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Integrated thin layer classification and reservoir characterization using sparse layer reflectivity inversion and radial basis function neural network: a case study 利用稀疏层反射率反演和径向基函数神经网络进行综合薄层分类和储层表征:案例研究
IF 1.4 4区 地球科学 Q2 Earth and Planetary Sciences Pub Date : 2024-01-19 DOI: 10.1007/s11001-023-09537-w

Abstract

Understanding subterranean reservoirs, geological characteristics, fluid composition, and hydrocarbon potential strongly relies on precise reservoir characterization. Seismic inversion is a key method in reservoir characterization to approximate the acoustic impedance and porosity of underlying rock formations using seismic and well-log data. A sparse layer reflectivity (SLR) post-stack inversion method approach is used in this study to make thin layers more visible. To generate an impedance volume, it uses a predetermined wavelet library, an objective function, and a regularization parameter, the regularization parameter is a tunable parameter used to control the balance between fitting the data closely (minimizing the misfit) and ensuring a smooth and stable model for and sparseness computed coefficients. This study uses Blackfoot data to estimate the density, velocity, impedance, and porosity of a particular region using the SLR and Radial Basis Function Neural Network (RBFNN). According to the interpretation of the impedance section, a low impedance anomaly zone with an impedance range of (8500–9000) m/s*g/cc is present at a time of (1040–1065) ms. The low impedance zone is classified as a clastic glauconitic sand channel (reservoir zone) based on the correlation between seismic and borehole data. Further, a Radial Basis Function Neural Network (RBFNN) has been applied to the data to estimate porosity volume and to conduct a more thorough examination of the reservoir zone and cross-validate inverted results. The research demonstrates that the high porosity zone, low velocity, and density zone are discovered by the RBFNN technique, and the low impedance zone interpreted in inversion findings are correlating, which confirms the existence of the glauconitic sand channel. This research is crucial for understanding how well SLR, RBFNN, and multi-attribute analysis work to define sand channels.

摘要 了解地下储层、地质特征、流体成分和油气潜力在很大程度上依赖于精确的储层特征描述。地震反演是储层特征描述中的一种关键方法,可利用地震和井记录数据近似计算下伏岩层的声阻抗和孔隙度。本研究采用了稀疏层反射率(SLR)叠后反演方法,使薄层更加明显。为了生成阻抗卷,它使用了一个预定的小波库、一个目标函数和一个正则化参数,正则化参数是一个可调参数,用于控制紧密拟合数据(最小化误拟合)与确保平滑稳定的模型和稀疏计算系数之间的平衡。本研究使用 Blackfoot 数据,利用 SLR 和径向基函数神经网络(RBFNN)估算特定区域的密度、速度、阻抗和孔隙度。根据对阻抗剖面的解释,在(1040-1065)毫秒时存在一个阻抗范围为(8500-9000)米/秒*克/立方厘米的低阻抗异常区。根据地震数据和钻孔数据之间的相关性,低阻抗区被归类为碎屑釉质砂道(储层区)。此外,还将径向基函数神经网络(RBFNN)应用到数据中,以估算孔隙度体积,并对储层带进行更彻底的检查和交叉验证反演结果。研究表明,RBFNN 技术发现的高孔隙度区、低速度区和密度区与反演结果解释的低阻抗区是相关的,这证实了釉质砂道的存在。这项研究对于了解 SLR、RBFNN 和多属性分析如何有效界定砂道至关重要。
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引用次数: 0
Hydrocarbon migration and structural reservoir traps in the Western Black Sea Basin: evidence from satellite-derived gravity tensor data 西黑海盆地的碳氢化合物迁移和构造储层陷阱:卫星重力张量数据提供的证据
IF 1.4 4区 地球科学 Q2 Earth and Planetary Sciences Pub Date : 2024-01-17 DOI: 10.1007/s11001-023-09535-y

Abstract

The Black Sea, situated between Türkiye, Bulgaria, Romania, Ukraine, and Russia, is tectonically separated into two different sub-basins: Eastern and Western Black Sea. These two sub-basins have been a target of interest for oil and gas exploration for several decades. Although the participation of the Black Sea Basin in the global oil market is very small compared to the Caspian Sea, this basin is considered a potential hydrocarbon deposit since both areas have similar characteristics in terms of source rock. In this study, satellite-derived Bouguer and free-air gravity data were interpreted to disclose the prospective hydrocarbon reservoirs and gas hydrate deposits within the Western Black Sea Basin. The locations of the maxima identified in the I2 invariants map were assessed as five substantial hydrocarbon prospective zones three of which are in the Turkish Exclusive Economic Zone. Numerous oil and gas seeps are evidence of lateral and vertical hydrocarbon migration from the source rock through major faults in the WBSB where the maximum I2 anomalies are observed.

摘要 位于土耳其、保加利亚、罗马尼亚、乌克兰和俄罗斯之间的黑海在构造上被分为两个不同的次盆地:东黑海和西黑海。几十年来,这两个次盆地一直是石油和天然气勘探的目标。虽然与里海相比,黑海盆地在全球石油市场中的参与度非常小,但由于这两个地区在源岩方面具有相似的特征,因此该盆地被认为是一个潜在的碳氢化合物矿床。在这项研究中,对卫星衍生的布格尔重力数据和自由空气重力数据进行了解释,以揭示黑海盆地西部的潜在碳氢化合物储层和天然气水合物矿床。I2 变量图中确定的最大值位置被评估为五个重要的油气远景区,其中三个位于土耳其专属经济区内。大量的石油和天然气渗漏证明碳氢化合物从源岩通过西黑海盆地的主要断层进行横向和纵向迁移,而这些断层正是观测到最大 I2 异常点的地方。
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引用次数: 0
Performance assessment of GEBCO_2023 gridded bathymetric data in selected shallow waters of Indian ocean using the seafloor from ICESat-2 photons 利用来自 ICESat-2 光子的海底数据对印度洋部分浅水区的 GEBCO_2023 网格测深数据进行性能评估
IF 1.4 4区 地球科学 Q2 Earth and Planetary Sciences Pub Date : 2024-01-11 DOI: 10.1007/s11001-023-09534-z
D. Giribabu, Rohit Hari, J. Sharma, Koushik Ghosh, Niyati Padiyar, Aryan Sharma, A. Bera, Sushil Kumar Srivastav
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引用次数: 0
Shallow seismic imaging of sub-seafloor structures off the subsiding area of Linbian estuary in Pingtung, SW Taiwan: implications for recent tectonic activities and focused fluid migrations 台湾西南部屏东林边河口沉降区海床下结构的浅层地震成像:对近期构造活动和集中流体迁移的影响
IF 1.4 4区 地球科学 Q2 Earth and Planetary Sciences Pub Date : 2023-12-08 DOI: 10.1007/s11001-023-09532-1
Sutieng Ho, Andreas Wetzel, Sebastian Wege

Recently, subsidence at the coast of Pingtung alluvial plain (SW Taiwan) considerably accelerated, mainly caused by excessive groundwater exploitation from shallow aquifers. To better understand the subsidence pattern and groundwater flow, investigating the structural setting of the Pingtung Basin is essential. The present investigation has revealed that the shallow-marine region off the most rapidly subsiding area of Linbian estuary and Dapeng Bay is characterised by extensive fault and fracture networks, along with a buried syncline, as evidenced by the seismic records. Nearshore, seismic records reveal tectonic fault blocks situated only a few meters beneath the modern seafloor, within the upper 200 m of the seafloor sediments corresponding to the upper interval of the syncline’s infill. This syncline has the same width as the Pingtung basin on land and likely represents its marine extension. Seaward of the most rapidly subsiding area, namely the Linbian estuary, a depression developed on the modern seafloor by both sagging above the syncline centre towards the western flank and extensional faults, which are indicative of recent sinking (= reactivation) of the syncline underneath. The faults, the submarine depression and the coastal subsidence are primarily manifest above the western flank and the centre of the syncline, possibly due to asymmetric reactivation prograding from the syncline's centre towards its western flank. The western flank is intersected by the Liuchu Hsu mud-diapir ridge, which started to rise further and thus, likely triggered the formation of a series of extensional faults above the syncline, followed by minor fault inversions. Previous studies have described freshwater leakage from land aquifers to the seafloor near the subsiding area and at the locations of faults. In fact, these aquifers extend to the adjacent seafloor. Furthermore, faults and fractures in the sub-seafloor deposits in vicinity to the subsiding land areas likely act as conduits in two ways: (1) saline water can infiltrate into the aquifers or (2) freshwater flows out of them. Therefore, these conduits facilitate flow of water from land towards the sea and vice versa. Consequently, the human-induced groundwater overdraft at the Pingtung coast represents a primary factor, which causes seawater to intrude inland whereas tectonic subsidence of the Pingtung Basin is of subordinate importance. The extensive fault and fracture networks, however, have the potential to amplify seawater intrusion inland or seaward freshwater leakage by providing pathways, as highlighted by this study results.

最近,屏东冲积平原(台湾西南部)海岸沉降速度明显加快,主要原因是浅含水层地下水开采过度。为了更好地了解沉降模式和地下水流向,调查屏东盆地的结构环境至关重要。本次调查发现,临边河口和大鹏湾沉降最迅速的浅海区域具有广泛的断层和断裂网,同时还埋藏着一条突岩,这一点已被地震记录所证实。地震记录显示,在近岸,构造断层块体位于现代海底下仅数米处,在海底沉积物的上部 200 米范围内,相当于突脉的上部填充区间。这条突脉的宽度与屏东盆地在陆地上的宽度相同,很可能是屏东盆地在海洋上的延伸。在下沉速度最快的区域(即林边河口)的海面上,现代海底形成了一个洼地,它是由向西侧下陷的突岩中心和延伸断层形成的,这表明突岩下部最近发生了下沉(=重新激活)。断层、海底凹陷和沿岸下沉主要表现在西翼和向斜中心的上方,这可能是由于不对称的再活化作用从向斜中心向西翼推进所致。西翼与六合许泥质二叠系山脊相交,该山脊开始进一步上升,因此很可能引发了突岩上方一系列伸展断层的形成,随后又出现了小断层逆转。以往的研究描述了淡水从陆地含水层渗漏到沉降区附近和断层位置的海底的情况。事实上,这些含水层一直延伸到邻近的海底。此外,陆地沉降区附近海底下沉积层中的断层和裂缝可能通过两种方式起到导流作用:(1)盐水渗入含水层,或(2)淡水从含水层中流出。因此,这些通道有助于水从陆地流向海洋,反之亦然。因此,屏东沿海人为的地下水超采是导致海水侵入内陆的主要因素,而屏东盆地的构造沉降则是次要因素。然而,广泛的断层和断裂网络有可能通过提供途径来扩大海水向内陆的入侵或淡水向海的渗漏,正如本研究结果所强调的那样。
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引用次数: 0
High variability and exceptionally low thermal conductivities in nearshore sediments: a case study from the Eckernförde Bay 近岸沉积物的高变异性和异常低的热导率:Eckernförde湾的案例研究
IF 1.4 4区 地球科学 Q2 Earth and Planetary Sciences Pub Date : 2023-11-30 DOI: 10.1007/s11001-023-09531-2
Regina Usbeck, M. Dillon, N. Kaul, A. Lohrberg, F. Nehring, A. C. Ploetz

Heat flow measurements are a standard technique in Geophysics both onshore and offshore. Recently, such measurements became increasingly important in shallow waters. The increasing amount of offshore power installations makes it necessary to have a good knowledge about the subsurface heat flow and the thermal properties of the sediments to optimize the construction of the necessary powerlines. While the thermal properties are well studied for deep ocean sediments, only few published data exist for nearshore sediments. In this study, we investigate the sediment temperatures and thermal conductivities of nearshore sediments in the German part of the Baltic Sea. The shallow sediment temperatures reflect the interplay of the response to the seasonal cycle in connection with the sediments’ thermal conductivity. We find thermal conductivity values ranging from 0.67 to 3.34 W/(m*K) for the sediments down to ~ 4.2 m below seafloor. This variability exceeds that of conservative estimates widely used for coastal sediments and is also much higher than the variability found in the deep oceans. Sandy sediments show thermal conductivities larger than 1 W/(m*K) whereas organic-rich muds have lower values (< 1 W/(m*K)). Furthermore, the thermal conductivities seem to decrease with increasing free gas content in the sediment. The latter needs to be confirmed by further investigations.

热流测量是陆上和海上地球物理学的一项标准技术。最近,这种测量在浅水区变得越来越重要。随着海上电力设施数量的增加,有必要对地下热流和沉积物的热特性有很好的了解,以优化必要的电力线的建设。虽然对深海沉积物的热性质研究得很好,但对近岸沉积物的研究却很少。在这项研究中,我们研究了波罗的海德国部分近岸沉积物的沉积温度和热导率。浅层沉积物温度反映了对季节循环响应的相互作用,与沉积物的热导率有关。我们发现海底以下~ 4.2 m的沉积物的热导率值为0.67 ~ 3.34 W/(m*K)。这种变异性超过了广泛用于沿海沉积物的保守估计,也远远高于在深海中发现的变异性。砂质沉积物的热导率大于1 W/(m*K),而富有机质泥的热导率小于1 W/(m*K)。此外,热导率似乎随着沉积物中游离气体含量的增加而降低。后者需要进一步的调查来证实。
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引用次数: 0
Integrated geophysical and petrophysical characterization of Upper Jurassic carbonate reservoirs from Penobscot field, Nova Scotia: a case study 新斯科舍Penobscot油田上侏罗统碳酸盐岩储层综合地球物理和岩石物理特征研究
IF 1.4 4区 地球科学 Q2 Earth and Planetary Sciences Pub Date : 2023-11-29 DOI: 10.1007/s11001-023-09533-0
Satya Narayan, Soumyashree Debasis Sahoo, S. K. Pal, L. T. Pham, Pradeep Kumar

In the recent past, an integrated analysis of predicted petrophysical properties along with acoustic impedance has emerged as an effective means of characterizing reservoirs. Model-based inversion method was applied to precisely estimate acoustic impedance (correlation: 87.9% & error: 414 m/s*g/cm3), while the multi-layer perceptron algorithm was applied to predict gamma-ray (correlation: 90.5% & error: ~ 2.5API), neutron porosity (correlation: 92.3% & error: ~ 0.01) and effective porosity (correlation: 85.8% & error: ~ 0.01) from post-stack 3D seismic data. We analyzed the entire Abenaki Formation into four parts, i.e., the Scatarie, Baccaro, Misaine shale and Artimon Members. These members have been characterized by combining the P-Imp, GR, NPHI, and PHIE responses. Well-based cross-plot study suggests that the high P-Imp, low GR and low NPHI indicate carbonate facies. In contrast, low impedance, high GR and high NPHI values indicate the shale facies from the Abenaki Formation. P-Imp, GR, and NPHI values fall in the intermediate range for the sand facies. The attribute stratal slice maps indicate the dominance of carbonate facies within the Scatarie, Baccaro, and Artimon Members, while shale facies dominate within the Misaine shale Member in the Penobscot field. The carbonate facies' hydrocarbon potentiality within different members was also accessed based on PHIE responses. The Artimon, Baccaro and Scatarie Members observed several high porosity (10–20%) zones. The current study also advocates that the integrated analysis using multi-attributes certainly minimizes the risk associated with facies discrimination in reservoir characterization for hydrocarbon exploration. Other potential prospective zones could be probed to chase the lead from well L-30 in the study area for further exploration-related works.

近年来,结合声阻抗对预测岩石物性进行综合分析已成为表征储层的有效手段。采用基于模型的反演方法精确估计声阻抗(相关性:87.9% &误差:414 m/s*g/cm3),而多层感知器算法用于预测伽马射线(相关性:90.5% &误差:~ 2.5API),中子孔隙度(相关性:92.3% &误差:~ 0.01)和有效孔隙度(相关性:85.8% &误差:~ 0.01)。我们将整个Abenaki组划分为Scatarie、Baccaro、Misaine页岩和Artimon段四部分。这些成员通过结合P-Imp, GR, NPHI和PHIE响应来表征。基于井的交叉图研究表明,高P-Imp、低GR和低NPHI为碳酸盐岩相。低阻抗值、高GR值和高NPHI值为Abenaki组页岩相。P-Imp、GR和NPHI值在砂相中处于中等范围。属性层切片图显示,在Penobscot油田,Scatarie、Baccaro和Artimon段以碳酸盐岩相为主,而Misaine页岩段以页岩相为主。根据PHIE响应,获得了不同段内碳酸盐岩相的含油气潜力。Artimon, Baccaro和Scatarie成员观察到几个高孔隙度(10-20%)的区域。目前的研究还主张,使用多属性的综合分析可以最大限度地减少油气勘探中储层表征中相区分的风险。在研究区L-30井的引导下,可进一步勘探其他潜在远景层,开展勘探相关工作。
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引用次数: 0
Pre- and post-Messinian deformational styles along the northern Nile Delta Basin in the framework of the Eastern Mediterranean tectonic evolution 东地中海构造演化框架下北尼罗河三角洲盆地前后迈西尼亚期的变形样式
4区 地球科学 Q2 Earth and Planetary Sciences Pub Date : 2023-11-11 DOI: 10.1007/s11001-023-09530-3
Ahmed Shalaby, Mohammad Abdelfattah Sarhan
Abstract The present work is focused on the structural deformation styles of the pre- and post-Messinian sequences of the Nile Delta Basin. The structural interpretations presented in this study shed critical insight about the evolution of the Nile Delta Basin through pre- and post-Messinian times, provides high reliability about its origin and development in the context of the Eastern Mediterranean tectonic history. The explanation for the seismic data covering three different gas fields (Baltim Field, Temsah Field and North Sinai Field) extend along the northern offshore portion of the Nile Delta Basin revealed significant variations in the deformational styles between the pre- and the post-Messinian sequences. The pre-Messinian rocks were mainly compressed in northwest-southeast direction creating folding-related compressional deformations which gradually decline eastward. The post-Messinian sequence exhibits differences in the deformational models between the examined fields. In Baltim field, it shows extensional features caused by the bulk northeast-southwest extensional deformation. However, in Temsah and North Sinai fields, this post-Messinian succession exposes north–south compressional deformation. These interpreted deformational directions are extremely well-matched with the regional structure configuration of the Nile Delta Basin and the eastern Mediterranean regions.
摘要本文对尼罗河三角洲盆地前、后墨西尼亚期层序的构造变形样式进行了研究。本研究提出的构造解释对尼罗河三角洲盆地在前后墨西尼亚时期的演化提供了重要的见解,为其在东地中海构造史背景下的起源和发展提供了高可靠性。对沿尼罗河三角洲盆地北部海上部分延伸的三个不同气田(Baltim气田、Temsah气田和North Sinai气田)的地震数据的解释揭示了前和后墨西尼亚序列之间变形风格的显著变化。前墨西尼亚期岩石主要受西北—东南方向的挤压作用,形成与褶皱相关的挤压变形,挤压变形向东逐渐减弱。后墨西尼亚层序的变形模式在各研究区之间存在差异。巴尔提姆油田表现出由大块东北-西南伸展变形引起的伸展特征。然而,在Temsah和北西奈地区,这种后墨西尼亚序列暴露出南北挤压变形。这些解释的变形方向与尼罗河三角洲盆地和地中海东部地区的区域构造形态非常吻合。
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引用次数: 1
Assessment of spectral attributes in identifying gas hydrates in seismic data from the Pegasus Basin, offshore New Zealand 新西兰近海Pegasus盆地地震资料中识别天然气水合物的光谱属性评估
4区 地球科学 Q2 Earth and Planetary Sciences Pub Date : 2023-10-13 DOI: 10.1007/s11001-023-09529-w
Emily Jackson, Heather Bedle, Thang Ha
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引用次数: 0
Rock physics diagnostics to characterize early diagenetic processes in hemipelagic calcareous ooze in the northern South China Sea margin 南海北部半深海钙质软泥早期成岩过程的岩石物理诊断
4区 地球科学 Q2 Earth and Planetary Sciences Pub Date : 2023-10-04 DOI: 10.1007/s11001-023-09528-x
Jiliang Wang, Benjun Ma, Luanxiao Zhao, Pibo Su, Shiguo Wu
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引用次数: 0
Genesis and controlling factors of Cenozoic dolostones in the South China Sea: a case study from core Nanke-1 in the Nansha Islands 南海新生代白云岩成因及控制因素——以南沙群岛南科1岩心为例
IF 1.4 4区 地球科学 Q2 Earth and Planetary Sciences Pub Date : 2023-08-31 DOI: 10.1007/s11001-023-09527-y
Mo Zhou, Feng Wu
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引用次数: 0
期刊
Marine Geophysical Research
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