse Gaussian beam stack imaging in the 3D crosswell seismic exploration of deviated wells on the basis of Gaussian beam ray-tracing theory.By employing Gaussian beam ray-tracing theory in 3D crosswell seismic exploration,we analyzed the energy relationship between seismic wave fields and their effective rays.In imaging,the single-channel seismic wave fi eld data in the common shot point gather are converted into multiple effective wave fields in the common reflection point gather by the inverse Gaussian beam.The process produces a large fold number of intensive reflection points.Selected from the horizontal and vertical directions of the 2D measuring line,the wave fi elds of the eff ective reflection points in the same stack bin are projected onto the 2D measuring line,chosen according to the distribution characteristics of the reflection points,and stacked into an imaging section.The method is applied to X oilfi eld to identify the internal structure of the off shore gas cloud area.The results provided positive support for the inverse Gaussian beam stack imaging of 3D complex lithological structures and proved that technology is a powerful imaging tool for 3D crosswell seismic data processing. 展开更多
关键词 Crosswell seismic exploration inverse Gaussian beam Fold number stack imaging Gas cloud area
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地应力反演修正的Stacking集成模型与工程应用
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作者 曹子阳 王建 +2 位作者 袁智焕 王逸凡 杨子越 《水力发电学报》 北大核心 2025年第11期115-126,共12页
地应力反演是获取地下工程初始应力状态的重要手段。为解决单一智能算法反演的泛化能力不足问题及提高反演精度,提出一种基于Stacking算法的多模型融合地应力反演修正方法。以有限元计算应力结果、多元线性回归值与钻孔测点实测数据之... 地应力反演是获取地下工程初始应力状态的重要手段。为解决单一智能算法反演的泛化能力不足问题及提高反演精度,提出一种基于Stacking算法的多模型融合地应力反演修正方法。以有限元计算应力结果、多元线性回归值与钻孔测点实测数据之间的误差为输入,构建LightGBM、XGBoost和线性回归作为基学习器,RidgeCV作为元学习器的Stacking集成模型,通过学习误差规律生成修正误差,采用交叉验证与网格搜索选取最优参数。既保留了有限元模型的结构物理意义,又能够弥补传统方法的非线性拟合缺陷。在工程实例中应用表明,与传统多元线性回归方法相比,该方法的均方根误差降低约32%,相对误差绝对值的平均值降低45%。同时,引入SHAP模型对各构造工况在误差预测中的贡献进行解释分析以提升基于Stacking反演修正模型的可解释性。研究结果表明,该方法在地应力反演修正方面具有良好的适用性与推广价值,可为工程设计与安全评价提供可靠支撑。 展开更多
关键词 地应力反演 stacking算法 有限元分析 机器学习 误差修正 SHAP解释模型
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基于Stacking集成模型的顺层钻孔预抽煤层瓦斯涌出量预测
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作者 肖国亮 杨博 牛勇 《煤矿现代化》 2025年第4期153-156,共4页
由于煤层地质复杂,瓦斯涌出量预测精度有限。提出基于Stacking集成模型的顺层钻孔预抽煤层瓦斯涌出量预测。采用归一化处理技术,对顺层钻孔预抽煤层数据进行预处理。采用统计分析和机器学习算法,对处理后的数据进行特征值筛选。基于Stac... 由于煤层地质复杂,瓦斯涌出量预测精度有限。提出基于Stacking集成模型的顺层钻孔预抽煤层瓦斯涌出量预测。采用归一化处理技术,对顺层钻孔预抽煤层数据进行预处理。采用统计分析和机器学习算法,对处理后的数据进行特征值筛选。基于Stacking集成模型构建预测模型,实现顺层钻孔预抽煤层瓦斯涌出量预测。实验结果显示,与传统预测方法相比,该方法展现出了更高的预测准确性及更广泛的适用性。 展开更多
关键词 stacking集成模型 顺层钻孔预抽煤层 瓦斯涌出量 涌出量预测 预测模型.
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基于泊松比模型的横波估算在滨里海盆地东缘T区块的应用
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作者 张艺琼 孙莲菊 +4 位作者 王震 计智锋 盛善波 姜仁 林雅平 《地震科学进展》 2026年第2期57-68,共12页
叠前波阻抗反演与入射角、纵波速度、横波速度、密度参数密切相关,利用纵、横波速度计算产生的弹性参数远比叠后反演丰富,可用于区别岩性与含油气性,为钻探提供更丰富、更准确的依据。横波资料是叠前波阻抗反演必备的基础数据,鉴于T区... 叠前波阻抗反演与入射角、纵波速度、横波速度、密度参数密切相关,利用纵、横波速度计算产生的弹性参数远比叠后反演丰富,可用于区别岩性与含油气性,为钻探提供更丰富、更准确的依据。横波资料是叠前波阻抗反演必备的基础数据,鉴于T区块只有1口横波测井数据,受泥浆浸泡等因素影响,对油气敏感的横波测井数据存在测不准现象,因此,叠前弹性参数反演的关键是估算对油气敏感的横波速度。针对T区块主要目的层KT-I、KT-II层主要为非均质性较强的孔隙型碳酸盐岩储层特征,提出了基于泊松比模型经验公式方法来估算横波,可有效提升叠前属性参数对油气的敏感度。本文通过测试处理,评估适合T区块的基于泊松比模型经验公式方法横波估算的各项参数,优选出对油气层敏感的参数vP/vS、门槛值为1.8,并通过针对KT-II_G层的vP/vS参数,预测了有效储层厚度,对井验证吻合度达到85%以上,为勘探评价部署井位提供了有力的支撑。 展开更多
关键词 泊松比模型 横波估算 叠前反演 敏感属性参数
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一种增强相控阵天线性能的介质层设计方法
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作者 张明月 许广钰 +2 位作者 刘志惠 刘兆松 高仁璟 《计算力学学报》 北大核心 2026年第1期33-39,共7页
堆叠介质层是实现相控阵天线宽带宽角扫描的常用方法,但传统PCB材料性质(介质特性和厚度等)常面临无法满足实现天线性能所需的材料特性的问题,进而限制了天线的性能提升空间。针对这一问题,本文提出一种考虑3D打印精度的介质层设计方法... 堆叠介质层是实现相控阵天线宽带宽角扫描的常用方法,但传统PCB材料性质(介质特性和厚度等)常面临无法满足实现天线性能所需的材料特性的问题,进而限制了天线的性能提升空间。针对这一问题,本文提出一种考虑3D打印精度的介质层设计方法,以改善相控阵天线的阻抗匹配特性。该方法首先通过优化算法确定最优的介质层尺寸和介电参数,然后基于散射参数反演法设计具有上述特征的材料单胞,用于构建所需的介质层。为保证设计的介质层的可制造性,将3D打印精度作为材料单胞的尺寸约束。基于该方法,设计了由馈电区、辐射区和匹配区组成的工作在X波段的相控阵天线单元,通过设计介质层微结构实现介质层减重47.89%;从仿真结果看,设计的天线可以在X波段实现法向驻波比小于2,在E平面和H平面实现±60°扫描时驻波比均小于2.5,并且具有良好的极化纯度。 展开更多
关键词 散射参数反演法 3D打印 堆叠介质层 相控阵天线 宽带宽角扫描
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面向OVT五维解释的三维地震正演模拟应用
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作者 廉西猛 娄凤芹 雷蕾 《物探化探计算技术》 2026年第1期136-144,共9页
地震正演技术在地震解释研究中具有重要的应用价值,在反射特征分析、裂缝预测、储层预测等方面发挥了重要作用。随着勘探技术的进步和勘探目标的日益复杂,在地震解释中使用的地震正演技术逐渐由褶积类向射线类和波动方程类过渡,并且在... 地震正演技术在地震解释研究中具有重要的应用价值,在反射特征分析、裂缝预测、储层预测等方面发挥了重要作用。随着勘探技术的进步和勘探目标的日益复杂,在地震解释中使用的地震正演技术逐渐由褶积类向射线类和波动方程类过渡,并且在应用分析中三维比二维更具优势。但受限于巨大的计算量和较长的模拟周期,三维地震正演模拟技术在解释中的研究成果相对较少。笔者研究讨论了三维波动方程地震正演技术及其并行化方法,提升了应用效率。针对地震正演技术在地震解释研究中的应用方法,笔者提出了面向OVT(偏移距向量片,Offset Vector Tile)五维解释的三维地震正演应用流程,支撑基于全方位和分方位叠加数据的复杂构造响应特征分析工作,本方法可为三维波动方程地震正演技术在地震解释中的应用提供借鉴和指导。 展开更多
关键词 三维正演模拟 地震解释研究 叠后纵横向分析 叠前分方位分析 OVT五维解释
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海上深层低渗气田精细地震成像处理关键技术及应用
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作者 涂齐催 娄敏 +5 位作者 李炳颖 刘江 毛云新 潘雅婷 吴啸啸 张宇慧 《海洋地质前沿》 北大核心 2026年第1期95-106,共12页
A气田位于东海盆地西湖凹陷内,所在海域水深为90~110 m,主要气藏埋深均在海平面4 000 m以深,气田现有的叠前深度偏移(prestack depth migration, PSDM)地震资料在小断层识别、储层内幕刻画、钻井深度预测等方面均存在不足,亟需开展针对... A气田位于东海盆地西湖凹陷内,所在海域水深为90~110 m,主要气藏埋深均在海平面4 000 m以深,气田现有的叠前深度偏移(prestack depth migration, PSDM)地震资料在小断层识别、储层内幕刻画、钻井深度预测等方面均存在不足,亟需开展针对性的地震资料重处理,以改善地震资料品质、提高低渗气藏描述精度,推动气田高效开发。基于原始地震数据,在开展海域噪声压制、源缆鬼波压制、浅水多次波压制的基础上,重点开展了精细地震成像处理,主要包括:高精度速度分析、弯曲射线Kirchhoff叠前时间偏移、全局寻优网格层析速度反演、井震联合各向异性速度建模、Kirchhoff各向异性叠前深度偏移。通过以上精细地震处理,地震资料信噪比和分辨率明显提高,深层地震成像能量更聚焦,深层断层成像和储层内幕更清晰;基于成像处理的地震速度开展钻前深度预测,与实际钻井层位标定深度更接近。新处理资料应用表明,以上精细成像处理技术及流程对海上深层低渗气田地震资料改善作用明显,可在相似区块进行推广应用。 展开更多
关键词 东海盆地 地震成像 鬼波 层析速度反演 各向异性 叠前深度偏移
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致密气水平井地震导向技术在金秋气田的应用
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作者 李源 刘微 +1 位作者 章雄 张德明 《物探与化探》 2026年第1期34-42,共9页
四川盆地金秋气田致密气资源丰富,受多期构造运动影响,侏罗系沙溪庙组正断层分布广,主要目标6号、8号河道砂体纵向叠置、横向相互搭接、厚度变化快、薄泥岩夹层发育、储层非均质性强等因素给水平井导向带来极大挑战。为此,建立了一套致... 四川盆地金秋气田致密气资源丰富,受多期构造运动影响,侏罗系沙溪庙组正断层分布广,主要目标6号、8号河道砂体纵向叠置、横向相互搭接、厚度变化快、薄泥岩夹层发育、储层非均质性强等因素给水平井导向带来极大挑战。为此,建立了一套致密气水平井地震导向技术体系指导随钻跟踪。在高置信地震数据基础上,根据不同地质情况分别针对入靶和水平段建立相应的导向技术。首先,在区域速度基础上,利用导眼井和正钻水平井动态校正速度获得精度更高的时深转换速度,结合地质统计学反演提高分辨率,指导入靶;然后在区域成果基础上,结合已钻导眼井、水平井信息,分别采用处理解释一体化动态各向异性叠前深度偏移、动态地质统计学反演和叠前同时反演,预测地层产状、砂体、含气“甜点”,指导水平段钻进。实钻跟踪结果表明,该技术确保了水平井精准入靶,提高了砂体和含气“甜点”钻遇率,可为致密气高效开发提供技术保障。 展开更多
关键词 致密气 水平井 导向技术 处理解释一体化 叠前地震数据 金秋气田
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基于优势道叠加的相控地质统计学反演在深水油田的应用
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作者 郭丽 吴意明 +4 位作者 李黎 徐超 郭飞 汪生好 夏晓燕 《中外能源》 2026年第2期44-51,共8页
流花深水A油田主要开发层系为巨厚砂岩储层ZJ470,但砂岩内部发育了1~5m的隔夹层,隔夹层的发育极大地影响了开发井的生产效果。由于地震资料品质限制、砂泥岩阻抗叠置及井控程度低等因素的影响,常规的反演技术难以有效刻画隔夹层分布。为... 流花深水A油田主要开发层系为巨厚砂岩储层ZJ470,但砂岩内部发育了1~5m的隔夹层,隔夹层的发育极大地影响了开发井的生产效果。由于地震资料品质限制、砂泥岩阻抗叠置及井控程度低等因素的影响,常规的反演技术难以有效刻画隔夹层分布。为此,提出基于优势道叠加的相控地质统计学反演方法。首先通过优势道叠加技术获得高品质的地震资料,为薄层的反演提供坚实的资料基础。然后通过构建空变压实趋势的低频模型消除砂泥岩阻抗叠置的影响,再通过细分层建立纵向复杂岩性的概率密度函数,最后引入沉积微相来控制储层的横向展布,从而实现了少井地区相控高分辨率地质统计学的反演。反演成果有效刻画了5m以内的泥岩隔夹层空间变化,符合地质认识,泥岩隔夹层的厚度与盲井的吻合度达到83%,为流花深水A油田开发井的顺利实施奠定了基础。 展开更多
关键词 优势道叠加 地质统计学反演 隔夹层分布 相控 沉积微相
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Chirality inversion via van der Waals interactions to π-π stacking in non-equilibrium assembly within a narrow temperature range
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作者 Peiwen Chen Kuo Fu +3 位作者 Xiangyang Zhang Shengyin Zhao Hongwei Wu Guofeng Liu 《Nano Research》 2025年第7期70-78,共9页
Understanding the dynamic control of supramolecular chirality is essential for the development of advanced chiral materials.This study presents a system where solvent-induced self-assembly of ortho-pyridine-azo-choles... Understanding the dynamic control of supramolecular chirality is essential for the development of advanced chiral materials.This study presents a system where solvent-induced self-assembly of ortho-pyridine-azo-cholesterol(o-PAzPCC)and temperature-regulated co-assembly with Cu2+exhibit dynamic supramolecular chirality inversion.Dimethylsulfoxide(DMSO)and alcohol solvents induce the reverse assembly of o-PAzPCC monomers,leading to circular dichroism(CD)signal inversion.Notably,the chloro-bridged Cu^(2+)/o-PAzPCC co-assembly system demonstrates temperature-regulated chirality inversion within a narrow range(283 to 293 K).At 283 K,van der Waals forces drive the formation of non-equilibrium nanosheet structures(Agg I)with positive CD absorption at 390 nm.At 293 K,π-πstacking interactions promote equilibrium nanoribbon structures(Agg III)with negative CD absorption at 440 nm wavelength.Increasing the temperature from 283 K can induce a transformation of the nanosheet structures to nanoflower structures(Agg II),characterized by positive CD absorption at 440 nm.The chirality inversion can be finely tuned by adjusting the concentrations and ultrasonication time.This work enhances our understanding of chiral assembly processes and their chirality transmission mechanisms,advancing the development of chiral supramolecular materials for applications in biological systems. 展开更多
关键词 SUPRAMOLECULAR CHIRALITY inversion NON-EQUILIBRIUM self-assembly chloro-bridged bond coordinated SUPRAMOLECULAR polymer π-π stacking
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基于Stacking-Bert集成学习的中文短文本分类算法 被引量:12
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作者 郑承宇 王新 +2 位作者 王婷 尹甜甜 邓亚萍 《科学技术与工程》 北大核心 2022年第10期4033-4038,共6页
由于word2vec、Glove等静态词向量表示方法存在无法完整表示文本语义等问题,且当前主流神经网络模型在做文本分类问题时,其预测效果往往依赖于具体问题,场景适应性差,泛化能力弱。针对上述问题,提出一种多基模型框架(Stacking-Bert)的... 由于word2vec、Glove等静态词向量表示方法存在无法完整表示文本语义等问题,且当前主流神经网络模型在做文本分类问题时,其预测效果往往依赖于具体问题,场景适应性差,泛化能力弱。针对上述问题,提出一种多基模型框架(Stacking-Bert)的中文短文本分类方法。模型采用BERT预训练语言模型进行文本字向量表示,输出文本的深度特征信息向量,并利用TextCNN、DPCNN、TextRNN、TextRCNN等神经网络模型构建异质多基分类器,通过Stacking集成学习获取文本向量的不同特征信息表达,以提高模型的泛化能力,最后利用支持向量机(support vector machine,SVM)作为元分类器模型进行训练和预测。与word2vec-CNN、word2vec-BiLSTM、BERT-TexCNN、BERT-DPCNN、BERT-RNN、BERT-RCNN等文本分类算法在网络公开的三个中文数据集上进行对比实验,结果表明,Stacking-Bert集成学习模型的准确率、精确率、召回率和F_(1)均为最高,能有效提升中文短文本的分类性能。 展开更多
关键词 多基模型框架 BERT预训练语言模型 stacking集成学习 短文本分类
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Review on Applications of 3D Inverse Design Method for Pump 被引量:1
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作者 YIN Junlian WANG Dezhong 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2014年第3期520-527,共8页
The 3D inverse design method, which methodology is far superior to the conventional design method that based on geometrical description, is gradually applied in pump blade design. However, no complete description abou... The 3D inverse design method, which methodology is far superior to the conventional design method that based on geometrical description, is gradually applied in pump blade design. However, no complete description about the method is outlined. Also, there are no general rules available to set the two important input parameters, blade loading distribution and stacking condition. In this sense, the basic theory and the mechanism why the design method can suppress the formation of secondary flow are summarized. And also, several typical pump design cases with different specific speeds ranging from centrifugal pump to axial pump are surveyed. The results indicates that, for centrifugal pump and mixed pump or turbine, the ratio of blade loading on the hub to that on the shroud is more than unit in the fore part of the blade, whereas in the aft part, the ratio is decreased to satisfy the same wrap angle for hub and shroud. And the choice of blade loading type depends on the balancing of efficiency and cavitation. If the cavitation is more weighted, the better choice is aft-loaded, otherwise, the fore-loaded or mid-loaded is preferable to improve the efficiency. The stacking condition, which is an auxiliary to suppress the secondary flow, can have great effect on the jet-wake outflow and the operation range for pump. Ultimately, how to link the design method to modem optimization techniques is illustrated. With the know-how design methodology and the know-how systematic optimization approach, the application of optimization design is promising for engineering. This paper summarizes the 3D inverse design method systematically. 展开更多
关键词 PUMP 3D inverse design blade loading stacking condition optimization
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The application of amplitude-preserved processing and migration for carbonate reservoir prediction in the Tarim Basin,China 被引量:6
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作者 Sam Zandong Sun Yang Haijun +4 位作者 Zhang Yuanyin Han Jianfa WangDan Sun Wenbo Jiang Shan 《Petroleum Science》 SCIE CAS CSCD 2011年第4期406-414,共9页
Conventional seismic exploration method based on post-stack data usually fails to identify the distribution of fractured and caved carbonate reservoirs in the Tarim Basin,so the rich pre-stack information should be ap... Conventional seismic exploration method based on post-stack data usually fails to identify the distribution of fractured and caved carbonate reservoirs in the Tarim Basin,so the rich pre-stack information should be applied to the prediction of carbonate reservoirs.Amplitude-preserved seismic data processing is the foundation.In this paper,according to the feature of desert seismic data (including weak reflection,fast attenuation of high frequency components,strong coherent noises,low S/N and resolution),a set of amplitude-preserved processing techniques is applied and a reasonable processing flow is formed to obtain the high quality data.After implementing a set of pre-stack amplitude-preserved processing,we test and define the kernel parameters of amplitude-preserved Kirchhoff PSTM (pre-stack time migration) and subsequent gathers processing,in order to obtain the amplitude-preserved gathers used to the isotropic pre-stack inversion for the identification of caved reservoirs.The AVO characteristics of obtained gathers fit well with the synthetic gathers from logging data,and it proves that the processing above is amplitudepreserved.The azimuthal processing techniques,including azimuth division and binning enlargement,are implemented for amplitude-preserved azimuthal gathers with the uniform fold.They can be used in the anisotropic inversion to detect effective fractures.The processing techniques and flows are applied to the field seismic data,and are proved available for providing the amplitude-preserved gathers for carbonate reservoir prediction in the Tarim Basin. 展开更多
关键词 Amplitude-preserved processing amplitude-preserved pre-stack time migration azimuth carbonate reservoir Tarim Basin
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