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Shear wave velocity inversion of marine sediments using deep-water OBS Scholte-wave data 利用深水 OBS 肖尔特波数据反演海洋沉积物的剪切波速度
IF 0.7 4区 地球科学 Q4 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-03-21 DOI: 10.1007/s11770-024-1073-z
Peng-Fei Yu, Jia-Meng Jiang, Jian-Hua Geng, Bao-Jin Zhang

Acoustic velocity varies in deep-water environments, and the variable-velocity seawater can affect the dispersion characteristics of Scholte wave. To improve the accuracy of inversion, a horizontal layered-seawater and layered-seabed (HLSLS) model is established with continuously varying velocities for seabed S-wave velocity inversion using Scholte wave. First, we deduced the Scholte wave dispersion equation and the amplitude-depth equation of the HLSLS model based on wave theory. Then, with the real acoustic velocity of the seawater and submarine sediments parameters of the Shenhu area in the South China Sea, we analyzed the influence of variable-velocity seawater on the dispersion characteristics of Scholte wave. Finally, we performed two-dimensional (2D) S-wave velocity inversion on the field OBS multi-component data in the South China Sea. The results showed that the variation of seawater acoustic velocity had a certain influence on the dispersion characteristics of Scholte wave in deep water. The accuracy and practicality of our method were verified through numerical and filed data experiments.

深水环境中的声速是变化的,变速海水会影响肖尔特波的频散特性。为了提高反演的精度,建立了水平分层海水和分层海底(HLSLS)模型,利用连续变化的速度对海底 S 波进行肖尔特波速度反演。首先,我们根据波浪理论推导出 Scholte 波频散方程和 HLSLS 模型的幅深方程。然后,结合南海神狐海域海水实际声速和海底沉积物参数,分析了变速海水对 Scholte 波频散特性的影响。最后,我们对南海现场 OBS 多分量数据进行了二维 S 波速度反演。结果表明,海水声速的变化对深水肖尔特波的频散特性有一定的影响。通过数值和锉刀数据实验验证了我们方法的准确性和实用性。
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引用次数: 0
Resistivity tomography based on multichannel electrodes 基于多通道电极的电阻率层析成像技术
IF 0.7 4区 地球科学 Q4 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-03-04 DOI: 10.1007/s11770-024-1059-x

Abstract

With the constantly changing engineering construction sector, the detection accuracy of conventional electrical resistivity tomography (ERT) is no longer sufficient. A multichannel electrode design (MERT)-based ERT is introduced in this paper to address the growing need for resolution. The imaging accuracy of the ERT method is improved through the collection of apparent resistivity data in various directions by measuring the potential difference between different channels. Numerical simulation results of the inclined high-resistivity anomaly model reveal that MERT is a precise representation of the shape, inclined direction, and buried depth of the anomaly, with thoroughfare M2N2 producing the most precise forward and inverse results. Based on the analysis results of the model resolution matrix, when the buried depth of power supply points and the gap between potential acquisition points are 30%–90% and 30%–60% of the electrode distance, respectively, the MERT approach yields superior detection outcomes. The detection effect of the MERT method on anomalous bodies with different burial depths under the optimal parameters also indicates that the MERT method can obtain richer potential change information with higher resolution in deep areas compared to the ERT method. With the implementation of the MERT approach, the scope of applications for ERT is expanded, the accuracy of ERT detection is increased, and the progress of near-surface fine detection is positively influenced.

摘要 随着工程建设领域的不断变化,传统电阻率层析成像(ERT)的探测精度已不再足够。本文介绍了一种基于多通道电极设计(MERT)的电阻率层析成像技术,以满足日益增长的分辨率需求。通过测量不同通道之间的电位差,收集不同方向的视电阻率数据,提高了 ERT 方法的成像精度。倾斜高电阻率异常模型的数值模拟结果表明,MERT 可以精确地表示异常的形状、倾斜方向和埋藏深度,其中通路 M2N2 得出的正演和反演结果最为精确。根据模型分辨率矩阵的分析结果,当电源点的埋深和电位采集点之间的间隙分别为电极距离的 30%-90%和 30%-60%时,MERT 方法的检测效果更优。在最优参数下,MERT 方法对不同埋深异常体的探测效果也表明,与 ERT 方法相比,MERT 方法在深部区域可以获得更丰富的电位变化信息,分辨率更高。MERT方法的应用,扩大了ERT的应用范围,提高了ERT的探测精度,对近地表精细探测的进展产生了积极影响。
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引用次数: 0
Fracture prediction method for narrow-azimuth seismic data of offshore streamer acquisition 近海流束采集窄方位地震数据的断裂预测方法
IF 0.7 4区 地球科学 Q4 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-03-01 DOI: 10.1007/s11770-024-1077-8

Abstract

Considering the constraints in the costs and efficiency of seismic exploration acquisition, marine hydrocarbon exploration mainly relies on towed-streamer acquisition. However, the seismic data obtained from streamers have limited azimuthal coverage, posing significant challenges for the prediction of complex fractured reservoirs using azimuthal anisotropy features. To address this issue, we proposed a workflow for conventional offshore narrow-azimuth streamer data, including the local angle domain migration imaging and prestack anisotropy inversion methods based on the Rüger approximation equation. First, the local angle domain full-azimuth migration imaging method is used to perform prestack imaging processing on narrow-azimuth streamer seismic data, thus obtaining prestack gather data with azimuth information. The prestack anisotropy parameter inversion method is then used to predict the fracture intensity distribution. Finally, the method and technical process proposed in this paper are applied to the fractured reservoir description of buried hills reservoirs in the deepwater area of the northern South China Sea. The practical results demonstrate that the proposed workflow, which combines full-azimuth migration imaging processing and prestack azimuthal anisotropy parameter inversion, can accurately predict fractured reservoirs using narrow-azimuth seismic data acquired through marine towed-streamer surveys. This technical workflow is also applicable to fracture predictions and reservoir evaluations in similar seismic survey areas.

摘要 考虑到地震勘探采集成本和效率的限制,海洋油气勘探主要依靠拖曳流媒体采集。然而,流束获取的地震数据方位角覆盖范围有限,这给利用方位角各向异性特征预测复杂断裂储层带来了巨大挑战。为解决这一问题,我们提出了一种针对常规海上窄方位流束数据的工作流程,包括基于鲁格近似方程的局部角域迁移成像和预叠加各向异性反演方法。首先,利用局部角域全方位角迁移成像法对窄方位流地震数据进行预叠加成像处理,从而获得包含方位角信息的预叠加采集数据。然后利用预叠加各向异性参数反演方法预测断裂强度分布。最后,将本文提出的方法和技术流程应用于南海北部深水区埋藏丘陵储层的裂缝储层描述。实践结果表明,所提出的工作流程结合了全方位角迁移成像处理和预叠加方位角各向异性参数反演,能够利用海洋拖曳流勘探获得的窄方位角地震资料准确预测断裂储层。该技术工作流程也适用于类似地震勘探区域的裂缝预测和储层评估。
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引用次数: 0
Tectonic framework of Qilian orogen: reveal from an aeromagnetic anomaly feature 祁连山造山带构造框架:从航空磁异常特征中揭示
IF 0.7 4区 地球科学 Q4 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-02-12 DOI: 10.1007/s11770-023-1041-z
Hai Yang, Shengqing Xiong, Qiankun Liu, Daoqing Zhou, Xue Yang, Zhengguo Fan, Zhiye Jia

The Qilian Orogenic belt is one of the typical orogenic belts globally and a natural laboratory for studying plate tectonics. Many researchers have studied the ophiolite and high pressure and ultra-high pressure metamorphic rocks in the Qilian orogen and obtained valuable achievements. However, a hot debate exists on the basement property, the distribution of ophiolite, and the boundaries of tectonic units. Large-scale high-precision aeromagnetic surveys have recently been conducted in the Qilian Orogenic belt and adjacent areas. In this study, we are trying to analysis the tectonic framework of the Qilian Orogen using 1:500, 000 aeromagnetic data. The results provide geophysical perspectives for studying the structural framework and deformation of this area. According to the aeromagnetic ΔT anomaly map, the central and Southern Qilian have the same magnetic anomaly feature that noticeably differs from the North Qilian Orogenic belt and the Qaidam Block. This result indicates that the central and Southern Qilian have a unified magnetic basement and differ from the North Qilian orogenic belt and Qaidam Block. The map shows the distribution of ophiolite in the North Qilian orogenic belt. Linear magnetic anomalies represent the ophiolites because the mafic–ultramafic rocks usually have high magnetic susceptibility. The ophiolite belts are continuously distributed in the western part of North Qilian orogenic belt and have a large scale. However, the scale of the ophiolite belt and the outcropping of mafic–ultramafic rocks reduces when they pass through Qilian County to the east. The results indicate differences in the evolution process between the eastern and western parts of North Qilian, with Qilian County as the transition zone. This study also systematically defines the geophysical boundaries of the Qaidam Block, Qilian Block, North Qilian Orogenic belt, and Alxa block. It is proposed that the sinistral displacement of the Altun Fault is adjusted and absorbed by the series of NE-trending faults in the Qilian orogen and merge into the Longshoushan–Gushi Fault. The extension of the North Qilian Orogenic belt is strengthened by the neotectonics movement along the shearing direction, which separated the North Qilian Orogenic belt into several segments and formed a series of northeast-trending faults.

祁连造山带是全球典型的造山带之一,也是研究板块构造的天然实验室。许多研究人员对祁连造山带的蛇绿岩和高压、超高压变质岩进行了研究,取得了宝贵的成果。然而,在基底性质、蛇绿岩分布、构造单元边界等方面还存在着激烈的争论。最近在祁连造山带及其邻近地区开展了大规模高精度航空磁测。在这项研究中,我们试图利用 1:500,000 航磁数据分析祁连造山带的构造框架。研究结果为研究该地区的构造框架和变形提供了地球物理视角。根据航磁ΔT异常图,祁连中部和南部具有相同的磁异常特征,与祁连造山带北部和柴达木地块有明显差异。这一结果表明,祁连中部和南部具有统一的磁性基底,与北祁连造山带和柴达木块体不同。该图显示了北祁连造山带的蛇绿岩分布。线性磁异常代表蛇绿岩,因为黑云母-超基性岩通常具有较高的磁感应强度。蛇绿岩带在北祁连造山带西部连续分布,规模较大。但向东经过祁连县时,蛇绿岩带的规模和黑云母-超基性岩的出露规模有所减小。研究结果表明,以祁连县为过渡带,北祁连东西部演化过程存在差异。本研究还系统界定了柴达木块体、祁连块体、北祁连造山带和阿拉善块体的地球物理边界。研究提出,阿尔金山断层的正弦位移被祁连造山带中一系列东北向断层调整吸收,汇入龙首山-固始断层。新构造运动沿剪切方向将北祁连造山带分隔成若干段,并形成一系列东北走向断层,从而加强了北祁连造山带的延伸。
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引用次数: 0
Research on a nonlinear hybrid optimal PSO microseismic positioning method 非线性混合优化 PSO 微地震定位方法研究
IF 0.7 4区 地球科学 Q4 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-02-10 DOI: 10.1007/s11770-024-1064-0
Yang Xiao, Wei-jian Liu, Hao-nan Wang, Meng-jie Hou, Sen-sen Dong, Zhi-zeng Zhang

Impact ground pressure events occur frequently in coal mining processes, significantly affecting the personal safety of construction workers. Real-time microseismic monitoring of coal rock body rupture information can provide early warnings, and the seismic source location method is an essential indicator for evaluating a microseismic monitoring system. This paper proposes a nonlinear hybrid optimal particle swarm optimisation (PSO) microseismic positioning method based on this technique. The method first improves the PSO algorithm by using the global search performance of this method to quickly find a feasible solution and provide a better initial solution for the subsequent solution of the nonlinear optimal microseismic positioning method. This approach effectively prevents the problem of the microseismic positioning method falling into a local optimum because of an over-reliance on the initial value. In addition, the nonlinear optimal microseismic positioning method further narrows the localisation error based on the PSO algorithm. A simulation test demonstrates that the new method has a good positioning effect, and engineering application examples also show that the proposed method has high accuracy and strong positioning stability. The new method is better than the separate positioning method, both overall and in three directions, making it more suitable for solving the microseismic positioning problem.

煤矿开采过程中经常发生冲击地压事件,严重影响施工人员的人身安全。对煤岩体破裂信息进行实时微震监测可以提供预警,而震源定位方法是评价微震监测系统的重要指标。本文在此基础上提出了一种非线性混合优化粒子群优化(PSO)微震源定位方法。该方法首先改进了 PSO 算法,利用该方法的全局搜索性能,快速找到可行解,为非线性最优微震定位方法的后续求解提供更好的初始解。这种方法有效地避免了微地震定位方法因过度依赖初始值而陷入局部最优的问题。此外,非线性最优微震定位方法在 PSO 算法的基础上进一步缩小了定位误差。仿真测试表明,新方法具有良好的定位效果,工程应用实例也表明,所提出的方法具有较高的精度和较强的定位稳定性。新方法在整体和三个方向上都优于单独的定位方法,更适合解决微震定位问题。
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引用次数: 0
Analysis of the operation characteristics of solar-assisted shallow geothermal energy systems in rural residential areas in southern Hebei Province 河北省南部农村住宅区太阳能辅助浅层地热能系统运行特性分析
IF 0.7 4区 地球科学 Q4 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-02-08 DOI: 10.1007/s11770-024-1051-5
Hai-Min Wang, Jian-Wei Li, Wen-Guang Jia, Tong-Hui Wang, Xu Wang, Ling-Ling Bao

Shallow geothermal heat has the characteristics of wide distribution and huge reserves. However, for northern rural buildings, the heating load in winter is much greater than the cooling load in summer, and thermal imbalance of the soil is prone to occur. This paper takes rural residences in southern Hebei as an example and designs a solar-assisted shallow geothermal energy system. Compared with the original shallow ground-source heat pump system, the indoor and outdoor temperature differences of the target building were first analyzed. Second, the changes in the soil temperature field and the differences in the supply and return water temperature were monitored. Finally, the initial investment and operating costs of the assisted system are analyzed. The results show that the average ground temperature field increases significantly in winter. Through the alternate operation of solar energy and ground-source heat pumps, heat extraction from the ground is reduced, and the imbalance cycle of heat extraction in winter and heat removal in summer is shortened. It alleviates the imbalance of the cold and heat loads for soil throughout the year. The inlet and outlet water temperature and heat exchange efficiency of the buried pipes have been significantly improved. The energy efficiency ratio of the system using the assisted system has increased from 3.40 in 2020 to 4.17, an increase of 0.77. The optimal ratio of the solar- assisted shallow geothermal energy system is a 12.80 m2 solar heat-collection area and one buried hole. The winter heating operating cost of the solar-assisted shallow geothermal energy system is 18.86 CNY/m2. It can save 37% of the annual operating costs of heating, cooling, and hot water compared to a single ground-source heat pump system and 40%–45% compared to traditional heating and cooling modes.

浅层地热具有分布广、储量大的特点。但对于北方农村建筑而言,冬季采暖负荷远大于夏季制冷负荷,容易出现土壤热平衡失调。本文以河北南部农村住宅为例,设计了太阳能辅助浅层地热能系统。与原有的浅层地源热泵系统相比,首先分析了目标建筑的室内外温差。其次,监测了土壤温度场的变化以及供回水温度的差异。最后,分析了辅助系统的初始投资和运行成本。结果表明,冬季平均地温场明显升高。通过太阳能和地源热泵的交替运行,减少了从地下的取热,缩短了冬季取热和夏季排热的不平衡周期。它缓解了土壤全年冷热负荷的不平衡。地埋管的进出水温度和热交换效率都得到了显著提高。使用辅助系统的系统能效比从 2020 年的 3.40 提高到 4.17,提高了 0.77。太阳能辅助浅层地热能系统的最佳配比为 12.80 平方米的太阳能集热面积和一个埋管孔。太阳能辅助浅层地热能系统的冬季采暖运行成本为 18.86 元人民币/平方米。与单一的地源热泵系统相比,该系统每年可节省 37% 的供暖、制冷和热水运行费用,与传统的供暖和制冷模式相比,可节省 40%-45% 的运行费用。
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引用次数: 0
Structural controlling conditions for dry hot rock reservoirs in the middle section of the northern margin in the North China Block 华北地块北缘中段干热岩储层的构造控制条件
IF 0.7 4区 地球科学 Q4 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-02-08 DOI: 10.1007/s11770-023-1043-x
Yan-Xu Liu, Wen-Yong Li, Shan-Gao, An-Qi Cao, Zhe-Xin Jiang, Wei-di Meng

According to a comprehensive analysis of regional geology–geophysics, this article focuses on structural conditions for dry hot rocks in the middle section of the northern margin of the North China Block and adjacent areas, revealing the controlling effect of the structure of dry hot rock reservoirs. Based on processing the latest high-precision data from an aeromagnetic survey, studying the characteristics of aeromagnetic anomalies such as geophysical field boundaries, anomaly zones, and anomaly dislocation lines, and quantitative calculation results of wavelet analysis and other methods, this study discusses the characteristics, scales, and cutting relationships and further clarifies the levels, active periods, and relative strengths of the faults in the middle section of the northern margin of the North China Block and its adjacent areas. According to their aeromagnetic data and aeromagnetic identification mark, faults in the studying region are determined in detail. The study region mainly develops four groups of regional faults. The main faults in this region are in the near-EW, NE, SN, and NW directions. Their interlacing and overlapping constitute the complex structural features of the study area and control regional magmatic activity. The deep faults are important channels for upwelling deep heat sources and the eruption or intrusion of magma. The control degree of regional faults in different directions on magmatic activity differs. Next, we discuss the fault system and its mutual control and propose that the faults in the near-NW direction also have great importance in tectonic evolution in the northern part of the North China Block and merit more attention.

本文根据区域地质地球物理综合分析,重点研究了华北地块北缘中段及邻近地区干热岩的构造条件,揭示了干热岩储层构造的控制作用。本研究在处理最新航空磁测高精度数据,研究航空磁异常的地球物理场边界、异常带、异常位错线等特征,以及小波分析等方法定量计算结果的基础上,探讨了华北地块北缘中段及其邻区断层的特征、尺度和切割关系,进一步明确了华北地块北缘中段及其邻区断层的层位、活动期和相对强度。根据航磁数据和航磁识别标志,详细确定了研究区的断层。研究区主要发育四组区域性断层。该区域的主要断层分布在近东西向、东北向、西南向和西北向。它们的交错和重叠构成了研究区域复杂的构造特征,并控制着区域岩浆活动。深部断层是深部热源上涌、岩浆喷发或侵入的重要通道。不同方向的区域断层对岩浆活动的控制程度不同。接下来,我们讨论了断层系统及其相互控制,并提出近西北方向的断层在华北地块北部构造演化中也具有重要意义,值得进一步关注。
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引用次数: 0
Effects of pressure and fluid properties on S-wave attenuation of tight rocks based on ultrasonic experiments 基于超声波实验的压力和流体特性对致密岩 S 波衰减的影响
IF 0.7 4区 地球科学 Q4 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-01-13 DOI: 10.1007/s11770-024-1053-3
Xuming Pan, Jing Ba, Rupeng Ma, Weihua Liu, Wei Cheng, José M. Carcione

The tight oil/gas reservoirs in China have showed the great exploration prospects and high production potential, with the characteristics of low porosity, low permeability, and significant heterogeneity in formation rocks. It remains a challenge to sort out the relations between reservoir wave responses and rock physical properties, and the further studies on the wave response patterns of tight reservoirs are in an urgent demand. The shear modulus and S- (shear) wave attenuation of rocks are affected by the properties of pore fluid and confining pressure. The ultrasonic wave experiments are performed on eight partially-saturated tight sandstone samples at different confining pressures, and we estimate S-wave attenuation with the spectral-ratio method. Results show that S-wave attenuation decreases with increasing confining pressure, and the water saturation case shows more loss compared to the oil saturation case, while the gas saturation case gives the lowest attenuation. We observe the S-wave relaxation peak at an intermediate water saturation for the gas-water partial-saturation case in general. S-wave attenuation increases with increasing porosity or permeability. Based on the measured rock physical properties, and combined with the Voigt–Reuss–Hill (VRH) average, differential effective medium (DEM) model and squirt-flow model, a tight rock attenuation model is proposed for analyzing the attenuation characteristics of fluid-saturated rocks at different confining pressures. The model reasonably describes the S-wave attenuation characteristics. The model predictions of S-wave attenuation show apparent pressure- and fluid-sensitivity at full saturation and partial saturation conditions. For sample TS1-19 at full saturation with different confining pressures, the S-wave peak attenuation predicted by the model ranges from 11.6 to 69.5, and decreases with confining pressure, while the relaxation frequency shifts to high frequency end. For the partial saturation condition of the sample, the predicted S-wave peak attenuation ranges from 15.5 to 39.8 at a confining pressure of 30 MPa and increases with water saturation, while the relaxation frequency shifts to low frequency end. For all the samples at 30MPa confining pressure, the predicted S-wave attenuation ranges from 5.6 to 38.6. At the full-saturation case, the predicted S-wave attenuation increases with porosity and decreases with confining pressure. For the partial saturation case, the S-wave attenuation predicted with the model and the Voigt and Reuss bounds generally increases with water saturation, whereas the experimentally-measured attenuation exhibits the peak attenuation at an intermediate saturation.

中国致密油气藏具有低孔隙度、低渗透率、地层岩石异质性明显等特点,勘探前景广阔,生产潜力巨大。如何理清储层波响应与岩石物性之间的关系仍然是一个挑战,对致密储层波响应模式的深入研究迫在眉睫。岩石的剪切模量和 S-(剪切)波衰减受孔隙流体性质和约束压力的影响。我们对八个部分饱和致密砂岩样品在不同约束压力下进行了超声波实验,并采用频谱比值法估算了 S 波衰减。结果表明,S 波衰减随封闭压力的增加而减小,与油饱和情况相比,水饱和情况下的衰减更大,而气饱和情况下的衰减最小。我们观察到,一般情况下,在气水部分饱和情况下,S 波弛豫峰值处于中间水饱和度。S 波衰减随着孔隙度或渗透率的增加而增加。根据测得的岩石物理特性,结合 Voigt-Reuss-Hill (VRH) 平均法、差分有效介质 (DEM) 模型和喷流模型,提出了一种致密岩石衰减模型,用于分析不同约束压力下流体饱和岩石的衰减特征。该模型合理地描述了 S 波衰减特征。模型预测的 S 波衰减在完全饱和和部分饱和条件下显示出明显的压力和流体敏感性。对于不同封闭压力下完全饱和的 TS1-19 样品,模型预测的 S 波峰值衰减范围为 11.6 至 69.5,并随封闭压力的增加而减小,同时弛豫频率向高频端移动。对于部分饱和条件下的样品,在 30 兆帕的约束压力下,预测的 S 波峰值衰减范围为 15.5 至 39.8,并随水饱和度的增加而增加,同时弛豫频率向低频端移动。在 30MPa 约束压力下,所有样品的预测 S 波衰减在 5.6 到 38.6 之间。在全饱和情况下,预测的 S 波衰减随孔隙度的增加而增加,随约束压力的增加而减小。在部分饱和情况下,根据模型以及 Voigt 和 Reuss 边界预测的 S 波衰减一般随水饱和度的增加而增加,而实验测量的衰减在中间饱和度时达到峰值。
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引用次数: 0
Geostatistical inversion method based on seismic waveform similarity 基于地震波形相似性的地质统计反演方法
IF 0.7 4区 地球科学 Q4 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2024-01-05 DOI: 10.1007/s11770-023-1052-9
Xue-Bin Ni, Jia-Jia Zhang, Kang Chen, Guang-Zhi Zhang, Bao-Li Wang, Zhuo-Fan Liu, Ying Lin

Seismic stochastic inversion method has received much attention because of its considerable advantage of having higher vertical resolution than deterministic inversions. However, due to the lack of cross-well data, the inversion results typically exhibit poor lateral continuity. Furthermore, the inversion efficiency is low, and the inversion result is highly random. Therefore, this study proposes a geostatistical seismic inversion method constrained by a seismic waveform. The correlation coefficient of seismic data is used to measure the similarity of the seismic waveforms, replacing the traditional variogram for sequential Gaussian simulation. Under the Bayesian framework, the Monte Carlo-Markov Chain (MCMC) algorithm is combined with the constraints of seismic data to randomly perturb and optimize the simulation results for obtaining the optimized parameter inversion results. The model data tests show that the initial model based on seismic waveform constraints can accurately describe the spatial structure of the subsurface reservoir. In addition, perturbing and optimizing initial model can increase the convergence speed of the Markov chain and effectively improve the accuracy of the inversion results. In this paper, the proposed geostatistical inversion method is applied to the actual seismic data of an oil field. Under the constraints of the stochastic simulation process and objective function, the geological information contained in the seismic waveforms is fully mined, and a theoretical foundation is provided for realizing the multidata joint-constrained seismic inversion.

地震随机反演法具有比确定性反演法更高的垂直分辨率,因此备受关注。然而,由于缺乏跨井数据,反演结果通常表现出较差的横向连续性。此外,反演效率低,反演结果随机性强。因此,本研究提出了一种以地震波形为约束的地质统计地震反演方法。利用地震数据的相关系数来衡量地震波形的相似性,取代传统的变异图进行序列高斯模拟。在贝叶斯框架下,将蒙特卡罗-马尔可夫链(MCMC)算法与地震数据约束相结合,对模拟结果进行随机扰动和优化,从而得到优化的参数反演结果。模型数据测试表明,基于地震波形约束的初始模型能够准确描述地下储层的空间结构。此外,对初始模型进行扰动和优化可以提高马尔可夫链的收敛速度,有效提高反演结果的精度。本文将提出的地质统计反演方法应用于某油田的实际地震数据。在随机模拟过程和目标函数的约束下,充分挖掘了地震波形所包含的地质信息,为实现多数据联合约束地震反演提供了理论基础。
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引用次数: 0
Improving the resolution of poststack seismic data based on UNet+GRU deep learning method 基于 UNet+GRU 深度学习方法提高叠后地震数据分辨率
IF 0.7 4区 地球科学 Q4 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2023-12-29 DOI: 10.1007/s11770-023-1038-7
Ai-Hua Guo, Peng-Fei Lu, Dan-Dan Wang, Ji-zhong Wu, Chen Xiao, Huai-Yu Peng, Shu-Hao Jiang

Most existing seismic data frequency enhancement methods have limitations. Given the advantages and disadvantages of these methods, this study attempts to apply deep learning technology to improve seismic data resolution. First, on the basis of the UNet deep learning method, which combines well-logging and seismic data, a synthetic seismic record is established with logging acoustic data and density, the borehole synthetic seismic record is labeled, and the borehole seismic trace data are taken as the input data. The training model of the borehole seismic trace data and the borehole synthetic seismic record is established to improve the medium- and high-frequency information in the seismic data. Second, the gate recurrent unit (GRU) is used to retain the low-frequency trend in the original seismic record, and the UNet and GRU results are combined to improve the medium- and high-frequency information while preserving the low-frequency information in the seismic data. Then, model training is performed, the model is applied to the three-dimensional seismic data volume for calculation, and the seismic data resolution is improved. The information extracted using our method is more abundant than that extracted using previous methods. The application of a theoretical model and actual field data shows that our method is effective in improving the resolution of poststack seismic data.

现有的大多数地震数据频率增强方法都存在局限性。鉴于这些方法的优缺点,本研究尝试应用深度学习技术提高地震数据分辨率。首先,在结合测井和地震数据的 UNet 深度学习方法基础上,利用测井声学数据和密度建立合成地震记录,对井眼合成地震记录进行标注,并将井眼地震道数据作为输入数据。建立井眼地震道数据和井眼合成地震记录的训练模型,以改进地震数据中的中高频信息。其次,利用门递归单元(GRU)保留原始地震记录中的低频趋势,并将 UNet 和 GRU 的结果结合起来,在保留地震数据中低频信息的同时改进中高频信息。然后进行模型训练,将模型应用于三维地震数据卷计算,提高地震数据分辨率。与以往方法相比,我们的方法提取的信息更加丰富。理论模型和实际野外数据的应用表明,我们的方法能有效提高叠后地震数据的分辨率。
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Applied Geophysics
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