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Long Short-term Memory (LSTM) Networks for Forecasting Reservoir Performances in Carbon Capture, Utilisation, and Storage (CCUS) Operations 长短期记忆(LSTM)网络用于预测碳捕获、利用和封存(CCUS)操作中的储层性能
Pub Date : 2022-04-01 DOI: 10.29017/scog.45.1.943
U. Iskandar, M. Kurihara
Forecasting reservoir performances during the carbon capture, utilization, and storage (CCUS) operations is essential to monitor the amount of incremental oil recovered and CO2 trapped. This paper proposes predictive data-driven models for forecasting oil, CO2, and water production on the existing wells and future infill well utilizing long short-term memory (LSTM) networks, a deep learning variant for time series modeling. Two models are developed based on the number of phases referred to: 3-phases (3P) and 1-phase (1P), one interest phase at a time. The models are trained on the dataset from multiple wells to account for the effect of interference of neighboring wells based on the inverse distance to the target well. The performance of the models is evaluated using walk-forward validation and compared based on quality metrics and length and consistency of the forecasting horizon. The results suggest that the 1P models demonstrate strong generalizability and robustness in capturing multivariate dependencies in the various datasets across eight wells with a long and consistent forecasting horizon. The 3P models have a shorter and comparable forecasting horizon. The 1P models show promising performances in forecasting the fluid production of future infill well when developed from the existing well with similar features to the infill well. The proposed approach offers an alternative to the physics-driven model in reservoir modeling and management and can be used in situations when conventional modeling is prohibitively expensive, slow, and labor-intensive.
在碳捕集、利用和封存(CCUS)过程中,预测储层的性能对于监测增量采收率和二氧化碳捕获量至关重要。本文提出了预测数据驱动模型,利用长短期记忆(LSTM)网络(时间序列建模的一种深度学习变体)预测现有井和未来填充井的石油、二氧化碳和水的产量。根据所涉及的阶段数,开发了两种模型:3阶段(3P)和1阶段(1P),每次一个兴趣阶段。模型在多口井的数据集上进行训练,根据与目标井的逆距离来考虑邻近井的干扰影响。使用前向验证对模型的性能进行评估,并根据质量指标和预测范围的长度和一致性对模型进行比较。结果表明,1P模型在捕捉8口井不同数据集的多变量依赖关系方面具有很强的通用性和鲁棒性,预测范围长且一致。3P模型具有较短的可比较预测范围。利用与充填井特征相似的现有井开发的1P模型,对未来充填井的产液量进行预测,具有良好的应用前景。所提出的方法为油藏建模和管理提供了物理驱动模型的替代方案,可用于传统建模过于昂贵、缓慢和劳动密集型的情况。
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引用次数: 0
Reducing Uncertainty In Log Analysis Due To Presence Of Heavy-Conductive Minerals In Sendimentary Rocks 降低沉积岩中重导电性矿物在测井分析中的不确定性
Pub Date : 2022-04-01 DOI: 10.29017/scog.23.1.880
B. Widarsono
Presence of heavy-conductive mineral(s) in formation rocks tends to provide negative influence to some log readings especially the resistivity log. With regard to its function in log analysis, any distortion in resistivity log readings will certainly lead to potential misinterpretation on petrophysical properties such as water saturation (S.) Therefore a method dedicated to minimizing the effect is indeed necessary.This paper presents results of a study on presence of heavy-conductive minerals, distributed in structural form, on resistivity reading. Based on analogy and expansion of a structural clay distribution model, a correction method plus its application procedure have been proposed. Since the method is develop using an approach that is considered valid in general term it is, therefore, conceptually applicable to any field cases as long as its theoretical conditions are met. In order to make application of the method easier it has also been presented in form of nomographs.Application of the method on log analysis of two wells in West Java has proved itself well in which corrections on calculated water saturation have yielded values that are more consistent when compared to production test data. The method is also prepared in a manner that it can be easily integrated into standard log analysis practices.
地层岩石中存在的重导电性矿物往往会对某些测井数据,特别是电阻率测井数据产生负面影响。考虑到电阻率测井数据在测井分析中的作用,电阻率测井数据的失真必然会导致对含水饱和度(s)等岩石物理性质的潜在误解。因此,一种致力于减少影响的方法确实是必要的。本文介绍了以结构形式分布的重导电性矿物在电阻率读数上存在的研究结果。在对结构粘土分布模型进行类比和展开的基础上,提出了一种修正方法及其应用步骤。由于该方法是使用一般认为有效的方法开发的,因此,只要满足理论条件,它在概念上适用于任何现场情况。为了使该方法的应用更容易,还以nomographs的形式提出了该方法。该方法在西爪哇两口井的测井分析中得到了很好的应用,与生产测试数据相比,计算含水饱和度的修正结果更加一致。该方法的准备方式也可以很容易地集成到标准的日志分析实践中。
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引用次数: 1
The Feasibility Study of Reservoir Geomechanics from Brittleness Evaluation 基于脆性评价的储层地质力学可行性研究
Pub Date : 2022-04-01 DOI: 10.29017/scog.45.1.920
Benyamin Elilaski Nababan, H. Hutami, F. Fatkhan
A detailed understanding regarding the rocks Brittleness Index is helpful in oil and gas exploration as upfront information to determine the rock fracture gradient. Researchers have proposed several methods to estimate the rock Brittleness Index. However, different ways may yield different results and lead to varying interpretations regarding the Brittleness Index classifi cation. This paper evaluates the Brittleness Index of an Indonesian gas well using three approaches based on the elastic properties log data, elastic properties rock physics modeling, and mineralogical rock physics modeling to assess the consistency of the methods. The results obtained in this study suggest that elastic properties-based and mineralogical methods produced a consistent Brittleness Index. However, the vertical resolution is different. It indicates that the Brittleness Index estimated from the actual log data showed higher resolution than the Brittleness Index calculated from the rock physics modeling. Combining TOC data with the Brittleness Index is recommended to optimize hydraulic fracturing design and planning. For further investigation, the authors will be suggesting direct sampling from cores and laboratory measurements to obtain the in-situ mechanical properties of shale rocks.
对岩石脆性指数的详细了解有助于在油气勘探中作为确定岩石破裂梯度的前期信息。研究人员提出了几种估算岩石脆性指数的方法。然而,不同的方法可能会产生不同的结果,并导致对脆性指数分类的不同解释。采用弹性测井资料、弹性岩石物理建模和矿物学岩石物理建模三种方法对印尼某气井脆性指数进行了评价,以评价方法的一致性。本研究的结果表明,基于弹性性能的方法和矿物学方法产生了一致的脆性指数。但是,垂直分辨率是不同的。这表明,利用实际测井资料估算的脆性指数比利用岩石物理模型计算的脆性指数具有更高的分辨率。建议将TOC数据与脆性指数相结合,优化水力压裂设计和规划。为了进一步研究,作者将建议直接从岩心和实验室测量中取样,以获得页岩的原位力学特性。
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引用次数: 0
In-Situ Stresses In Rock Masses: A General Review 岩体的地应力:综述
Pub Date : 2022-04-01 DOI: 10.29017/scog.23.2.881
B. Widarsono
The in situ state of stress is a rock's point-to-point property that must be taken into consideration in every subsurface engineering activity This has been realized to an increasing extent over the past 10 - 20 years. Good quality in situ stress information enhances the quality of engineering designs such ax for mining, petroleum and geothermal production. In turn good engineering designs will support the process of decision making in related industries. However, efforts are required to encourage the use and integration of this information into the engineering activities.This paper is basically a general review over the in situ stress that encompasses various aspects, among others are concept, causes/sources that generate it, influencing factors, the effect of scales, techniques for measuring it, and its distribution throughout the lithosphere. The review is supported by works and conclusions that have been made by various investigators in the past. The relative absence of the use of in situ stress information in petroleum engineering practices in Indonesia is also discussed. This includes the absence of demand upon the information, probable consequence, and the field cases that are likely caused by the absence.Apart from the importance of in situ stress information shown by the review, it has also prompted the need to apply proper use of in situ stress information in relation to the corresponding engineering scales. Inappropriate measurement techniques assigned to an engineering problem, which corresponds to a certain scale, will certainly lead to a serious misprediction over the expected outcome. These all are hoped to provide operators in the industry a complete general view over the in situ stresses their importance.
应力的原位状态是岩石点对点的性质,在每一次地下工程活动中都必须考虑到这一点,在过去的10 - 20年里,人们越来越多地认识到这一点。高质量的地应力信息可以提高采矿、石油和地热开采等工程设计的质量。反过来,好的工程设计将支持相关行业的决策过程。然而,需要努力鼓励使用并将这些信息集成到工程活动中。本文对地应力的概念、产生地应力的原因/来源、地应力的影响因素、地应力的尺度效应、地应力的测量技术以及地应力在岩石圈中的分布等方面进行了综述。该审查得到了过去各种调查人员所做的工作和结论的支持。本文还讨论了印度尼西亚石油工程实践中相对缺乏使用地应力信息的问题。这包括缺乏对信息的需求,可能的后果,以及可能由缺乏引起的现场案例。除了审查表明的原位应力信息的重要性外,它还提示需要根据相应的工程尺度适当使用原位应力信息。对于一个工程问题,在一定的尺度下,不适当的测量技术必然会导致对预期结果的严重错误预测。所有这些都希望为业内的运营商提供一个完整的总体视图,以强调其在原位的重要性。
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引用次数: 0
Palynology Of The Lower Kalicapung Formation Tlogosari, Central Java 中爪哇,tologosari,下Kalicapung组孢粉学
Pub Date : 2022-03-31 DOI: 10.29017/scog.25.2.878
E. B. Lelono
The palynological investigation focuses on the transition sediment of the Lower Kalipucang Formation which overlies the non-marine lava of the Gabon Formation. Both formations are firmly separated by the unconformity which is indicated by the occurrence of basal conglomerate. The Lower Kalipucang Formation outcrops in a small village called Tlogosari, Central Java. Lithologically, it is characterised by the occurrence of basal conglomerate with the intercalation of thin lignites. This lithology is overlain by 2 meter thick of claystone containing lignite strings and some igneous fragments. The intercalation of thin sandstones, conglomerate and lignites are found within claystone lithology. Four samples from the Lower Kalipucang Formation were selected for laboratory processing. Only two samples collected from the upper part of this formation yield rich palynomorphs. The palynomorph assemblage shows the occurrence of brackish and fresh water floras. Based on the appearance of pollen Florschuetzia meridionalis and F. trilobata, it is predicted that the age of the Lower Kalipucang Formation is Middle Miocene. The high abundance of mangrove taxa (especially in sample number LKP-4) such as Avicenia type, Zonocostites ramonae and Camptostemon indicates a well development of mangrove environment. This assumption is supported by well preservation of large mollusc with excellent ornamentation. This ornamentation must have developed in the environment with low energy such as mangrove.
孢粉学研究的重点是覆盖在加蓬组非海相熔岩上的下卡利普仓组过渡沉积。基底砾岩的出现表明,两个组被不整合牢牢地分开。下Kalipucang组在中爪哇一个叫Tlogosari的小村庄露头。岩性上以基底砾岩赋存,薄褐煤夹层为特征。该岩性上覆有2米厚的粘土岩,其中含有褐煤串和一些火成岩碎片。薄砂岩、砾岩和褐煤的夹层存在于粘土岩岩性中。选取下卡利普仓组的4个样品进行实验室处理。仅从该地层上部采集的两个样品产生了丰富的异形。孢型组合显示出微咸和淡水植物区系的存在。根据子午花孢粉和三叶虫花粉的出现,预测下卡利普仓组的时代为中中新世。Avicenia型、Zonocostites ramonae和Camptostemon等红树林分类群丰度较高(特别是LKP-4),表明红树林环境发育良好。这一假设得到了保存完好的大型软体动物的支持。这种纹饰一定是在像红树林这样的低能量环境中形成的。
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引用次数: 0
Application of Artificial Neural Network for Assisting Seismic-Based Reservoir Characterization 人工神经网络在辅助地震储层表征中的应用
Pub Date : 2022-03-31 DOI: 10.29017/scog.25.1.879
B. Widarsono, F. Saptono, P. Wong, S. Munadi
 Reservoir rock physical properties, such as porosity and water saturation, always play prominent roles in the development of oil and gas fields. Accurate information regarding their distribution is always desired. For this new approach that uses a purpose, a combination of intelligent computing (artificial neural network or ANN) and rock physics, with a full utilization of core data, well logs and seismic-derived attributes, is proposed. The method is basically an effort to link the required rock physical properties to seismic- derived attributes through the use of rock physics theories. The ANN itself is used to fill the gaps of data array required by the proposed method through its capacity for pattern recognition. The proposed method is applied to a limestone reservoir in East Java. Validation is carried out by comparing the results to the observed data at well locations as well as by geological justification. The application has shown a new potential for supporting reservoir modeling and field development.
储层岩石物性,如孔隙度、含水饱和度等,在油气田开发中一直起着突出的作用。关于它们分布的准确信息总是需要的。对于这种新方法,提出了智能计算(人工神经网络或ANN)和岩石物理相结合的方法,充分利用岩心数据、测井曲线和地震衍生属性。该方法基本上是通过使用岩石物理理论,将所需的岩石物理性质与地震派生的属性联系起来。利用人工神经网络本身的模式识别能力,填补了该方法所需的数据数组空白。将该方法应用于东爪哇某石灰岩储层。通过将结果与井位观测数据以及地质论证进行验证。该应用显示了支持油藏建模和油田开发的新潜力。
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引用次数: 0
Dst Data Evaluation In Practice 实践中的Dst数据评估
Pub Date : 2022-03-31 DOI: 10.29017/scog.25.3.877
Herlan Adim
Originally Drill Stem Test (DST), as an evaluation tool, was only an indicator of type of fluid production. Interest in the DST as a modern evaluation tool was revived when certain theoretical equations were proven as a means of calculating values for important formation parameters. This paper is an example, the basic interpretation method, that will prepare the geologist and engineer for more sophisticated approaches that are sure to come, It is proposed of this paper to show how DST data might be Ned to make certain reservoir parameter de- terminations, in field works.
钻杆测试(DST)作为一种评价工具,最初只是一种流体生产类型的指标。当某些理论方程被证明是计算重要地层参数值的一种手段时,人们对DST作为一种现代评价工具的兴趣重新燃起。本文是一个基本解释方法的例子,它将为地质学家和工程师准备更复杂的方法,这是肯定会出现的。本文提出了如何在野外工作中使用DST数据来确定某些油藏参数。
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引用次数: 0
The Influence Of Ph And Concentration Of Phosphonate Inhibitor - Tests On Change Of Barium Sulfate Scale Morphology By Using Scanning Electron Microscope Ph和磷酸盐抑制剂浓度对硫酸钡水垢形貌变化的影响——扫描电镜试验
Pub Date : 2022-03-30 DOI: 10.29017/scog.27.2.873
Tjuwati Makmur
Water injection is often used to keep maintaining reservoir pressure. Injected water (high in sulphate) mixes with formation water (high in barium) leading to the deposition of barium sulfate scale in the near wellbore, reservoir, production tubulars and topside equipment. Barium sulfate scale is unique scale deposit and the least soluble of the scales. The deposition of oil field scale is a potentially damaging problem which reduces fluid flow resulting in a decline in oil production. The best approach to solving the problems of scale formation is to prevent or inhibit deposition and this is more effective than scale removal. The use of scale inhibitor can be effective method for preventing scalealthough their effectiveness is controlled by experimental conditions. Therefore, it is very important to know factors that influence barium sulfate scale. The maintopic of this paper is “The Influence of pH and Concentration of Inhibitor Solution - Tests on Change of Barium Sulfate Scale Morphology by Using Scanning Electron Microscope”. Hopefully, the results of laboratory test presented this paper give useful and valuable information not only for LEMIGAS, but also for oil industry, chemical manufacturers and universities, then other institutions.
注水通常用于维持油藏压力。注入水(高硫酸盐含量)与地层水(高钡含量)混合,导致硫酸钡结垢在近井、油藏、生产管和上层设备中沉积。硫酸钡水垢是一种独特的水垢沉积,是水垢中最难溶的一种。油田结垢的沉积是一个潜在的破坏性问题,它会减少流体流动,导致石油产量下降。解决结垢问题的最佳方法是防止或抑制沉积,这比去除结垢更有效。阻垢剂的使用是防止结垢的有效方法,但其效果受实验条件的制约。因此,了解影响硫酸钡结垢的因素是非常重要的。本文的主要题目是“pH和抑制剂溶液浓度对硫酸钡水垢形貌变化的影响——扫描电镜试验”。希望本文的实验结果不仅对LEMIGAS,而且对石油工业、化工企业和大学以及其他机构提供有用和有价值的信息。
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引用次数: 0
Stratigraphic Interpretation Of The Middle Miocene Deltaic Sediment In The Sangatta Area, Based On Quantitative Palynological Data 基于定量孢粉资料的桑加塔地区中中新世三角洲沉积地层解释
Pub Date : 2022-03-30 DOI: 10.29017/scog.26.2.876
E. B. Lelono
This study demonstrates the ability of palynology in helping explorationist to comprehend the stratigraphic framework of the middle Miocene formation in the Sangatta area. Palynological analysis is performed on three different wells which are called X, Y and Z. With the exception of the samples situated in the lower part of the studied wells, most samples yield excellent palynomorph assemblages. High abundance of mangrove pollen suggests a good development of mangrove forest which indicates the occurrence of deltaic sediments within these three wells. The studied wells have been correlated based on the abundance of mangrove pol- len Zonocostites ramonae and freshwater swamp pollen Ilexpollenites sp. This correlation allows reconstruction of the local palynological scheme for the Sangata area. The combination between quantitative palynological analysis and litological data (inferred from well logs) allows interpretation of sequence stratigraphic units including transgressive and highstand units. These units separate the studied sediments into three progradational units (Units 1, 2 and 3) which figure out the development of Middle Miocene deltaic facies in the Sangata area.
该研究证明了孢粉学在帮助勘探工作者理解桑加塔地区中新世中地层格架方面的能力。孢粉学分析是在X、Y和z三个不同的井上进行的。除了位于研究井下部的样品外,大多数样品都产生了良好的孢粉形态组合。高丰度的红树林花粉表明红树林发育良好,表明三口井内存在三角洲沉积。根据红树林花粉Zonocostites ramonae和淡水沼泽花粉Ilexpollenites sp的丰度对所研究的井进行了相关性。这种相关性可以重建Sangata地区的当地孢粉体系。定量孢粉学分析与岩性资料(从测井资料中推断)相结合,可以解释层序地层单元,包括海侵和高地单元。这些单元将所研究的沉积物划分为3个前积单元(单元1、单元2和单元3),从而确定了桑加塔地区中中新世三角洲相的发育情况。
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引用次数: 0
Development Of Waterflood Profile Modification Using Brightwater Technology 利用光亮水技术进行注水调剖的研究进展
Pub Date : 2022-03-30 DOI: 10.29017/scog.28.3.871
Sugihardjo Sugihardjo
Water flooding, in many mature fields is facing a common problem of low sweep efficiency in the late production period. The breakthrough of injection water is very early when high permeability streaks or thief zones exist in the formation, and resulted in excessive water production. Two kind of technologies commonly are used to modify the permeability streak i.e. MPM (Microbial Profile Modification), and polymer gel with cross linkers material. A new technology which is called Bright Water has been intensively studied. Bright Water is capable of in-depth placement into high permeability streaks in the reservoir. To improve the water flood sweep efficiency, studies of examination a fluid injection design have been evaluated. The objective of this study is to set-up core flooding tests and to determine the effective- ness of the Bright Water to reduce the permeability, and also include optimization of Bright Water formulation, resistance factor determination, and gelling time evaluation.
水驱是许多成熟油田生产后期波及效率低的共同问题。当地层中存在高渗透条纹或小偷层时,注水突破非常早,导致出水量过大。目前常用的渗透条纹改性技术有两种,即微生物剖面改性技术(MPM)和交联材料聚合物凝胶。一种被称为“光亮水”的新技术已经得到了深入研究。Bright Water能够深入到储层的高渗透条纹中。为了提高水驱波及效率,对注液设计进行了评价。本研究的目的是建立岩心驱油试验,确定Bright Water降低渗透率的有效性,并包括Bright Water配方的优化、阻力系数的确定和胶凝时间的评估。
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引用次数: 0
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Scientific Contributions Oil and Gas
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