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Major controlling factors and hydrocarbon accumulation models of large-scale lithologic reservoirs in shallow strata around the Bozhong sag,Bohai Bay Basin,China 被引量:1
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作者 ZHOU Xinhuai WANG Deying +2 位作者 YU Haibo YANG Haifeng LI Long 《Petroleum Exploration and Development》 CSCD 2022年第4期758-769,共12页
Based on the practice of oil and gas exploration and the analysis of shallow lithologic reservoirs,combined with the allocation relationship and enrichment law of oil and gas accumulation factors,main controlling fact... Based on the practice of oil and gas exploration and the analysis of shallow lithologic reservoirs,combined with the allocation relationship and enrichment law of oil and gas accumulation factors,main controlling factors and models of hydrocarbon accumulation of large lithologic reservoirs in shallow strata around the Bozhong sag are summarized,and favorable exploration areas are proposed.The coupling of the four factors of“ridge-fault-sand-zone”is crucial for the hydrocarbon enrichment in the shallow lithologic reservoirs.The convergence intensity of deep convergence ridges is the basis for shallow oil and gas enrichment,the activity intensity of large fault cutting ridges and the thickness of cap rocks control the vertical migration ability of oil and gas,the coupling degree of large sand bodies and fault cutting ridges control large-scale oil and gas filling,the fault sealing ability of structural stress concentration zones affects the enrichment degree of lithologic oil and gas reservoirs.Three enrichment models including uplift convergence type,steep slope sand convergence type and depression uplift convergence type are established through the case study of lithologic reservoirs in shallow strata around the Bozhong sag. 展开更多
关键词 shallow lithologic reservoir main controlling factors convergence ridge accumulation model Bozhong sag Bohai Bay Basin
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Geostatistical Methods for Lithological Aquifer Characterization and Groundwater Flow Modeling of the Catania Plain Quaternary Aquifer (Italy)
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作者 Enrico Guastaldi Andrea Carloni +1 位作者 Giovanna Pappalardo Jacopo Nevini 《Journal of Water Resource and Protection》 2014年第4期272-296,共25页
Sedimentary heterogeneity conditions of Catania Plain quaternary aquifer (CPQA), the wider alluvial multi-aquifer system of Sicily, were rebuilt to simulate and quantify groundwater flow. Transition probabilities base... Sedimentary heterogeneity conditions of Catania Plain quaternary aquifer (CPQA), the wider alluvial multi-aquifer system of Sicily, were rebuilt to simulate and quantify groundwater flow. Transition probabilities based on a Markov Chain (MC) and Sequential Indicator Simulation (SIS) are the structure-imitating simulators utilized for generating stochastic distributions of hydraulic conductivity fields of CPQA, basing on borehole data: plausible equiprobable solutions of the complex geological structure of the CPQA were simulated. This study highlights that the choice of geostatistical simulation method plays a fundamental role in predictive scenarios for groundwater resources managing of CPQA. Indeed, simulated characteristics of the sedimentary heterogeneity constituted the basis of finite difference models for simulating the groundwater flow of CPQA. In heterogeneous systems such as CPQA, SIS may be inadequate for reproducing the macrostructures. Instead, MC adequately reproduced spatial connection of lithofacies, representing a more realistic solution dealing to the proposed geological model of CPQA. MC and SIS models were utilized to both assess the uncertainty of the generated hydraulic conductivity fields of CPQA and predictions about its behavior under normal stress conditions induced by urbanization. The calibration of CPQA groundwater flow models based on MC and SIS simulations allowed to achieve a realistic feedback about the quality of the geostatistical reconstructions of the geological heterogeneity field. 展开更多
关键词 ALLUVIAL AQUIFER lithological Simulation GEOSTATISTICS Numerical modeling Sicily
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Lithologic Hydrocarbon Deposits in Rift Lake Basins in Eastern China 被引量:2
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作者 ZHENGHerong HEZongquan 《Acta Geologica Sinica(English Edition)》 SCIE CAS CSCD 2004年第3期644-650,共7页
The rift lake basins in the eastern China have abundant hydrocarbon resources of lithologic deposits, which resulted from excellent source rocks and multi-type sandbodies developed during strong rifting. Vertically, t... The rift lake basins in the eastern China have abundant hydrocarbon resources of lithologic deposits, which resulted from excellent source rocks and multi-type sandbodies developed during strong rifting. Vertically, the lithologic deposits are mainly distributed in the lowstand, lacustrine invasion and early highstand systems of third-order sequence corresponding to a secondary tectonic episode of strong rifting, and laterally they are closely related to various fans and turbidite sandbodies controlled by syn-sedimentary faults. A variety of lithologic traps have been developed in the rift lake basins, and they generally have favorable conditions of source-reservoir-seal assemblage and hydrocarbon accumulation dynamics, indicating that there is a great exploration potential of lithologic deposits in the rift lake basins. In order to obtain satisfactory effects of lithologic deposit exploration, it is required to combine new theories with advanced technical methods. 展开更多
关键词 Rift lake basin dustpan-shaped rift lithologic deposit sequence stratigraphy sedimentation model
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A Novel Three-stage Tectonic Model for Mississippi Valleytype Zn-Pb Deposits in Orogenic Fold-and-Thrust Belts
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作者 SONG Yucai 《Acta Geologica Sinica(English Edition)》 SCIE CAS CSCD 2024年第4期843-849,共7页
Mississippi Valley-type(MVT) Zn-Pb deposits predominantly form within both orogenic forelands and fold-andthrust belts, yet the mineralization process within the latter tectonic setting remains inadequately understood... Mississippi Valley-type(MVT) Zn-Pb deposits predominantly form within both orogenic forelands and fold-andthrust belts, yet the mineralization process within the latter tectonic setting remains inadequately understood. This study, through a comprehensive review of MVT deposits across global fold-and-thrust belts, introduces a novel model elucidating the mineralization process in the context of tectonic belt evolution. It is demonstrated that during the stage Ⅰ, regional compression is introduced by early stages of plate convergence, causing the folding and thrusting and creating structural or lithological traps such as evaporite diapirs and unconformity-related carbonate dissolution-collapse structures. Thereafter, in stage Ⅱ, hydrocarbons begin to migrate and accumulate within these traps, where reduced sulfur is generated through thermochemical or bacterial sulfate reduction concurrent with or preceding Zn-Pb mineralization. In the subsequent stage Ⅲ, as plate convergence persists, the regional stress transitions from compression to transpression or extension. Under these conditions, steeply-dipping extensional faults are generated, facilitating the ascent of metalliferous brines into early-formed structural or lithological traps. Precipitation of Zn and Pb sulfides occurs through the mixing of Zn-Pb-transporting fluids with pre-existing reduced sulfur or by interaction with hydrocarbons. 展开更多
关键词 Mississippi Valley-type Zn-Pb deposits fold-and-thrust belts tectonic model structural or lithological traps extensional faults
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Physical Modeling of Fold-and-Thrust Belt Evolution and Triangle Zone Development:Dabashan Foreland Belt(Northeast Sichuan basin,China) as an Example 被引量:4
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作者 WANG Ruirui ZHANG Yueqiao XIE Guoai 《Acta Geologica Sinica(English Edition)》 SCIE CAS CSCD 2013年第1期59-72,共14页
Triangle zones, generally found in foreland fold-and-thrust belts, serve as favorable objects of petroleum exploration. Taking the Dabashan foreland belt as an example, we studied the formation and development of tria... Triangle zones, generally found in foreland fold-and-thrust belts, serve as favorable objects of petroleum exploration. Taking the Dabashan foreland belt as an example, we studied the formation and development of triangle zones, and investigated the effect of d^collements and the mechanical contrast of lithology by employing the method of physical modeling. Four experimental models were conducted in the work. The results showed that 'sand wedges' grew episodically, recorded by deformational length, height and slope angle. The height versus shortening rate presented an S-shape curve, and uplifting occurred successively in the direction of the foreland belt. During the formation of the triangle zone, layer-parallel shortening took place at the outset; deformation decoupling then occurred between the upper and lower brittle layers, divided by a middle-embedded silicone polymers layer. The upper brittle layers deformed mainly by folding, while the lower sand layers by thrusting. As shortening continued, the geometry of a triangle zone was altered. We consider that the triangle zone in the Dabashan foreland belt was modified from an early one based on available seismic profiles and the experimental results. In addition, dccollements and mechanical contrast impose significant influence on structural development, which can directly give rise to structural discrepancies. More d^collements and obvious mechanical contrast between brittle layers can promote the coupling between the upper and lower brittle layers. Basal d^collement controls the whole deformation and decreases the slope angle of the wedge, while roof d^collement determines whether a triangle zone can be formed. 展开更多
关键词 physical modeling Dabashan fold-and-thrust belt triangle zone DECOLLEMENT mechanicalcontrast of lithology
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Predicting formation lithology from log data by using a neural network 被引量:6
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作者 Wang Kexiong Zhang Laibin 《Petroleum Science》 SCIE CAS CSCD 2008年第3期242-246,共5页
In order to increase drilling speed in deep complicated formations in Kela-2 gas field, Tarim Basin, Xinjiang, west China, it is important to predict the formation lithology for drilling bit optimization. Based on the... In order to increase drilling speed in deep complicated formations in Kela-2 gas field, Tarim Basin, Xinjiang, west China, it is important to predict the formation lithology for drilling bit optimization. Based on the conventional back propagation (BP) model, an improved BP model was proposed, with main modifications of back propagation of error, self-adapting algorithm, and activation function, also a prediction program was developed. The improved BP model was successfully applied to predicting the lithology of formations to be drilled in the Kela-2 gas field. 展开更多
关键词 Kela-2 gas field neural network improved back-propagation (BP) model log data lithology prediction
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Origin and migration model of natural gas in L gas field, eastern slope of Yinggehai Sag, China 被引量:1
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作者 YANG Jihai HUANG Baojia 《Petroleum Exploration and Development》 2019年第3期471-481,共11页
Based on the chemical and stable carbon isotopic composition of natural gas and light hydrocarbons, along with regional geological data, the genetic type, origin and migration of natural gases in the L lithologic gas ... Based on the chemical and stable carbon isotopic composition of natural gas and light hydrocarbons, along with regional geological data, the genetic type, origin and migration of natural gases in the L lithologic gas field, the eastern slope of Yinggehai Sag were investigated. The results show that these gases have a considerable variation in chemical composition, with 33.6%–91.5% hydrocarbon, 0.5%-62.2% CO2, and dryness coefficients ranging from 0.94 to 0.99. The alkane gases are characterized by δ13C1 values of -40.71‰--27.40‰,δ13C2 values of –27.27‰– –20.26‰, and the isoparaffin contents accounting for 55%–73% of the total C5–C7 light hydrocarbons. These data indicate that the natural gases belong to the coal-type gas and are mainly derived from the Miocene terrigenous organic-rich source rocks. When the CO2 contents are greater than 10%, the δ13CCO2 values are –9.04‰ to – 0.95‰ and the associated helium has a 3He/4He value of 7.78×10^–8, suggesting that the CO2 here is crustal origin and inorganic and mainly sourced from the thermal decomposition of calcareous mudstone and carbonate in deep strata. The gas migrated in three ways, i.e., migration of gas from the Miocene source rock to the reservoirs nearby;vertical migration of highly mature gas from deeper Meishan and Sanya Formations source rock through concealed faults;and lateral migration along permeable sandbodies. The relatively large pressure difference between the “source” and “reservoir” is the key driving force for the vertical and lateral migration of gas. Short-distance migration and effective “source - reservoir” match control the gas distribution. 展开更多
关键词 EASTERN SLOPE of Yinggehai SAG L lithologic GAS field coal-type GAS CRUSTAL inorganic CO2 gas-source correlation MIGRATION model
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Three-Dimensional Pressure Modeling of South China Sea in High Temperature High Pressure Field
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作者 Aiqun Liu Peiyuan Zhu +3 位作者 Guangchao Pan Caiwei Fan Bing Liu Yunpeng Wu 《Open Journal of Marine Science》 2017年第2期271-280,共10页
Yingqiong basin is a proven hydrocarbon-rich basin in South China Sea. There are a number of large exploration prospects in high temperature and over-pressured formations, especially in Yacheng Block of Qiongdongnan b... Yingqiong basin is a proven hydrocarbon-rich basin in South China Sea. There are a number of large exploration prospects in high temperature and over-pressured formations, especially in Yacheng Block of Qiongdongnan basin and Dongfang District of Yinggehai Basin. Owing to good exploration situation, we have already achieved proven geological reserves over 1000 × 108 m3. In recent years, a few drilled HPHT wells have confirmed that pressure predicted by conventional method was wildly inaccurate. From the view of regional stress, the accuracy of the pressure prediction will be substantially improved. Accurate pressure prediction and three-dimensional pressure modeling which are based on three-dimensional lithology modeling are the cornerstone to achieve exploration breakthrough. In this paper, the use of the triple constraint trend lithology model broke through the traditional method of seismic lithology prediction only by means of impedance threshold value. Compared with actual data and prediction, it confirms that three-dimensional pressure modeling method is reasonable and effective, and has a wide prospect of application. 展开更多
关键词 HIGH Temperature and HIGH PRESSURE Basin Sedimentary FACIES model Seismic Attribute model lithologY model THREE-DIMENSIONAL PRESSURE model PRESSURE Prediction
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Application of Vertical Electrical Sounding in Mapping Lateral and Vertical Changes in the Subsurface Lithologies: A Case Study of Olbanita, Menengai Area, Nakuru, Kenya
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作者 Daniel Mogaka Nyaberi 《Open Journal of Geology》 CAS 2023年第1期23-50,共28页
Much study has been done in the study area linking Vertical Electrical Sounding (VES) interpreted results to lithologies in the subsurface though only tend to indicate the vertical changes with the aim of mapping the ... Much study has been done in the study area linking Vertical Electrical Sounding (VES) interpreted results to lithologies in the subsurface though only tend to indicate the vertical changes with the aim of mapping the occurrence of groundwater aquifers. Several boreholes have been drilled in the study area, though not much has been done to compare the vertical and lateral lithologic changes in the study area. This research is based on VES modelled geoelectric layers compared from point to point and using borehole logs as control data to establish inferences of certain lithology in the subsurface. The inversion of each VES curve was obtained using an AGI Earth Imager ID inversion automated computer program and resistivities and thicknesses of a geoelectric model were estimated. The analyzed VES data interpretation achieved using the curve matching technique resulted in mapping the subsurface of the area as portraying H-type;ρ<sub>1</sub> > ρ<sub>2</sub> ρ<sub>3</sub>, K-type;ρ<sub>1</sub> ρ<sub>2</sub> > ρ<sub>3</sub>, A-type;ρ<sub>1</sub> ρ<sub>2</sub> ρ<sub>3</sub>, Q-type;ρ<sub>1</sub> > ρ<sub>2</sub> > ρ<sub>3</sub>, representing 3-Layer subsurface and subsequently a combination of HK, HA and KHK types of curves representing 4-Layer and 5-Layer in the subsurface. The analysis further deployed the use of the surfer software capabilities which combined the VES data to generate profiles running in the west-east and the north-south direction. A closer analysis of the curve types indicates that there exists a sequence showing a shifting of the order of arrangement between the west and the east fragments which incidentally coincides with VES points 8, 9 and 10 in the West-East profiles. The lateral change is noted from the types of curves established and each curve indicates a vertical change in the subsurface. Control log data of lithologies from four boreholes BH1, BH2, BH3 and BH5 to show a qualification that different resistivity values portent different lithologies. Indeed, an analysis at borehole BH3 lithologies is dominated by either compacted rocks or soils, insinuating a scenario of compression experienced in this part of the subsurface which confirmed compression of subsurface formations. A correlation of the VES curve types and their change from one point to another in the study area are evident. This change supported by the surfer generated profiles from the modeled VES data show that there exists and inferred fault line running in the north-south in the area. The inferred fault line by VES mapping, is magnificently outlined by the geological map. There is exuded evidence from this study that the application of VES is able to help map the lateral and the vertical changes in the subsurface of any area but the evidence of the specific lithologies has to be supported by availability of borehole log control data. The VES data was able to enumerate vertical layering of lithologies, lateral changes and even mapping vertical fault line in the study area. 展开更多
关键词 Curve Matching Geoelectric models Inferred Fault Line lithologies Resistivities
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大凉山背斜核部区隧道初支大变形机理与控制 被引量:2
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作者 梁斌 陈诺 +1 位作者 苗景川 李文杰 《河南科技大学学报(自然科学版)》 北大核心 2024年第2期78-86,M0007,共10页
针对大凉山2号公路隧道穿越高地应力背斜核心区域,隧道易发生初支大变形、坍塌、钢架扭曲等问题,通过现场监控量测、围岩岩性实验、理论分析、数值模拟分析和围岩接触压力监测等综合分析,研究了大凉山2号隧道背斜核部大变形成因机理。... 针对大凉山2号公路隧道穿越高地应力背斜核心区域,隧道易发生初支大变形、坍塌、钢架扭曲等问题,通过现场监控量测、围岩岩性实验、理论分析、数值模拟分析和围岩接触压力监测等综合分析,研究了大凉山2号隧道背斜核部大变形成因机理。研究表明:背斜核部玄武岩单轴抗压强度为23.31 MPa,凝灰质泥岩遇水具有一定膨胀性,给围岩变形创造了条件。由于岩层岩性不同,开挖后洞周玄武岩呈独立受弯剪梁状态。相对无水条件下,受地下水补给影响,围岩塑性区面积增加,拱腰部位较为明显。加固前,拱顶沉降量最大达470 mm,拱腰最大收敛值为844 mm,围岩接触压力为523.47 kPa。采用双层小导管+中台阶临时支撑+边墙临时支撑的“主动适应+强支撑”的综合处置方式,隧道拱顶变形减少87.6%,水平收敛变形减少95%,围岩接触压力最大值降至128 kPa,隧道变形得到有效控制。 展开更多
关键词 隧道工程 背斜核部区 大变形机理 现场监测 岩性实验 数值模拟
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基于层次分解、主成分分析和高斯混合模型的火成岩岩性识别——以惠州26洼古潜山为例 被引量:1
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作者 高楚桥 詹旺 +1 位作者 赵彬 程鑫财 《长江大学学报(自然科学版)》 2024年第2期36-44,共9页
火成岩油气成藏规律复杂,受到火山运动、强构造运动以及风化剥蚀等叠加影响,火成岩的化学成分和结构构造复杂多样,非均质性极强,采用常规岩性识别方法难以一次性将所有岩性准确识别。借鉴层次分解思路,以惠州26洼古潜山为例,提出了一种... 火成岩油气成藏规律复杂,受到火山运动、强构造运动以及风化剥蚀等叠加影响,火成岩的化学成分和结构构造复杂多样,非均质性极强,采用常规岩性识别方法难以一次性将所有岩性准确识别。借鉴层次分解思路,以惠州26洼古潜山为例,提出了一种火成岩岩性测井识别分类方法:综合考虑火成岩地质分类原则和测井响应特征来确定岩性识别层级,基于这种层次性的分类原则,在每一层次定量优选岩性识别敏感参数,建立研究区岩性识别优选层级;在明确岩性识别优选层级的基础上,逐级逐次使用主成分分析(PCA)和高斯混合模型(GMM)对岩性进行判别并确定其计算函数,建立分级优选岩性识别模型,最终达到整体岩性区分的目的。研究结果表明,研究区辉绿岩和闪长岩识别正确率分别为87.31%和84.32%,未分级未优选辉绿岩和闪长岩识别正确率为60.45%和54.88%,分级未优选其岩性识别正确率为69.61%和67.04%,有效提高了研究区的复杂岩性识别精度。该方法的提出对提高火成岩岩性识别精度提供了一种思路,也为研究区古潜山火成岩岩性精确识别提供了参考依据。 展开更多
关键词 火成岩 岩性识别 层次分解法 主成分分析 高斯混合模型
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基于量子衍生涡流算法和T⁃S模糊推理模型的储层岩性识别
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作者 赵娅 管玉 +1 位作者 李盼池 王伟 《石油地球物理勘探》 EI CSCD 北大核心 2024年第1期23-30,共8页
鉴于梯度下降法易陷入局部极值、普通群智能优化算法易早熟收敛,提出一种基于量子衍生涡流算法(Quantum Vortex Search Algorithm,QVSA)和T⁃S模糊推理模型的岩性识别方法,QVSA具有操作简单、收敛速度快、寻优能力强等优点,有助于T⁃S模... 鉴于梯度下降法易陷入局部极值、普通群智能优化算法易早熟收敛,提出一种基于量子衍生涡流算法(Quantum Vortex Search Algorithm,QVSA)和T⁃S模糊推理模型的岩性识别方法,QVSA具有操作简单、收敛速度快、寻优能力强等优点,有助于T⁃S模糊推理模型获得最优参数配置,从而实现储层岩性的准确识别。首先利用具有全局搜索能力的QVSA优化T⁃S模糊推理模型的各种参数;然后利用主成分分析方法降低获取的地震属性维度;再利用优化的T⁃S模糊推理模型识别储层岩性。实验结果表明,利用反映储层特征的8个地震属性识别储层岩性时,所提方法的识别正确率达到92%,比普通BP网络方法高5.1%,同时查准率、查全率、F1分数等指标也较BP网络方法提升明显。 展开更多
关键词 储层岩性识别 量子衍生涡流算法 T⁃S 模糊推理模型 模糊集 地震属性
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准噶尔盆地阜康凹陷二叠系深层岩性油藏成藏条件及模式
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作者 王秋玉 闫文琦 +5 位作者 李辉 陈洪 刘超威 谢知益 李宗浩 陈梦娜 《断块油气田》 CAS CSCD 北大核心 2024年第5期753-761,共9页
利用有机碳、岩石热解、质谱-色谱、岩石薄片、铸体薄片和扫描电镜等实验,以准噶尔盆地阜康凹陷二叠系上乌尔禾组油藏为研究对象,文中通过对油藏类型及各控藏条件开展研究,揭示了阜康凹陷上乌尔禾组成藏模式。结果表明:1)芦草沟组咸水... 利用有机碳、岩石热解、质谱-色谱、岩石薄片、铸体薄片和扫描电镜等实验,以准噶尔盆地阜康凹陷二叠系上乌尔禾组油藏为研究对象,文中通过对油藏类型及各控藏条件开展研究,揭示了阜康凹陷上乌尔禾组成藏模式。结果表明:1)芦草沟组咸水还原环境下沉积的Ⅰ类烃源岩水生生物供给充足,有机质丰度较高,成熟度高,具备良好生油潜力,为后期油气成藏提供了丰富的物质来源。2)上乌尔禾组为扇三角洲-湖泊沉积体系,埋深大,压实作用强烈,溶蚀孔和裂缝是深层特低孔特低渗储层的主要类型及油气运移的主要通道。3)乌三段泥岩盖层给油气保存创造了良好条件,通源断裂及伴生缝网给油气运移聚集提供最便利的通道,在超压体系作用下,油气源源不断地聚集成藏。4)各个成藏条件相互配置,形成“源储一体、断裂输导、超压聚集”成藏模式,油气不断聚集,形成现今的二叠系上乌尔禾组深层大型岩性油藏。该研究成果可为阜康凹陷上乌尔禾组深层油藏及国内其他岩性油藏的勘探提供参考依据。 展开更多
关键词 岩性油藏 控藏条件 成藏模式 上乌尔禾组 阜康凹陷
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陆相页岩层系岩性组合模式及其对原油差异性富集的控制作用:以鄂尔多斯盆地三叠系延长组长7段为例
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作者 何鑫 陈世加 +6 位作者 胡琮 张海峰 牟蜚声 陆奕帆 代林锋 付晓燕 韩玫梅 《现代地质》 CAS CSCD 北大核心 2024年第5期1325-1337,共13页
为明确陆相页岩层系原油岩性组合模式类型及其对原油富集的影响,优选下一步勘探的有利目标,本次研究在岩心观察与测井解释的基础上,通过储层物性测试、镜下观察、地球化学分析等技术手段,对鄂尔多斯盆地三叠系延长组长7段烃源岩和储层... 为明确陆相页岩层系原油岩性组合模式类型及其对原油富集的影响,优选下一步勘探的有利目标,本次研究在岩心观察与测井解释的基础上,通过储层物性测试、镜下观察、地球化学分析等技术手段,对鄂尔多斯盆地三叠系延长组长7段烃源岩和储层叠置关系与特征进行分析,并基于不同区块油藏解剖,探讨不同岩性组合模式对原油差异性富集的控制作用。本次研究将长7段岩性组合模式划分为8种类型(A型—H型)。其中,A型—C型为重力流型,以长7段发育厚层重力流砂体和黑色页岩与暗色泥岩为主要特征,A型、C型主要分布在陇东地区,B型在全盆地均有分布。D型—G型为三角洲前缘型,以发育三角洲前缘砂和暗色泥岩为主要特征,主要分布在陕北地区。H型为页岩型,长7_(3)至长7_(1)均为泥页岩,中间夹薄层泥页岩。重力流型(A型—C型)烃源岩有机质丰度明显好于三角洲前缘型(D型—G型)烃源岩,是重力流沉积地区原油富集程度高于三角洲前缘沉积地区的主要原因。B型、G型和H型储层物性最差,导致同一沉积地区、不同区块原油富集程度存在差异。不同岩性组合模式岩性变化控制不同亚段和不同区块原油富集程度,A型岩性组合原油富集程度最高,长7_(1)和长7_(2)均有规模性油藏被发现;G型岩性组合原油富集程度最低,长7_(1)至长7_(3)油藏零星分布。 展开更多
关键词 岩性组合模式 富集控制机理 页岩层系原油 延长组长7段 鄂尔多斯盆地
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基于ADASYN-GS-XGBOOST混合模型的火山岩测井岩性识别
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作者 宋梓豪 巩红雨 +2 位作者 冉爱华 杨鹏辉 刘迪仁 《海相油气地质》 CSCD 北大核心 2024年第2期188-196,共9页
火山岩的形成环境复杂,有些地区的火山岩可能只发育两三种岩石类型,这会导致不同岩性取心资料的代表性严重失衡。针对现有的测井岩性识别方法在处理类间不均衡样本时出现效果较差的问题,提出基于ADASYNGS-XGBOOST混合模型的火山岩岩性... 火山岩的形成环境复杂,有些地区的火山岩可能只发育两三种岩石类型,这会导致不同岩性取心资料的代表性严重失衡。针对现有的测井岩性识别方法在处理类间不均衡样本时出现效果较差的问题,提出基于ADASYNGS-XGBOOST混合模型的火山岩岩性识别方法。首先通过ADASYN过采样算法对不均衡样本进行处理得到新的样本集,再以XGBOOST算法作为基分类器对样本进行分类,并利用网格搜索法(GS)对模型进行参数优化,以此建立ADASYN-GS-XGBOOST混合岩性识别模型。将该混合模型训练后的结果与K近邻、朴素贝叶斯、随机森林、XGBOOST及SMOTE-GS-XGBOOST等算法的岩性识别结果进行对比,表明基于ADASYN-GS-XGBOOST算法建立的模型识别效果最好。该方法克服了已有岩性识别方法无法有效解决不均衡样本的问题,极大地提升了火山岩岩性识别的准确率。 展开更多
关键词 ADASYN算法 XGBOOST算法 混合模型 火山岩 测井 岩性识别
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高斯混合模型在水系沉积物地球化学异常圈定中的应用:以湖南省溆浦地区为例
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作者 刘旭洋 赵玉岩 《地质科技通报》 CAS CSCD 北大核心 2024年第1期122-134,共13页
化探数据的正确处理和解译对于区域矿产勘查工作具有重要意义。然而,由于不同类型的岩石具有不同的元素丰度,在处理复杂岩性区化探数据时如果采用统一的异常下限,会导致高背景区被误判为异常区,而部分低弱地球化学异常被忽略。所以复杂... 化探数据的正确处理和解译对于区域矿产勘查工作具有重要意义。然而,由于不同类型的岩石具有不同的元素丰度,在处理复杂岩性区化探数据时如果采用统一的异常下限,会导致高背景区被误判为异常区,而部分低弱地球化学异常被忽略。所以复杂岩性区的化探数据需按岩性分类后再划分地球化学背景与异常,从而更准确地圈定化探异常。提出了基于因子得分高斯混合模型的化探异常圈定方法,首先将化探数据做对数比转换后进行因子分析,然后利用因子得分完成高斯混合模型岩性分类,再进行分类标准化处理以消除岩性背景的影响,最后使用处理后的数据圈定化探异常。利用该方法对湖南溆浦地区1∶20万水系沉积物化探数据进行研究,结果表明,成矿元素在研究区不同岩性中的含量存在一定差异,若采用统一的异常下限是不合理的;而本研究提出的方法能准确地进行岩性分类、消除不同岩性的背景和强化低弱异常,且异常位置与已知矿点相吻合。因此,高斯混合模型方法可以准确地圈定复杂岩性区的化探异常,并为研究区下一步的矿产勘查工作提供一些参考依据。 展开更多
关键词 水系沉积物 岩性背景 化探异常 因子分析 高斯混合模型 湖南溆浦
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Multi-scale data joint inversion of minerals and porosity in altered igneous reservoirs—A case study in the South China Sea
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作者 Xin-Ru Wang Bao-Zhi Pan +2 位作者 Yu-Hang Guo Qing-Hui Wang Yao Guan 《Petroleum Science》 SCIE EI CAS CSCD 2024年第1期206-220,共15页
There are abundant igneous gas reservoirs in the South China Sea with significant value of research,and lithology classification,mineral analysis and porosity inversion are important links in reservoir evaluation.Howe... There are abundant igneous gas reservoirs in the South China Sea with significant value of research,and lithology classification,mineral analysis and porosity inversion are important links in reservoir evaluation.However,affected by the diverse lithology,complicated mineral and widespread alteration,conventional logging lithology classification and mineral inversion become considerably difficult.At the same time,owing to the limitation of the wireline log response equation,the quantity and accuracy of minerals can hardly meet the exploration requirements of igneous formations.To overcome those issues,this study takes the South China Sea as an example,and combines multi-scale data such as micro rock slices,petrophysical experiments,wireline log and element cutting log to establish a set of joint inversion methods for minerals and porosity of altered igneous rocks.Specifically,we define the lithology and mineral characteristics through core slices and mineral data,and establish an igneous multi-mineral volumetric model.Then we determine element cutting log correction method based on core element data,and combine wireline log and corrected element cutting log to perform the lithology classification and joint inversion of minerals and porosity.However,it is always difficult to determine the elemental eigenvalues of different minerals in inversion.This paper uses multiple linear regression methods to solve this problem.Finally,an integrated inversion technique for altered igneous formations was developed.The results show that the corrected element cutting log are in good agreement with the core element data,and the mineral and porosity results obtained from the joint inversion based on the wireline log and corrected element cutting log are also in good agreement with the core data from X-ray diffraction.The results demonstrate that the inversion technique is applicable and this study provides a new direction for the mineral inversion research of altered igneous formations. 展开更多
关键词 Joint inversion Altered igneous rock Element correction method lithology identification Multi mineral volume model
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基于改进ConvNeXt模型的轻量化岩屑岩性识别方法
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作者 杨宇轩 钟宝荣 《现代电子技术》 北大核心 2024年第24期131-136,共6页
岩屑录井在地质分析及油气勘探等领域起着重要的作用,岩屑岩性识别是其中一项关键内容,但目前识别手段难以兼顾准确性与轻量性。为提高识别效率,保证录井工作的高效进行,提出一种基于改进ConvNeXt模型的轻量化识别方法。通过分析调整Con... 岩屑录井在地质分析及油气勘探等领域起着重要的作用,岩屑岩性识别是其中一项关键内容,但目前识别手段难以兼顾准确性与轻量性。为提高识别效率,保证录井工作的高效进行,提出一种基于改进ConvNeXt模型的轻量化识别方法。通过分析调整ConvNeXt模型的网络层数,并将其中大部分传统卷积替换为Ghost卷积,减少了模型的冗余参数;同时,融合SimAM无参注意力机制,在不增加模型参数的情况下提升了模型性能。实验结果表明:改进后的ConvNeXt模型参数量和权重文件大小分别仅有15.44×10^(6)和15.5 MB,浮点运算量为0.69×10^(9),参数量和运算量远低于大部分网络模型,便于嵌入到各种移动设备中;且在测试集上的综合识别准确率可达到99.64%,高于ConvNeXt⁃S模型,满足识别的可靠性要求。所提模型兼具了准确性与轻量性的特点,能较好地满足实际录井工作中的岩屑识别任务。 展开更多
关键词 岩屑岩性识别 ConvNeXt模型 Ghost卷积 SimAM注意力机制 轻量化 消融实验
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煤矿精细地层模型反演技术研究 被引量:1
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作者 任永强 杨歌 《能源与环保》 2024年第1期135-140,共6页
针对煤矿三维地质建模中煤层厚度及顶底板岩性准确刻画的难题,提出在传统“点”和“线”数据插值为主的三维地质建模技术基础上,加入三维地震数据作为约束,基于全局插值方法的径向基函数,用“点”和“线”数据对“体”数据精细解释层位... 针对煤矿三维地质建模中煤层厚度及顶底板岩性准确刻画的难题,提出在传统“点”和“线”数据插值为主的三维地质建模技术基础上,加入三维地震数据作为约束,基于全局插值方法的径向基函数,用“点”和“线”数据对“体”数据精细解释层位进行校正,以校正后的精细地层框架为基础,基于地质统计学反演方法对煤系地层进行了岩性及厚度预测,分析了校正前与校正后地层框架为约束的反演结果准确性。研究结果表明,校正后的反演结果与实际资料的相对误差在5%以内,相较于未校正的反演结果,校正后的反演结果相对误差降低10%,校正后的结果与真实值之间误差控制在0.1 m以内,说明校正后的反演结果与实际水平钻孔结果吻合较好,能够精确刻画各岩性厚度及其空间展布情况。通过分析校正后的反演数据结果发现,地质岩性模型的精度得到极大提高,提高了钻孔间地层信息的准确度,在锦界煤矿取得了较好的应用效果。 展开更多
关键词 地层框架 地质统计学反演 岩性模型 锦界煤矿 三维地质建模
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哈萨克斯坦南图尔盖盆地Doshan斜坡带岩性油气藏储层预测方法
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作者 何文渊 陈可洋 《岩性油气藏》 CAS CSCD 北大核心 2024年第4期1-11,共11页
综合利用钻井、测井、地震等资料,分析了哈萨克斯坦南图尔盖盆地Doshan区块中部斜坡带沉积特征,并提出了一种岩性油气藏储层预测方法,识别出岩性圈闭,地震属性分析验证了储层预测结果的可靠性。研究结果表明:(1)哈萨克斯坦南图尔盖盆地D... 综合利用钻井、测井、地震等资料,分析了哈萨克斯坦南图尔盖盆地Doshan区块中部斜坡带沉积特征,并提出了一种岩性油气藏储层预测方法,识别出岩性圈闭,地震属性分析验证了储层预测结果的可靠性。研究结果表明:(1)哈萨克斯坦南图尔盖盆地Doshan斜坡带中—下侏罗统沉积时构造活动强烈,发育少量断裂,以湖相沉积为主,可分为SQ4—SQ6共3个沉积期,分别对应埃巴林组(J_(1)ab)、多尚组(J_(2)ds)和卡拉甘塞组(J_(2)kr),SQ6时期发生大规模湖侵,扇三角洲呈裙带状展布在边缘断层一侧,半深湖范围扩大;三角洲前缘为岩性圈闭发育的有利相带。(2)储层预测方法为以井-震标定结果确定地层界线,以基于声波曲线重构的岩石物理分析校正井径的影响,以基于调谐厚度的正演模型分析识别砂体,以高分辨率岩性储层地震反演技术对单砂层进行识别。(3)研究区岩性圈闭主要分布于中—下侏罗统,发育于坡折控砂条件下的一系列构造带上。地震属性分析结果与沉积特征吻合度较高。(4)研究区中—下侏罗统的坡折位置发育一系列岩性圈闭,在高分辨率地震剖面上表现为强振幅、高阻抗特征,是勘探有利区。 展开更多
关键词 斜坡带 岩性圈闭 储层预测 圈闭识别 正演模拟 地震反演技术 岩石物理 声波曲线重构 中—下侏罗统 Doshan区块 南图尔盖盆地 哈萨克斯坦
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