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Real-time prediction of multivariate ROP (rate of penetration) based on machine learning regression algorithms: Algorithm comparison, model evaluation and parameter analysis 基于机器学习回归算法的多变量ROP实时预测:算法比较、模型评估和参数分析
IF 2.7 4区 工程技术 Q1 Energy Pub Date : 2023-05-16 DOI: 10.1177/01445987231173091
W. Liu, Jiasheng Fu, Chunjing Tang, Xinyu Huang, Ting Sun
ROP (Rate of Penetration) is a comprehensive indicator of the rock drilling process and how efficiently predicting drilling rates is important to optimize resource allocation, reduce drilling costs and manage drilling hazards. However, the traditional model is difficult to consider the multiple factors, which makes the prediction accuracy difficult to meet the real drilling requirements. In order to provide efficient, accurate and comprehensive information for drilling operation decision-making, this study evaluated the applicability of four typical regression algorithms based on machine learning for predicting pore pressure in Troll West field, namely SVR (Support Vector Regression), Linear regression, Regression Tree and Gradient Boosting regression. These methods allow more parameters input. By comparing the prediction results of these typical regression algorithms based on R2(R-Square), explained variance, mean absolute error, mean squared error, median absolute error and other performance indicators, it was found that each method predicted different results, among which Gradient Boosting regression has the best results, their prediction accuracy is high and the error is very low. The prediction accuracy of these methods is positively correlated with the proportion of the training data set. With the increase of logging features, the prediction accuracy is gradually improved. In the prediction of adjacent wells, the ROP prediction methods can achieve a certain prediction effect, which shows that this method is suitable for ROP prediction in Troll West field.
ROP(钻速)是岩石钻探过程的综合指标,有效预测钻速对优化资源分配、降低钻探成本和管理钻探危险具有重要意义。然而,传统的模型难以综合考虑多种因素,使得预测精度难以满足实际钻井要求。为了为钻井作业决策提供高效、准确、全面的信息,本研究评估了四种典型的基于机器学习的回归算法在Troll West油田预测孔隙压力方面的适用性,即SVR(支持向量回归)、线性回归、回归树和梯度提升回归。这些方法允许输入更多的参数。通过比较这些典型的基于R2(R-Square)的回归算法的预测结果、解释方差、平均绝对误差、均方误差、中值绝对误差等性能指标,发现每种方法预测的结果不同,其中梯度Boosting回归的结果最好,预测精度高,误差很低。这些方法的预测精度与训练数据集的比例呈正相关。随着测井特征的增加,预测精度逐渐提高。在相邻井的预测中,ROP预测方法能够达到一定的预测效果,表明该方法适用于Troll-West油田的ROP预测。
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引用次数: 1
Pore structure characteristics of shale in coal-bearing strata: In the case of the Shanxi formation of lower Permian in Huainan coalfield in China 含煤地层页岩孔隙结构特征——以淮南煤田下二叠统山西组为例
IF 2.7 4区 工程技术 Q1 Energy Pub Date : 2023-05-15 DOI: 10.1177/01445987231175572
Jingfen Yang, Hongjie Xu, Sheng Xue, Hai Ding, Huihu Liu, Jinlong Jia, Huihuang Fang, Kunzhen Zhang
Reservoir pore characteristics are an important part of shale gas reservoir capacity evaluation. Compared with Marine shale, the study of coal measure shale is relatively backward in China. In order to deeply analyze the reservoir properties of coal measure shale gas and give priority to favorable reservoirs, the pore structure characteristics of shale in coal measures from the Shanxi Formation of Lower Permian in Huainan Coalfield of China were investigated in this study. The pore size distribution, specific surface area (SSA), and pore volume (PV) were obtained. The BET surface area and PVs are inconsistent with the variability in total organic content (TOC) and composition of the samples. There are unobvious negative correlations between PV, SSA, and TOC for the samples in this study. However, the contribution of clay minerals to PV and SSA seems to be positive, especially for the mixed-layer minerals of illite and smectite.
储层孔隙特征是页岩气储层容量评价的重要组成部分。与海相页岩相比,中国煤系页岩的研究相对落后。为深入分析煤系页岩气储层性质,优选有利储层,对淮南煤田下二叠统山西组煤系页岩孔隙结构特征进行了研究。得到了孔隙大小分布、比表面积(SSA)和孔体积(PV)。BET表面积和pv与样品总有机含量(TOC)和组成的变化不一致。本研究样品的PV、SSA和TOC之间存在不明显的负相关。粘土矿物对PV和SSA的贡献似乎是正的,特别是伊利石和蒙脱石的混合层矿物。
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引用次数: 0
Quantitative evaluation of structural complexity in Shengquan minefield based on improved local linear embedding algorithm 基于改进局部线性嵌入算法的胜泉雷区结构复杂性定量评价
IF 2.7 4区 工程技术 Q1 Energy Pub Date : 2023-05-11 DOI: 10.1177/01445987231157124
Peihe Zhai, Yuxiang Liu, Tianhao Liu, Longqing Shi, Changxin Lv
Mine water disaster is closely related to the geological structure of the mine. A scientific evaluation of the complexity of the minefield structure can greatly contribute to mining safety. In this study, we optimized the fault impact index in the study area and proposed an improved local linear embedding (LLE) algorithm by investigating the Shengquan coal mine. We analyzed the fault formation age and connectivity between faults in the study area, combined with topology theory, and based on previous studies. The mechanical properties of faults and the influence of small faults on the strata can be combined to derive a quantitative evaluation model of the structural complexity of mines. Based on the evaluation model, the study area was divided into a simple structural area, a medium structural area, and a complex structural area. By comparing the location of water inrush points in recent years with the three-dimensional high-density electrical exploration of the 21,304 working face, the effectiveness and rationality of structural complexity zoning were determined.
矿井水害的发生与矿井的地质构造密切相关。科学地评价矿区结构的复杂性,对矿山安全生产具有重要意义。本文以胜泉煤矿为研究对象,对研究区断层冲击指数进行了优化,提出了一种改进的局部线性嵌入算法。结合拓扑学理论,在前人研究的基础上,分析了研究区断层的形成年龄和断层之间的连通性。将断层的力学性质和小断层对地层的影响结合起来,可以导出矿山结构复杂性的定量评价模型。基于评价模型,将研究区划分为简单构造区、中等构造区和复杂构造区。通过将近年来突水点位置与21304工作面三维高密度电法勘探进行对比,确定了构造复杂性分区的有效性和合理性。
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引用次数: 0
Utilizing solar photovoltaic systems in educational facilities to achieve a zero bill campus: The Sulaiman Al-Rajhi University case 在教育设施中利用太阳能光伏系统实现零成本校园:苏莱曼拉吉大学案例
IF 2.7 4区 工程技术 Q1 Energy Pub Date : 2023-05-09 DOI: 10.1177/01445987231174767
Faouzan Abdulaziz Alfaoyzan, Radwan A. Almasri
One of the primary things damaging the environment is the use of energy. In the Kingdom of Saudi Arabia (KSA), electricity is the main source of energy in educational buildings. To conserve the environment, significant efforts are now being made to reduce energy use in general and electricity use in particular. To be sustainable, it is also vital to research the possibilities of employing solar energy in the higher education sector since it is also accessible in the KSA. The main motives behind this study are the low prices of photovoltaic (PV) solar systems globally and the existence of a new government system to benefit from solar energy in the KSA. The utilization of PV solar energy at Sulaiman Al-Rajhi University in the Qassim region was examined in this article. Two scenarios were considered: scenario 1, in which the entire roof of the buildings is covered by a PV system, and scenario 2, for securing electricity so that it is a nearly zero-bill campus (nZBC). The yield factors calculated for scenarios 1 and 2 are 1896  and 1922 kWh/kWp, respectively, while the capacity factor is 21.6% for scenario 1 and 21.9% for scenario 2. For scenarios 1 and 2, the systems produce 2,160,181 and 10,199,253 kWh of electrical energy annually, respectively. The production in the second scenario is about 113% of the load to reach an nZBC, compared to the first scenario's coverage of about 24% of the load. The levelized cost of energy was found to be between 0.026 and 0.028 $/kWh, with a simple payback period of 10 years for scenario 1 and 8.1 years for scenario 2. Additionally, the proposed systems’ environmental benefits were noted.
破坏环境的主要因素之一是能源的使用。在沙特阿拉伯王国(KSA),电力是教育建筑的主要能源。为了保护环境,目前正在作出重大努力,减少一般能源的使用,特别是电力的使用。为了可持续发展,研究在高等教育部门使用太阳能的可能性也至关重要,因为在沙特阿拉伯也可以使用太阳能。这项研究背后的主要动机是全球光伏(PV)太阳能系统的低价格,以及沙特阿拉伯存在一个新的政府系统,从太阳能中受益。本文考察了卡西姆地区Sulaiman Al-Rajhi大学光伏太阳能的利用情况。我们考虑了两种场景:场景1,建筑的整个屋顶都被光伏系统覆盖;场景2,确保电力供应,使其成为一个几乎零账单的校园(nZBC)。方案1和方案2的产率系数分别为1896和1922 kWh/kWp,方案1和方案2的容量系数分别为21.6%和21.9%。对于场景1和场景2,系统每年分别产生2,160,181和10,199,253千瓦时的电能。在第二种情况下,达到nZBC的产量约为负载的113%,而第一种情况的产量约为负载的24%。研究发现,平均能源成本在0.026至0.028美元/千瓦时之间,方案1的投资回收期为10年,方案2的投资回收期为8.1年。此外,还指出了拟议系统的环境效益。
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引用次数: 1
Mechanism of transition between separated and non-separated oil-water flows in inclined pipe 斜管内分离油水流与非分离油水流过渡机理
IF 2.7 4区 工程技术 Q1 Energy Pub Date : 2023-05-08 DOI: 10.1177/01445987231173083
Dailu Zhang, Hongbing Zhang, Q. Ren, Xiang Zhao
The analysis of drop formation and the transition between separated and non-separated oil–water flows enables us to better regulate flow parameters and pipe inclination angle, which is of great significance for improving the efficiency of oil transportation. Previous studies mainly carried out qualitative analysis through experiments and studied the transition between separated flows, very few studies are conducted on the transition between separated flow and dual continuous flow or intermittent flow. In addition, the influence of pipe inclination angle was not considered in the study of drop formation, which results in inadequate force analysis of drop. This article presents the use of dimensionless numbers to predict the transition between separated flow and dual continuous flow or intermittent flow. The relation expression between dimensionless numbers is obtained by regression of experimental data. The critical values of flow parameters and pipe inclination angle can be calculated by the relation expression between dimensionless numbers and flow parameters. In addition, this article proposes a three-dimensional interfacial wave shear deformation mechanism by adding volume forces to the force analysis for the possible inclined pipe. The prediction equation is obtained and the critical value of flow parameters and pipe inclination angle for drop formation can be calculated, which are in good agreement with the experimental data.
分析液滴的形成以及分离和非分离油水流之间的过渡,使我们能够更好地调节流动参数和管道倾角,这对提高输油效率具有重要意义。以往的研究主要通过实验进行定性分析,研究分离流之间的过渡,很少对分离流与双重连续流或间歇流之间的转换进行研究。此外,在液滴形成的研究中没有考虑管道倾角的影响,导致液滴受力分析不充分。本文介绍了使用无量纲数来预测分离流和双连续流或间歇流之间的过渡。通过对实验数据的回归,得到了无量纲数之间的关系式。通过无量纲数与流量参数的关系式,可以计算出流量参数和管道倾角的临界值。此外,本文通过在可能倾斜管道的受力分析中加入体积力,提出了一种三维界面波剪切变形机制。得到了液滴形成的预测方程,可以计算出液滴形成时流量参数和管道倾角的临界值,与实验数据吻合较好。
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引用次数: 0
Pore system classification of Jurassic Da’anzhai Member Lacustrine Shale: Insight from pore fluid distribution 侏罗系大安寨段湖相页岩孔隙系统分类——来自孔隙流体分布的启示
IF 2.7 4区 工程技术 Q1 Energy Pub Date : 2023-05-01 DOI: 10.1177/01445987231154613
Guangyin Cai, Yifan Gu, Yonghong Fu, Yuqiang Jiang, Z. Wei, Zimeng Wang, Ruobing Liu, Xiaoxue Qiu
Lacustrine shale oil has the potential to lead the development of China's oil and gas industry. By integrating scanning electron microscopy, low-temperature CO2 and N2 adsorption, high-pressure mercury intrusion, and nuclear magnetic resonance with centrifugation at different speeds, the pore system and pore fluid distribution of Da’anzhai Member lacustrine shale in the Sichuan Basin are studied. The results show that: (1) The reservoir space is mainly inorganic pores and micro-fractures. Nano-micron scale pores are commonly found and widely distributed in the Da’anzhai shale with multiple peaks of 28 nm, 200 nm, 900 nm, and 3.5 µm. The total pore volume ranges from 0.00849 to 0.02808 cm³/g, and the pores ranging from 100 nm to 1000 nm are the main contributors to total pore volume. (2) Pore fluid can be divided into movable oil, bound oil, and adsorption oil. The proportion of movable oil, bound oil, and adsorbed oil is 21.4%, 12.4%, and 66.2% in Da’anzhai shale, respectively. Movable oil mainly occurs in pores larger than 350 nm, bound oil is 30–350 nm, while adsorbed oil mainly exists in pores below 30 nm. (3) The higher the total organic carbon content and clay minerals content, the smaller the pore size, resulting in the low content of movable oil. The higher the content of brittle minerals such as quartz, the better the development of intergranular pores and microfractures, and the higher the content of movable oil. Through the grading evaluation of shale pore structure and pore fluid, it is conducive to guide the exploration and development of Da’anzhai shale oil, which has important theoretical and practical significance.
湖相页岩油具有引领中国油气产业发展的潜力。采用扫描电镜、低温CO2、N2吸附、高压压汞、不同转速核磁共振等综合手段,对四川盆地大安寨段湖相页岩孔隙系统及孔隙流体分布进行了研究。结果表明:(1)储层空间以无机孔隙和微裂缝为主。纳米微米级孔隙在大安寨页岩中较为常见且分布广泛,具有28 nm、200 nm、900 nm、3.5µm等多个峰。总孔隙体积范围为0.00849 ~ 0.02808 cm³/g, 100 ~ 1000 nm范围的孔隙是总孔隙体积的主要贡献者。(2)孔隙流体可分为可动油、结合油和吸附油。大安寨页岩可动油、束缚油和吸附油的比例分别为21.4%、12.4%和66.2%。可动油主要存在于大于350 nm的孔隙中,结合油在30 ~ 350 nm,吸附油主要存在于30 nm以下的孔隙中。(3)总有机碳含量和粘土矿物含量越高,孔隙尺寸越小,导致可动油含量低。石英等脆性矿物含量越高,晶间孔隙和微裂缝发育越好,可动油含量越高。通过对页岩孔隙结构和孔隙流体的分级评价,有利于指导大安寨页岩油的勘探开发,具有重要的理论和现实意义。
{"title":"Pore system classification of Jurassic Da’anzhai Member Lacustrine Shale: Insight from pore fluid distribution","authors":"Guangyin Cai, Yifan Gu, Yonghong Fu, Yuqiang Jiang, Z. Wei, Zimeng Wang, Ruobing Liu, Xiaoxue Qiu","doi":"10.1177/01445987231154613","DOIUrl":"https://doi.org/10.1177/01445987231154613","url":null,"abstract":"Lacustrine shale oil has the potential to lead the development of China's oil and gas industry. By integrating scanning electron microscopy, low-temperature CO2 and N2 adsorption, high-pressure mercury intrusion, and nuclear magnetic resonance with centrifugation at different speeds, the pore system and pore fluid distribution of Da’anzhai Member lacustrine shale in the Sichuan Basin are studied. The results show that: (1) The reservoir space is mainly inorganic pores and micro-fractures. Nano-micron scale pores are commonly found and widely distributed in the Da’anzhai shale with multiple peaks of 28 nm, 200 nm, 900 nm, and 3.5 µm. The total pore volume ranges from 0.00849 to 0.02808 cm³/g, and the pores ranging from 100 nm to 1000 nm are the main contributors to total pore volume. (2) Pore fluid can be divided into movable oil, bound oil, and adsorption oil. The proportion of movable oil, bound oil, and adsorbed oil is 21.4%, 12.4%, and 66.2% in Da’anzhai shale, respectively. Movable oil mainly occurs in pores larger than 350 nm, bound oil is 30–350 nm, while adsorbed oil mainly exists in pores below 30 nm. (3) The higher the total organic carbon content and clay minerals content, the smaller the pore size, resulting in the low content of movable oil. The higher the content of brittle minerals such as quartz, the better the development of intergranular pores and microfractures, and the higher the content of movable oil. Through the grading evaluation of shale pore structure and pore fluid, it is conducive to guide the exploration and development of Da’anzhai shale oil, which has important theoretical and practical significance.","PeriodicalId":11606,"journal":{"name":"Energy Exploration & Exploitation","volume":null,"pages":null},"PeriodicalIF":2.7,"publicationDate":"2023-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"65449490","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
Study on water inrush warning information of coal seam floor fault structure 煤层底板断层构造突水预警信息研究
IF 2.7 4区 工程技术 Q1 Energy Pub Date : 2023-05-01 DOI: 10.1177/01445987231155980
Siyu Li, Kai Bian, Guilei Han, Bo Liu, Xi Chen, Hui Sun, Hao Yang, Junbin Chang
Water inrush from coal floor is a gradual process from generation, and development to disaster. In this process, the geophysical information received by the rock mass will show measurable characteristics of the sudden, and the occurrence of water inrush is the inevitable reflection of various characteristics of the sudden in the limit state. In order to study the early warning information before water inrush in working face, based on the fluid-solid coupling theory, similar simulation test and FLAC3D simulation were used to reproduce the water inrush process of the floor fracture structure, to clarify the difference of response characteristics of each physical quantity before and after water inrush, and to calculate the weight value of different physical quantities in the water inrush process combined with entropy method. The results show that when the working face is gradually approaching the penetrating fault, the stress at the water inrush position of the floor rock layer decreases sharply, and the step jump change occurs after reaching the minimum peak value. The water flow shows a stable increase–sudden increase process. Water inrush through fault location water flow presents increasing—stability—the changing process of surge, water pressure appears cliff-like drop. In the sub-emergent stage when water inrush is about to occur in the working face, the variation range of stress and water pressure at the position of water inrush is more intense. The increase rate of stress at the position of water inrush in the floor rock layer increases sharply and reaches the peak value in a short time, while the increase rate of water pressure at the position of water inrush through the fault decreases.
煤层底板突水是一个从产生、发展到灾害的渐进过程。在此过程中,岩体接收到的地球物理信息会显示出突发性的可测量特征,突水的发生是突发性在极限状态下各种特征的必然反映。为了研究工作面突水预警信息,基于流固耦合理论,采用相似模拟试验和FLAC3D模拟对底板裂隙结构突水过程进行了再现,阐明了突水前后各物理量的响应特征差异,并结合熵值法计算了突水过程中不同物理量的权重值。结果表明:当工作面逐渐接近穿透断层时,底板岩层突水位置应力急剧减小,达到最小峰值后出现阶跃变化;水流呈稳定增加-突然增加的过程。突水通过断层位置水流呈现涌浪增加-稳定-变化过程,水压呈现崖状下降。在工作面即将发生突水的次突水阶段,突水位置的应力和水压变化范围更为剧烈。底板岩层突水位置的应力增加速率急剧增大,并在短时间内达到峰值,而断层突水位置的水压增加速率减小。
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引用次数: 0
Differences of Organic Matter Types of High Maturity Marine Organic-Rich Shale from Wufeng-Longmaxi Formation: Implication for Shale Gas “Sweet Spots” Prediction 五峰组—龙马溪组高成熟海相富有机质页岩有机质类型差异及其页岩气“甜点”预测意义
IF 2.7 4区 工程技术 Q1 Energy Pub Date : 2023-04-25 DOI: 10.1177/01445987231171407
Minglong Li, X. Tan, Gaoxiang Wang, Yanjun Li, Qiang Xu, Jian Zheng, Yang Yang, Xiaoliang Bai, Yubing Ji
Based on the identification of visual kerogen assessment, a subdivision method of organic matter types was proposed. Combined with GR curve, the distribution was further studied, the relationship between shale reservoir parameters and organic matter types was analyzed, and the significance was discussed. The results show that the kerogen types of organic rich shale in the lower part of Wufeng-Longmaxi Formation in the south of the Sichuan Basin are mainly of type I, II1a and II1b, while type II2 and type III are not developed. In Wufeng Formation, the shale organic matter is mainly of type II1a and II1b. From Long111 to Long114, the shale displays a trend of “Type I-II1b-II1a-II1b”. Type I was characterized by higher TOC, porosity and gas bearing capacity of shale reservoirs than the other organic matter. The reservoir parameter of type II1a was better than type II1b, indicating that the organic matter type control on the quality of shale reservoirs. Type difference is closely related to the bio-precursors component, among which type I and type II1a are related to the content of planktonic algae, while type II1b is related to the content of benthic algae. This study provides a good reference for the subdivision of marine shale organic matter types and the evaluation and prediction of gas bearing properties.
在直观干酪根评价识别的基础上,提出了有机质类型细分方法。结合GR曲线进一步研究页岩储层分布,分析页岩储层参数与有机质类型的关系,探讨其意义。结果表明,四川盆地南部五峰组—龙马溪组下段富有机质页岩干酪根类型以I型、II1a型和II1b型为主,II2型和III型不发育。五峰组页岩有机质主要为II1a型和II1b型。龙111 ~龙114段页岩表现为“I-II1b-II1a-II1b”型。ⅰ型页岩储层TOC、孔隙度和含气性均高于其他有机质;II1a型储层参数优于II1b型,说明有机质类型对页岩储层质量具有控制作用。类型差异与生物前体成分密切相关,其中I型和II1a型与浮游藻类含量有关,II1b型与底栖藻类含量有关。该研究为海相页岩有机质类型划分和含气性评价与预测提供了很好的参考。
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引用次数: 0
Fracture evolution of the main roof in gob-side entry retaining by roof cutting of an inclined coal seam 倾斜煤层采空留巷主顶板断裂演化
IF 2.7 4区 工程技术 Q1 Energy Pub Date : 2023-04-25 DOI: 10.1177/01445987231171409
Jinzhu Hu, Zimin Ma, Pengfei Guo, Yunjin Hu
During the application of gob-side entry retaining by roof cutting in inclined coal seams, the boundary conditions of the main roof in the goaf will change, resulting in the special characteristics of its fracture evolution. This article established a main roof elastic mechanics model through theoretical analysis and obtained the stress expression of any point on the main roof, analyzed the stress distribution characteristics and fracture evolution law of the main roof, finally, and revealed the unloading mechanism of the overburden in the cutting roof of goaf by combining with field mining pressure data. The results show that the stress value on the main roof is related to the dip angle, the poison's ratio, and the geometry parameters of the working face. The main roof stress presented an asymmetric distribution in the inclined direction. The fracture mode of the main roof is the “U-Y” mode under the first weighting and the “L-Y” mode under periodic breakage. The pressure on the upper part of the working face increased, while the lower part decreased according to field mining pressure data. There are two reasons for the reduction of pressure in the lower part of the working face, on the one hand, the reduction of the area of the key block A leads to a decrease in load, on the other hand, the gangue filling and supporting effect of the lower part of the goaf. The surrounding rock of the gob-side entry is not obviously affected by the dynamic pressure, and the deformation is small, achieving a good retaining effect.
在倾斜煤层采空区采空区留巷应用过程中,采空区主顶板的边界条件会发生变化,导致其裂隙演化具有特殊性。本文通过理论分析建立了主顶板弹性力学模型,得到了主顶板任意点的应力表达式,分析了主顶板的应力分布特征和裂缝演化规律,并结合现场开采压力数据揭示了采空区路堑顶板覆盖层的卸荷机理。结果表明,主顶板的应力值与工作面的倾角、毒比和几何参数有关。顶板主应力在倾斜方向上呈不对称分布。主顶板的断裂模式为首次加重时的“U-Y”模式和周期性破坏时的“L-Y”模式。根据现场开采压力数据,工作面上部的压力增加,而下部的压力降低。工作面下部压力降低的原因有两个,一方面是关键块A面积的减小导致负荷降低,另一方面是采空区下部的脉石充填和支护作用。采空区巷道围岩受动压影响不明显,变形较小,达到了良好的支护效果。
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引用次数: 0
Main controlling factors and oil-bearing potential characteristics of a tight sandstone reservoir: A case study of southwest Ordos Basin 致密砂岩储层的主要控制因素及含油潜力特征——以鄂尔多斯盆地西南部为例
IF 2.7 4区 工程技术 Q1 Energy Pub Date : 2023-04-25 DOI: 10.1177/01445987231171274
Feng Guo, Xiaoxia Peng, Xuqing Ma, Haonan Wang
Clarifying the main controlling factors of reservoirs and their oil-bearing potential is vital for predicting tight sandstone reservoirs. The Chang 8 reservoir in the southwest of Ordos Basin is a typical tight sandstone reservoir and is widely distributed. Observation description and sampling analysis of cores, the grain size analysis, casting thin section, scanning electron microscope, mercury pressure, nuclear magnetic resonance, and conventional physical analysis are used to clarify the main controlling factors and oil-bearing potential characteristics of the Chang 8 reservoir in southwest Ordos Basin. The results show that delta front subfacies are mainly developed in Chang 8 member, including distributary channel, natural dike, estuary bar and distributary bay. The main rock type of reservoir is lithic feldspathic sandstone, followed by feldspathic lithic sandstone. The types of reservoir space are mainly intergranular pores and intragranular dissolved pores, with a small amount of clay-related pores and micro-fractures. The average porosity and permeability of the reservoir are 11.67% and 0.52 × 10−3μm2, respectively. The reservoirs with high oil saturation are mainly distributary channels and thicker mouth bar sand bodies. Compaction is the main factor of reservoir compaction (porosity loss rate is 55.73%), followed by cementation (porosity loss rate is 29.23%). The favorable diagenesis is the dissolution of feldspar grains and some cement. The Chang 8 tight reservoir contains various nano-scale pore-throat. For tight reservoirs with similar physical properties, the pore-throat structure controls the oil saturation of the tight reservoir. Favorable conditions for tight sandstone reservoirs oil saturation include favorable sedimentary environment (distributary channel or thick mouth bar) and suitable microscopic pore characteristics.
明确储层的主要控制因素及其含油潜力对于致密砂岩储层的预测至关重要。鄂尔多斯盆地西南部长8油藏是一个典型的致密砂岩油藏,分布广泛。采用岩心观察描述和取样分析、粒度分析、铸体薄片、扫描电子显微镜、汞压、核磁共振和常规物理分析等方法,阐明了鄂尔多斯盆地西南部长8油藏的主要控制因素和含油潜力特征。结果表明,长8段三角洲前缘亚相主要发育,包括分流河道、天然堤、河口坝和分流湾。储层岩石类型以岩屑长石砂岩为主,其次为长石岩屑砂岩。储层空间类型主要为粒间孔隙和粒内溶解孔隙,少量粘土相关孔隙和微裂缝。储层平均孔隙度和渗透率分别为11.67%和0.52 × 10−3μm2。高含油饱和度的储层主要为分流河道和较厚的河口坝砂体。压实作用是储层压实的主要因素(孔隙度损失率为55.73%),其次是胶结作用(孔隙率损失率为29.23%)。长石颗粒和一些水泥的溶解是有利的成岩作用。长8致密储层含有多种纳米级孔喉。对于具有相似物性的致密储层,孔喉结构控制着致密储层的含油饱和度。致密砂岩油藏含油饱和度的有利条件包括有利的沉积环境(分流河道或厚口坝)和适宜的微观孔隙特征。
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Energy Exploration & Exploitation
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