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Technology Intelligence Analysis Based on Document Embedding Techniques for Oil and Gas Domain 基于文档嵌入技术的油气领域技术智能分析
Pub Date : 2019-10-28 DOI: 10.4043/29707-ms
Fábio Corrêa Cordeiro, Diogo da Silva Magalhães Gomes, Flávio Antônio Machado Gomes, Renata Cristina Texeira
we propose a methodology based on document embedding techniques for applying Technology Intelligence Analysis in Oil and Gas (O&G) domain. We build a specialized corpus in O&G domain and train a Vector Space Model (VSM) to represent each document as a vector, in such a way that the distance between two vectors captures their semantic similarity. We explore different analysis on this VSM to infer relations between documents, in order to obtain new insights in a strategic context. this proposed methodology is based on Natural Language Processing (NLP) techniques to obtain strategic insights in a technology intelligence analysis scenario. It consists on generating a vector space model (VSM) induced from a domain-specific Oil and Gas corpus, composed of thousands of scientific articles collected from the Elsevier online database. We explore an approach to represent different entities - such as articles, authors and keywords - in the same vector space, making it possible to correlate them and infer relations of similarity based on their cosine distance. An evaluation metric is also provided in order to assist the training process and hyperparameters optimization. Oil and Gas highly technical vocabulary represents a challenge to NLP applications, in which some terms may assume a completely different meaning from the general - context domain. In this scenario, gathering an Oil and Gas corpus and training specialized vector space models for this specific domain allows increasing the quality in Technology Intelligence Analysis. The most significant finding is that we were able to explicit the semantic relationships between different entities of interest in the same VSM, also linking these relationships together with some additional metadata. An interesting application is to compare the publications of authors affiliated to two or more O&G companies at a given time. These non-trivial correlations are important to gain strategic insights considering a Technology Intelligence Analysis scenario. the novelty of this proposed methodology is the possibility of exploring new insights when correlating different entities in a technology intelligence scenario for the Oil and Gas domain, using a simple yet efficient approach based on document embedding techniques. This method applies some advanced NLP techniques to quickly process more than a hundred thousand documents in a few seconds, without requiring complex hardware resources, which would be impractical using traditional techniques.
提出了一种基于文档嵌入技术的技术智能分析方法,将其应用于油气领域。我们在O&G领域建立了一个专门的语料库,并训练了一个向量空间模型(VSM)来将每个文档表示为一个向量,以这样一种方式,两个向量之间的距离捕获它们的语义相似性。我们在这个VSM上探索不同的分析来推断文件之间的关系,以便在战略背景下获得新的见解。该方法基于自然语言处理(NLP)技术,以获得技术智能分析场景中的战略见解。它包括从特定领域的石油和天然气语料库中生成向量空间模型(VSM),该语料库由从Elsevier在线数据库收集的数千篇科学文章组成。我们探索了一种在同一向量空间中表示不同实体(如文章、作者和关键词)的方法,使它们能够相互关联,并根据它们的余弦距离推断出相似关系。为了帮助训练过程和超参数优化,还提供了一个评价指标。石油和天然气的高技术性词汇对NLP应用提出了挑战,其中一些术语可能具有与一般上下文领域完全不同的含义。在这种情况下,收集石油和天然气语料库并为该特定领域训练专门的向量空间模型可以提高技术智能分析的质量。最重要的发现是,我们能够在同一个VSM中明确不同感兴趣的实体之间的语义关系,并将这些关系与一些额外的元数据联系在一起。一个有趣的应用程序是比较在给定时间内隶属于两个或多个油气公司的作者的出版物。这些重要的相关性对于获得考虑技术智能分析场景的战略洞察力非常重要。该方法的新颖之处在于,在油气领域的技术智能场景中,使用一种基于文档嵌入技术的简单而有效的方法,可以在关联不同实体时探索新的见解。该方法应用了一些先进的NLP技术,可以在几秒钟内快速处理超过十万份文档,而不需要复杂的硬件资源,这在使用传统技术时是不切实际的。
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引用次数: 1
Finding New Hydrocarbons in Mature Fields with High Resolution Dielectric Dispersion 利用高分辨率介电色散技术在成熟油田发现新油气
Pub Date : 2019-10-28 DOI: 10.4043/29896-ms
U. Bustos, Diana Chaparro, David Alfonso Serrano, Alvaro Chapellin, E. Kovarskiy, Diego Fernando Rodriguez, Heliodoro Cañarete, Juan Carlos Ortiz
Several fields in Colombia are in the maturity phase. While the efforts are mainly focused on workflows and technology incorporation for either increasing hydrocarbon production and/or minimizing water cut, the combination of variable salinities due to production/waterflood with complex mineralogies and shales distributions, is detrimental to a proper saturation assessment with archie methods. The content of clay, thin laminations and small pore sizes add to the rock an important conductivity component that translates into low resistivity responses when measuring with low frequency conductivity devices (either based on induction or laterolog principles) and low contrast between sand and shales. Such formation evaluation issues are detrimental to achieve representative hydrocarbon saturation computations in many interest zones in this case study. In this context, we propose a formation evaluation solution based on wireline dielectric dispersion measurements. Using a 1-inch vertical resolution wireline-conveyed device, we polarize the reservoirs with a multi-frequency electromagnetic field and evaluate the formation response to the application of this field. At higher frequencies, the electronic polarization phenomena enable to displace cloud of atoms in the formation where information on low dielectric constant materials (hydrocarbons, matrix) is assessed. At intermediate frequencies, the molecular polarization occurs by rotating-reorienting the dipoles (water molecules) creating a strong attenuation and phase shift of the electromagnetic field; consequently, allowing to measure salinity and resistivity-independent water volume. Lastly, at lower frequencies the predominance of Maxwell-Wagner effects which are related to the electrical charge redistribution at interfaces due to electromagnetic field application, enable to obtain information on rock textural information (tortuosity and cation exchange capacity). By building a petrophysical model with dielectric dispersion and nuclear logs, we then obtain a high-resolution resistivity and salinity-independent formation evaluation that solves for porosity and water vs oil saturation with a single and fast wireline logging run.
哥伦比亚的几个油田正处于成熟阶段。虽然工作主要集中在提高油气产量和/或减少含水率的工作流程和技术结合上,但由于生产/水驱引起的盐度变化与复杂的矿物和页岩分布相结合,不利于用档案方法进行适当的饱和度评估。粘土的含量、薄层和小孔隙尺寸为岩石增加了重要的导电性成分,当使用低频导电性设备(基于感应或侧向原理)测量时,可以转化为低电阻率响应,并且砂和页岩之间的对比度较低。在本案例研究中,这种地层评价问题不利于在许多感兴趣的区域进行具有代表性的含烃饱和度计算。在这种情况下,我们提出了一种基于电缆介质色散测量的地层评价方案。使用1英寸垂直分辨率的电缆传输设备,我们使用多频率电磁场对储层进行极化,并评估该领域应用的地层响应。在更高的频率下,电子极化现象能够在评估低介电常数材料(碳氢化合物、基质)信息的地层中置换原子云。在中频,分子极化是通过偶极子(水分子)的旋转重新定向而发生的,产生了电磁场的强衰减和相移;因此,可以测量与盐度和电阻率无关的水量。最后,在较低频率下,麦克斯韦-瓦格纳效应(与电磁场作用导致的界面电荷再分配有关)的优势使我们能够获得岩石的纹理信息(扭曲度和阳离子交换容量)。通过建立具有介电色散和核测井的岩石物理模型,我们可以获得高分辨率的电阻率和不依赖于盐度的地层评价,通过一次快速的电缆测井就可以解决孔隙度和含水饱和度的问题。
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引用次数: 0
Application of Highly Inclined Well to Optimizing Well Pattern: Case Study of a Giant Carbonate Reservoir in the Middle East 大斜井在优化井网中的应用——以中东某大型碳酸盐岩储层为例
Pub Date : 2019-10-28 DOI: 10.4043/29942-ms
Liang Sun, Liang Wei, Hang Zhao, Baozhu Li, Yong Li
Carbonate reservoirs in the Middle East are characterized by strong heterogeneity, fairly subtle barriers and baffles, which result in low water flood swept volume and poor displacement efficiency. Therefore, optimum well pattern deployment is critical for high-efficiency development of such reservoirs. This paper focuses on a giant carbonate reservoir and discusses the application of highly inclined well to optimizing the deployment of well pattern. In this paper, first, based on the productivity formulae of slanted and horizontal wells proposed by Besson, the adaptability of highly inclined well in giant carbonate reservoir was evaluated. Then, the well design parameters were optimized by using numerical simulation. Finally, the optimum well pattern of "water injection in vertical well and oil production in highly inclined well" was established, and sound development strategies were determined. This provided us the foundation to propose customized water flooding plan. The successful application of this development scheme for M carbonate reservoir in Iraq validated the technical feasibility, which achieved considerable economic benefits. The results indicate that highly inclined well has advantages in productivity and adaptability of well type to this kind of reservoirs. The production of top low-permeability layers and bottom low-permeability layers in M reservoir with inclined interval and horizontal interval respectively makes full use of highly inclined well, which balances injectivity and productivity of different reservoir properties. The proper length of highly inclined well is 2953∼3281 feet, and the ratio of inclined interval to horizontal interval is about 2. The optimized well pattern of "water injection in vertical well and oil production in highly inclined well" improves water injection sweep efficiency and recovery factor. The M reservoir in Iraq has achieved an annual yield of more than 1.5 million barrels. The water injection development for large-scale carbonate reservoirs in the Middle East is still at exploration stage and lack of mature experience. The proposed development pattern in this paper provides a methodology for the efficient development of similar reservoirs.
中东地区碳酸盐岩储层非均质性强,屏障隐蔽,导致水驱波及体积小,驱替效率差。因此,优化井网部署对此类油藏的高效开发至关重要。以某大型碳酸盐岩储层为研究对象,探讨了大斜井在优化井网部署中的应用。本文首先根据Besson提出的斜井和水平井产能公式,对大斜井在巨型碳酸盐岩储层中的适应性进行了评价。然后,通过数值模拟对井的设计参数进行了优化。最终建立了“直井注水、大斜井采油”的最佳井网,确定了合理的开发策略。这为我们提出定制的水驱方案提供了基础。该开发方案在伊拉克M碳酸盐岩油藏的成功应用,验证了该方案的技术可行性,取得了可观的经济效益。结果表明,大斜井在产能和井型适应性方面具有优势。M油藏斜段和水平段上低渗层和下低渗层的生产充分利用了大斜井,平衡了不同储层物性的注入能力和产能。大斜井适宜长度为2953 ~ 3281英尺,倾斜段与水平段之比约为2。“直井注水、大斜井采油”优化井网提高了注水波及效率和采收率。伊拉克M油藏的年产量已超过150万桶。中东地区大型碳酸盐岩油藏注水开发尚处于勘探阶段,缺乏成熟经验。本文提出的开发模式为同类储层的高效开发提供了一种方法。
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引用次数: 0
Integrated Workflow for Optimizing Waterflood Design in Brazil Large Mature Field Using Streamline Simulation 基于流线模拟的巴西大型成熟油田注水设计优化集成工作流程
Pub Date : 2019-10-28 DOI: 10.4043/29830-ms
Flora Marques, Guilherme Cosme Viganô, J. L. Giuriatto, Matheus de Freitas Bezerra
An integrated workflow was developed to support the waterflood design of an onshore field in Brazil. This giant mature field has more than 2000 drilled wells with a long production history that has been declining. The objective of the study was then to improve the recovery factor for that field, as well as generate an integrated workflow that could be adapted and applied to other similar fields. The workflow comprised four main stages. It started with the gathering and treatment of all relevant input data, such as fluid and rock lab data, well logs, and production historical data, to construct a simulation model fit for streamline simulation. A sensitivity study was then conducted analysing the uncertain parameters that had most impact on the simulation results, followed by an uncertainty analysis. Best candidates from this second phase were then used as base cases for the history match process. Eventually, the waterflood design was analysed and optimized considering three main aspects: water allocation, workovers and well placement. The water allocation was first optimized and a reduction of about a fifth of injected water was achieved while maintaining the level of oil production. This was performed using the Pattern Flood Management algorithm (PFM), available in the streamline simulator. This module performed water re-allocation based on bundle efficiency ranking. Different control criteria and optimization parameters were experimented to reach an optimal result. The potential for workovers and, in particular conversion of producers into injectors, was then evaluated but didn't provide a significant improvement in results. Eventually it was considered an increase in well count, looking into optimized well placement based on sweet spot maps and streamline analysis. These solutions were finally combined in an iterative process to ensure interactive effects were accounted for and all aspects jointly optimized and led to an expected increase in oil production of about 5%. This study generated an integrated workflow bridging a long production history with a full-field simulation model for this large mature field. Also, using streamline simulation for such waterflood design optimization appeared fit for purpose. First, it brought an improved efficiency as the workflow required running several scenarios. Second, it allowed to not only consider traditional tools to improve recovery factor but also solutions making use of the understanding of model connectivity the streamline simulator provides.
为支持巴西陆上油田的注水设计,开发了一套集成工作流程。这个巨大的成熟油田有2000多口井,生产历史悠久,但产量一直在下降。该研究的目的是提高该油田的采收率,并生成一个可以适应并应用于其他类似油田的综合工作流程。工作流程包括四个主要阶段。首先收集和处理所有相关输入数据,如流体和岩石实验室数据、测井和生产历史数据,以构建适合流线模拟的模拟模型。然后进行敏感性研究,分析对模拟结果影响最大的不确定参数,然后进行不确定性分析。然后将第二阶段的最佳候选例用作历史匹配过程的基本用例。最后,从配水、修井和井位三个主要方面对注水设计进行了分析和优化。首先优化了水的分配,在保持产油量的同时,减少了约五分之一的注入水量。这是使用流线模拟器中可用的模式洪水管理算法(PFM)来执行的。该模块基于集束效率排序进行水资源再分配。试验了不同的控制准则和优化参数,以达到最优效果。随后对修井的潜力进行了评估,特别是将生产井转换为注水井,但结果没有明显改善。最终考虑增加井数,根据甜点图和流线分析寻找优化的井位。这些解决方案最终在一个迭代过程中组合在一起,以确保相互作用的影响得到考虑,并共同优化各方面,最终使石油产量预期增加约5%。该研究生成了一个集成的工作流程,将该大型成熟油田的长生产历史与全油田模拟模型连接起来。同时,采用流线模拟方法进行注水设计优化也很合适。首先,它提高了工作效率,因为工作流需要运行多个场景。其次,它不仅可以考虑传统工具来提高采收率,还可以利用流线模拟器提供的模型连通性的理解来解决问题。
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引用次数: 1
Fault Activity and its Influences on Distribution of Igneous Rocks in Libra Block, Santos Basin: Semi-Quantitative to Quantitative Assessment of Fault Activity Based on High-Resolution 3D Seismic Data 桑托斯盆地天秤座断裂带活动性及其对火成岩分布的影响——基于高分辨率三维地震数据的断裂带活动性半定量到定量评价
Pub Date : 2019-10-28 DOI: 10.4043/29691-ms
Jian Zhao, M. J. R. Oliveira, Junfeng Zhao, K. Ren, Leonardo Costa de Oliveira, I. O. Carmo, Cristiano Camelo Rancan, Qicai Deng
Libra carbonate reservoirs, besides its great heterogeneity, are also characterized by occurrence of igneous rocks, as a challenge to reservoir modeling and production performance prediction. The objectives of this paper are three fields:1) To better understand the genetic cause of magma events and its relationship with fault activity;2) To minimize the uncertainties of the outcomes from geophysical and petrophysical methods;3) To enhance the reliability and accuracy of igneous rocks’ prediction. Several semi-quantitative to quantitative assessment methods have been attempted and employed to evaluate the fault activity. The result from fault growth index reveal that the Class-I faults are continuously active from PIC (PiÇarras Fm.) to BVE (Barra Velha Fm.), throughout the whole rift period, but the time when they have the highest activity intensity value is getting later from west to east. In NW structure of Libra, their most intensity appeared during the period of PIC deposition. In Central structure, they show their highest activity values mainly during ITP (Itapema Fm.) stage. And the Class-I faults in SE structure continue to be active even during the deposition time of BVE. The eight class-II faults show their movement mainly during the PIC and ITP period and they were no longer active during BVE stage. The two Class-II faults in NW structure were more active, with a largest value of activity intensity during PIC while the same order faults in Central and SE structure lasted for even longer time, and their highest intensity occurred in ITP deposition period. All the faults, including Class-I faults and Class-II faults, usually have a longer activity duration and a higher intensity in their middle part, and a relatively shorter activity time and a lower intensity value in their two endpoints (Figure.3). An igneous rocks genetic geological model is built up. The Aptian volcano was interpreted as a type of fissure event when the magma was distributed along the regional faults. The Class-II and some Class-I faults and their movement contribute to the formation of Aptian craters and then controlled the distribution of afterward extrusive rock. The Class-I faults and their later reactivation play a key role in the distribution of Santonian intrusive igneous rocks. Under the guidance of such model, methods of multi-scale and multi-disciplinary could be used to predict igneous rocks, which could significantly and effectively reduce the uncertainties of seismic data and enhance the reliability and accuracy of igneous rocks’ prediction.
Libra碳酸盐岩储层除非均质性强外,还存在火成岩,这对储层建模和生产动态预测提出了挑战。本文的研究目标有三个方面:1)更好地了解岩浆事件的成因及其与断层活动的关系;2)尽量减少地球物理和岩石物理方法结果的不确定性;3)提高火成岩预测的可靠性和准确性。已经尝试了几种半定量到定量的评价方法来评价断层活动性。断裂生长指数结果表明,ⅰ类断裂在整个裂谷期从PIC (PiÇarras Fm.)至BVE (Barra Velha Fm.)连续活动,但活动强度值最高的时间自西向东逐渐变晚。在天秤座的NW结构中,它们的强度最大出现在PIC沉积时期。在中央构造,它们主要在ITP (Itapema Fm)阶段表现出最高的活度值。即使在BVE沉积时期,SE构造的ⅰ类断裂也继续活跃。8条ii类断裂主要在PIC和ITP期活动,BVE期不再活动。NW构造的2条ii级断裂活动更活跃,活动强度在PIC期间最大,而中央和SE构造的同阶断裂持续时间更长,活动强度最高,出现在ITP沉积期。所有断层,包括ⅰ类断层和ⅱ类断层,其中部活动时间较长,强度较高,而两端活动时间较短,强度值较低(图3)。建立了火成岩成因地质模型。将阿普田火山解释为岩浆沿区域断裂分布的一种裂隙事件。二级断裂和部分一级断裂及其运动对阿普田陨石坑的形成起着重要作用,并控制了后期喷出岩的分布。ⅰ类断裂及其后期的再活化对三东系侵入火成岩的分布起着关键作用。在该模型的指导下,采用多尺度、多学科的方法进行火成岩预测,可以显著有效地降低地震资料的不确定性,提高火成岩预测的可靠性和准确性。
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引用次数: 4
Customized High-Performance Water-Based Drilling Fluid Helps Improve Drilling Efficiency in Extended-Reach Wells on the Peregrino Field 定制的高性能水基钻井液有助于提高Peregrino油田大位移井的钻井效率
Pub Date : 2019-10-28 DOI: 10.4043/29738-ms
D. Obando, F. Fornasier, Ary J. Junior, H. Matos, R. Andrade
In the Peregrino field, located in the Campos Basin offshore Brazil, the operator adopted the use of water-based drilling fluids for drilling development wells due to rig limitations. In the 12 ¼-in. sections of several wells drilled in this field, high dispersion of shale minerals suffered by the drilling fluid caused increments of viscosity, which subsequently affected the drilling process through higher-than-expected circulation pressures, dilution rates, and costs. Although the wells have been drilled within the estimated times and budgets, an improvement in the fluid inhibition capability was initiated. A detailed laboratory effort was conducted to obtain a combination of inhibitors capable of controlling excessive clay dispersion, minimizing fluid rock interaction, and reducing dilution requirements while helping to ensure an adequate rheological profile throughout the interval. Laboratory validation of the interaction between the fluid and rock samples provided a better understanding of the inhibition mechanisms and helped ensure that stability of the reactive minerals drilled could be maintained. Various additives were tested against samples of commercial-reactive and field-reactive clays. Product concentrations were adjusted to reduce the interaction between the drilling fluid and the formation while helping to ensure that fluid capabilities, such as cuttings suspension, filtration control, and bridging, were maintained. An adequate environmental profile to enable safe disposal of fluid in compliance with local environmental regulations was also obtained. After identifying an adequate solution, a detailed utilization plan was developed and put in place. To aid proper deployment while drilling, specific mixing procedures at the support liquid mud plant, transportation vessels, and at the rig site were determined. The next step was to assign a candidate well for the application – an Extended Reach Well (ERW) with step-out ratio of 2.9. While drilling the 12-¼-in. section of the pilot well with the proposed fluid technology, a significant improvement was observed on cuttings integrity, which led to a reduction in the required volume of dilution and a subsequent drilling fluids cost reduction Also, better hole quality and reduced operational risks were obtained. The well was safely drilled with a 76° sail inclination, 7938 meters of Measured Depth (MD) and 2368 meters of True Vertical Depth (TVD), and lessons learned from the first utilization of the described fluid system were implemented on subsequent wells to continue obtaining the benefits of the new fluid formulation. High Performance Water Based Drilling Fluids (HPWBDF) are not new and are thought by most to be a mature technology. However, advancements in water-based drilling fluid additives have enabled these systems to mimic the performance of non-aqueous systems more closely. This paper discusses how understanding the chemistry of the formations to be drilled and customizing
在位于巴西海上Campos盆地的Peregrino油田,由于钻机的限制,作业者在钻井开发井时采用了水基钻井液。在12又1 / 4英寸。在该油田的几口井中,钻井液中页岩矿物的高度分散导致粘度增加,随后通过高于预期的循环压力、稀释率和成本影响了钻井过程。尽管在预计的时间和预算内完成了钻井,但流体抑制能力已经开始提高。为了获得能够控制粘土过度分散、最大限度地减少流体与岩石相互作用、降低稀释要求的抑制剂组合,同时有助于确保整个井段的充分流变剖面,研究人员进行了详细的实验室研究。流体和岩石样品之间相互作用的实验室验证提供了对抑制机制的更好理解,并有助于确保所钻活性矿物的稳定性。对商业反应性和田间反应性粘土样品进行了各种添加剂的测试。调整产品浓度以减少钻井液与地层之间的相互作用,同时有助于确保钻井液的性能,如岩屑悬浮、过滤控制和桥接。还获得了充分的环境概况,以便能够按照当地环境条例安全处置液体。在确定了适当的解决方案之后,制定了详细的利用计划并付诸实施。为了在钻井过程中正确部署,在支撑液体泥浆厂、运输船和钻井现场确定了特定的混合程序。下一步是为该应用指定一口候选井——一口步出比为2.9的大位移井(ERW)。在钻12- 1 / 4 -in井眼时。在采用该技术的试验井段,观察到岩屑的完整性有了显著改善,从而减少了稀释所需的体积,从而降低了钻井液成本,同时获得了更好的井眼质量和更低的操作风险。该井的船舷倾角为76°,测量深度为7938米,真实垂直深度为2368米,并且从首次使用所描述的流体系统中吸取的经验教训被应用到后续的井中,以继续获得新流体配方的优势。高性能水基钻井液(HPWBDF)并不新鲜,大多数人认为它是一项成熟的技术。然而,水基钻井液添加剂的进步使这些体系能够更接近地模拟非水体系的性能。本文讨论了如何了解待钻地层的化学性质,并为这些地层定制化学添加剂混合物,以帮助提高作业效率并最大限度地降低成本。
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引用次数: 0
1st Development of Advanced Purification of Produced Water Technology at Greater Sirikit Oil Field by Dissolved Gas Flotation Technique 大诗丽吉油田溶气浮选采出水高级净化技术首次开发
Pub Date : 2019-10-28 DOI: 10.4043/29791-ms
Nattapong Lertrojanachusit, Urisa Thunmasarnrit, Ratipat Techasuwanna, Phansak Linjongsubongkoch, Ittiwat Sa-Nguanwong, Parntip Kiravanich, Pongsak Metheethara, Saran Umpuch
The production of S1 Greater Sirikit Oil Field production primarily contributes from waterflooding operation, where water is reinjected into reservoir to increase reservoir pressure and sweep movable oil to adjacent production wells. Estimated oil gain from waterflooding is expected to be 34 MMSTB with upside volume of 19 MMSTB. One of the complexities of waterflood operation is water qualities. As High solid particles and oil content presenting in injected water leads to reservoir plugging indicating by an increase in injection pressure and reduction in injection rate. With 53% of total water injection wells show signs of plugging, water quality improvement is one of the major projects initiated by S1 asset to tackle the problem. Inadequate produced water treatment results in excessive solid particle and oil in water content. Eventually, it will effect on waterflooding and EOR performance. To maintain production, it is required to improve quality of water treatment in order to sustain oil gain. The gas flotation is one of promising technology and practically established methods to enhance separation of oil substances and particulates from water when simple gravity separation is not sufficient to reach the desired concentration. In this project, the most challenged of this project are of necessity of Outlet TSS Concentration below < 20 and 80% removal particle size > 5 microns and Oil Outlet concentration below 25 ppm, whilst the TSS and oil inlet are approximate 200 ppm. The conventional flotation technologies consists with two main systems as detailed below. (1) Induced Gas Flotation Technology (IGF), (2) Dissolved Gas Flotation Technology (DGF). The difference between DGF and IGF is the bubbles size generation. Typically, the IGF unit produces bubble sizes ranges more than 100 microns, whilst the DGF unit creates bubble sizes below 100 micron. Engineering team sought for appropriate technologies by reviewing COMPANY's past projects as well as screening the commercial channels. Apart from that, team amalgamated with Chulalongkorn University to gain academic point of view and perform JAR test to confidentially ensure Licensor's Technologies. Several factors shall be controlled and optimized to accomplish the performance guarantee via consideration of Flotation technique (DGF and IGF), Retention Time, Bubble Size, Coagulant & Flocculants Chemical properties, Chemical Compatibilities, Operating Condition Control (Pressure, pH). In addition, the selected vendor executes engineering design and construction to deliver superior water quailities. Starting DGF unit to conduct performance test run, DGF unit captivately devises positive outcome of water treatment and demonstates high accuracy and reliable with corresponded correlation model when feed condition changes.
S1大诗丽吉油田的产量主要来自水驱作业,即将水回注到油藏中,以增加油藏压力,并将可动油扫至邻近的生产井。预计水驱的产油量为3400万桶,增产量为1900万桶。水驱作业的复杂性之一是水质问题。由于注入水中存在较高的固体颗粒和含油量,导致储层堵塞,表现为注入压力增加,注入速度降低。由于总注水井中有53%出现堵塞现象,改善水质是S1资产为解决这一问题而启动的主要项目之一。采出水处理不当会导致水中固体颗粒和油含量过高。最终,它将影响水驱和提高采收率的性能。为了维持产量,需要提高水处理的质量,以维持石油产量。气浮是一种很有前途的技术,也是一种行之有效的方法,可以在简单的重力分离不能达到理想浓度的情况下,提高水中油类物质和颗粒的分离效果。在本项目中,最具挑战性的是出口TSS浓度必须低于< 20和80%的去除粒径bbb50微米,出口油浓度低于25 ppm,而TSS和进口油约为200 ppm。传统的浮选技术包括以下两种主要系统。(1)诱导气浮技术(IGF);(2)溶气浮选技术(DGF)。DGF和IGF的区别在于气泡大小的产生。通常,IGF装置产生的气泡尺寸范围超过100微米,而DGF装置产生的气泡尺寸小于100微米。工程团队通过回顾公司过去的项目以及筛选商业渠道来寻求合适的技术。除此之外,团队与朱拉隆功大学合并,以获得学术观点并进行JAR测试,以保密地确保许可方的技术。通过对浮选工艺(DGF和IGF)、停留时间、气泡大小、混凝剂和絮凝剂的化学性质、化学相容性、操作条件控制(压力、pH)等因素进行控制和优化,以实现性能保证。此外,选定的供应商执行工程设计和施工,以提供优质的水质。启动DGF机组进行性能试运行,DGF机组在进水条件发生变化时,巧妙地设计出了良好的水处理效果,并通过相应的相关模型证明了其准确性和可靠性。
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引用次数: 0
Optimization Methodology of Artificial Lift Rates for Brazilian Offshore Field 巴西海上油田人工举升速率优化方法
Pub Date : 2019-10-28 DOI: 10.4043/29889-ms
Matheus de Freitas Bezerra, Guilherme Cosme Viganô, J. L. Giuriatto
Nowadays gas-lift is still a very expressive artificial lift method, for instance considering the whole Brazilian oil production profiles, gas lifted wells are responsible for 30% of monthly production. Due this huge importance, the injection efficiency should be ensured to avoid lid gas losses and maximize the production. Then, this study had as objective to develop a Gas Lift Optimization workflow and define the optimum lift rates to increase the reservoir recovery and improve gas usability due to platform constraints of a Brazilian deep-water field. That workflow comprises a reservoir and flow assurance simulators, achieving more accurate responses compared to regular workflows. Taking advantages of the proposed method, multidisciplinary teams could work together which increases the representativeness of such studies providing important outcomes for decision makers. At this study, due to a gas-lift optimization was observed an increase of 0.5% at cumulative production with a huge gas-lift reduction of around 40%, resulting in a better financial balance of the project, saving a considerable amount of lift-gas. The methodology adopted to optimize the injected gas lift rate and consequently increase/maintain cumulative oil production proved adequate for application in oil fields that are highly dependent on artificial lift methods. Therefore, exploration and production projects can be financial healthier.
如今,气举仍然是一种非常有代表性的人工举升方法,例如考虑到整个巴西的石油生产概况,气举井的月产量占30%。由于这种巨大的重要性,必须确保注入效率,以避免盖气损失并最大限度地提高产量。然后,该研究的目标是制定气举优化工作流程,并确定最佳举升速率,以提高油藏采收率,提高巴西深水油田的天然气可用性。该工作流程包括油藏和流动保证模拟器,与常规工作流程相比,可以获得更准确的响应。利用所提出的方法,多学科团队可以一起工作,这增加了这些研究的代表性,为决策者提供了重要的结果。在这项研究中,由于气举优化,累积产量增加了0.5%,而气举降低了约40%,从而更好地平衡了项目的财务,节省了大量的气举。该方法用于优化注入气举速率,从而提高/保持累积产油量,适用于高度依赖人工举升方法的油田。因此,勘探和生产项目可以在财务上更健康。
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引用次数: 4
Evaluation of Karst Porosity Morphological Properties through Borehole Image Logs – Correlation with Dynamic Reservoir Properties from a presalt Oil Field 利用井眼成像测井评价岩溶孔隙形态特征——与某盐下油田动态储层物性的对比
Pub Date : 2019-10-28 DOI: 10.4043/29722-ms
C. M. D. Jesus, A. Compan, Jéferson Coêlho, Alysson Espindola de Sá Silveira, M. Blauth
The representation of karst petrophysical properties on geologic models has been a challenge, mostly because of the lack of reliable information about the mega and giga pore network, such as large vugs, caves, conduits and enlarged fractures. Since image logs currently have provided the capability of measuring morphological properties in this pore scale, specific techniques have been developed with the objective of obtaining quantitative data that capture these properties. In order to evaluate morphological properties that are representative of mega and giga pores, it is necessary to individually segment each pore structure. A set of computational geometry and image processing techniques were used to measure morphological properties, such as area, perimeter, longest internal path (LIP), internal length (IL), and structure diameter. The area and perimeter of the structure are computed directly on the segmented borehole image log data. The application of this technique allows the classification of different mega and giga pore types. The quantitative evaluation of karst porosity developed in this work has been applied in a brazilian karstified pre-salt carbonate reservoir. The results have shown good correlation with dynamic properties, such as fluid losses while drilling and high productivity intervals measured in production logs. It was possible to identify two distinct correlations between the increase of pore diameter and permeability response of fractured and vuggy-cavy reservoirs. This new technique is helpful for improving the knowledge and representability of the pore scales in order to honor the complexity of the structures generated by the karstification processes. Additionally, new workflows have been developed to incorporate the pore diameters in the geological modeling of karstified reservoirs. The distinct properties of each medium, in the future, might be represented in a model with the assignment of specific fluid mechanics equations, such as Darcys and Hagen-Poiseuilles, for each one. There is a new ground to be gained in fluid flow simulation at these wide ranges of scales and heterogeneous distribution. For that reason, one of the aims of this paper is to stimulate the petrophysical and geological communities towards this goal, as more representative properties of karst porosity heterogeneity become available.
岩溶岩石物性在地质模型上的表征一直是一个挑战,主要是因为缺乏关于超大和千兆孔隙网络的可靠信息,如大型洞穴、洞穴、管道和扩大的裂缝。由于图像测井目前已经提供了测量这种孔隙尺度的形态特性的能力,因此已经开发了特定的技术,目的是获得捕获这些特性的定量数据。为了评价具有代表性的特大孔和千兆孔的形态特征,有必要对每个孔结构进行单独分割。采用一套计算几何和图像处理技术来测量形态特性,如面积、周长、最长内部路径(LIP)、内部长度(IL)和结构直径。构造的面积和周长直接计算在分段的井眼图像测井数据上。该技术的应用允许对不同的百万级和千兆级孔隙类型进行分类。本文所建立的岩溶孔隙度定量评价方法已应用于巴西某岩溶盐下碳酸盐岩储层。结果表明,该方法与动态特性(如钻井失液和生产测井中测量的高产能层段)具有良好的相关性。裂缝型和洞型储层的孔径增大与渗透率响应之间存在两种不同的相关性。这种新技术有助于提高孔隙尺度的知识性和可表征性,以尊重岩溶作用过程产生的结构的复杂性。此外,还开发了新的工作流程,将孔径纳入岩溶储层的地质建模中。每一种介质的不同性质,在未来,可能会在一个模型中表现出来,并为每一种介质分配特定的流体力学方程,如达西方程和哈根-泊西方程。在这种大尺度和非均质分布条件下的流体流动模拟将开辟新的领域。因此,随着更多具有代表性的喀斯特孔隙度非均质性特征的出现,本文的目的之一就是促进岩石物理和地质学界朝着这一目标迈进。
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引用次数: 4
On the Shared-Actuation Control for the Operation of Manifolds in Subsea Production Systems 水下生产系统中管汇操作的共享驱动控制
Pub Date : 2019-10-28 DOI: 10.4043/29820-ms
Alexandre Rabello, Dorival Natal Neto, E. Coelho, Estevan P. Seraco, Wagner Destro
This article presents a set of analysis and results on Shared-Actuation Control (SAC) techniques, intended for the remote control of valves in subsea manifolds. The discussion covers historical aspects, including presentation of real cases of SAC in Brazilian fields of Petrobras, as well as covers a conceptualization for the technique. The formulated concepts are used indeed to derive a methodology, intended to guide the development of SAC schemes, during engineering projects of subsea manifolds. The discussion is based in part on the unique experience accumulated by Petrobras in the last 20 years, with the development and introduction of a SAC-based subsea manifold in Campos Basin, Brazil, and the latest development efforts ongoing by 2019 for a new generation of SAC, for the application in subsea manifolds to be installed in ultra-deep waters of Pre-Salt fields, in Santos Basin, Brazil. The methodology proposed in this article is based on a comparative approach which aims to incorporate, on design of SAC, the best engineering practices and lessons learned from traditional Electric-Hydraulic Multiplexed Control Systems (EHMCSs). We refer to such approach as the Inheritance & Counterbalance (I&C) Methodology, since it is based on the application of two specific principles, namely, the Inheritance and Counterbalance Principles. The principles are proposed in this article as well. Taking as starting point a set of technical characteristics of EHMCSs, such as employment of redundant subsea electronics and methods of subsea installation, a subsea engineer can apply the I&C Principles to determine if SAC should inherit a given EHMCS characteristic or, if inheritance is not feasible for some reason, adopt alternative requisites on SAC, in order to counterbalance the effects of such no inheritance. The conceptualization of the I&C Methodology allow us effectively applying it, to obtain as result a table of engineering requisites, suitable for SAC schemes destined to subsea manifolds. The proposed table is presented in this article and incorporates several engineering aspects, which are arbitrated from the knowledge on previous applications of Petrobras in subsea control systems. Such applications include both SAC schemes and EHMCSs, featured on fields of Campos and Santos Basins.
本文介绍了一组共享驱动控制(SAC)技术的分析和结果,该技术旨在远程控制海底歧管中的阀门。讨论涵盖了历史方面,包括巴西Petrobras油田SAC的实际案例介绍,以及该技术的概念化。在水下管汇的工程项目中,制定的概念确实用于推导一种方法,旨在指导SAC方案的开发。讨论部分基于Petrobras在过去20年中积累的独特经验,包括在巴西Campos盆地开发和引入基于SAC的海底歧管,以及到2019年新一代SAC的最新开发工作,用于安装在巴西Santos盆地盐下超深水油田的海底歧管。本文提出的方法是基于一种比较方法,旨在将SAC的设计,最佳工程实践和从传统电液多路控制系统(ehmcs)中吸取的经验教训结合起来。我们将这种方法称为继承与平衡(I&C)方法,因为它基于两个特定原则的应用,即继承和平衡原则。本文也提出了这些原则。以EHMCS的一组技术特征为出发点,例如冗余海底电子设备的使用和海底安装方法,海底工程师可以应用I&C原则来确定SAC是否应该继承给定的EHMCS特征,或者如果由于某种原因无法继承,则采用SAC的替代要求,以抵消这种不可继承的影响。I&C方法的概念化使我们能够有效地应用它,从而获得适用于水下管汇的SAC方案的工程要求表。本文中提出的表格包含了几个工程方面的内容,这些内容是根据Petrobras以前在海底控制系统中的应用知识进行的仲裁。这些应用包括SAC方案和ehmcs方案,主要应用于Campos和Santos盆地的油田。
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引用次数: 0
期刊
Day 2 Wed, October 30, 2019
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