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Unconventional Approach to Managing Kick During Gas Well Drilling 气井钻井过程中控制井涌的非常规方法
Pub Date : 2019-08-05 DOI: 10.2118/198845-MS
K. Hannah, Maku Gbenga, Ike Micheal, Olagunju Khalid, Ojo Olaniyi, O. James
Interruption in drilling operation occurs when drilling bit penetrates permeable gas sand with formation pressure greater than the pressure exerted by the drilling fluid in use. Consequently, due to pressure imbalance, there is an extraneous influx of gas into the wellbore, which would bring the drilling progress to a stop as it is necessary to restore pressure/fluid equilibrium throughout the system to contain the kick. This study presents a case study where a gas kick was unconventionally managed. While drilling 8 ½" hole at 11,682 ft, a mud gush shooting up through the rotary table to the stabbing board was observed. In attempt to shut-in the well, an accidental shear of the pipe at the surface occurred with the top of fish at 51 ft and with no means of circulating out the influx from the bottom of the well. Due to the well control issue, the cut pipe could not be reached to mill the top of the fish, prior to engaging same. The well was therefore put under control employing Lubricate and Bleed (LB) approach, which is a well control procedure applied in peculiar cases or situation, this is a method or procedure of removing gas in hole when there is no possible way of circulation. The sheared pipe located at about 52 ft below rotary, the Top Of fish was dressed from 51ft to 52ft and the string was eventually severed at 11460 ft, the rest 222 ft of fish was recovered using Overshot, Burn Shoe and Wash-Over assembly. With the effective application of the LB approach, the well was restored, and fish recovered within a relatively short period of time such that values weren't eroded. The approach employed in this study could be applied in a case of accidental shearing of the pipe such that the whole drilling progress is not brought to a total stop. The consequence of not exploring this approach is an additional cost of drilling a sidetrack well or totally abandoning the well. This paper can be used as a training tool to sharpen and build confidence in tackling well control using volumetric bleeding method. As this method is rare, and not simulated for during most well control certification exercises, it will be beneficial to a practicing engineer and can reduce some of the errors that could occur in a rare case of sheared pipe / well control.
当地层压力大于所使用的钻井液压力时,钻头穿过可渗透气砂,导致钻井作业中断。因此,由于压力不平衡,会有外来的气体流入井筒,这将导致钻井进程停止,因为必须在整个系统中恢复压力/流体平衡,以遏制溢流。本研究介绍了一个非常规管理气涌的案例研究。在11682英尺处钻8.5英寸的井眼时,观察到泥浆通过转盘涌向刺入板。在试图关井的过程中,发生了一次意外的地面管柱剪切事故,此时截尾器的顶部距离井底51英尺,无法将井底的溢流循环出来。由于井控问题,切割后的管柱无法在接合渔获器之前磨碎渔获器的顶部。因此,采用润滑和放气(LB)方法对该井进行了控制,这是一种适用于特殊情况或情况的井控程序,它是在无法循环的情况下清除井内气体的方法或程序。剪切管柱位于旋转管下方约52英尺处,在51英尺至52英尺处进行了修整,最终在11460英尺处切断了管柱,使用Overshot、Burn Shoe和Wash-Over组合回收了其余222英尺的渔获。由于LB方法的有效应用,该井得到了修复,鱼在相对较短的时间内被回收,因此价值没有被侵蚀。本研究中采用的方法可以应用于意外剪切管道的情况,使整个钻井过程不会完全停止。不采用这种方法的后果是钻井侧钻井或完全弃井的额外成本。本文可以作为一种培训工具,提高和建立使用体积放血方法进行井控的信心。由于这种方法很少见,并且在大多数井控认证过程中都没有进行模拟,因此对于实践工程师来说是有益的,并且可以减少在罕见的剪切管/井控情况下可能发生的一些错误。
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引用次数: 2
Dynamic Risk Assessment – A MacGyverism to Worksite Incidents 动态风险评估-工地事故的全局分析
Pub Date : 2019-08-05 DOI: 10.2118/198779-MS
E. Umeh
The industry is in constant research with consistent efforts to ensure that the no/less incidents occur during the course of operations. Notable and popular slogans/rules have been adopted among engineering and oil & gas organizations over the years in the industry to intimate the need for safe activities to be performed among staff. Slogans like Goal Zero, Golden Rule dictum, "Safe…Yes we can", Life Saving Rules, "No Wahala…Take 5" and many others have been used in recent times to inculcate the culture of safety and situational awareness in the mind of the work force. Tools like check cards, stickers, safety IDs and banners are also quick reminders of the environment being operated on. However while all these tools are fairly efficient, the need for proper risk assessment cannot be over-emphasized at all times before a job to be done can be certified safe. Worksite Tools like toolbox talk, last minute risk assessment (LMRA), Job Hazard Analysis (JHA) and post job debrief are veritable towards achieving this goal. But while risk assessment before the job commences is important, of equivalent or even much importance is the one conducted during the job and this is called dynamic risk assessment. This paper presents an approach and exposition of the risk assessment plan in the operations level in the oil and gas industry. It also discussed on the methods to be deployed a successful risk assessment and buttress further on static and dynamic risk assessment as it concerns operations in a gas process plant. A new conceptual risk assessment model has been developed. A case study was treated from Atabala Plant which is a gas processing facility in the south southern Nigeria.
油气行业一直在不断研究和努力,以确保在作业过程中不发生或减少事故。多年来,行业内的工程和油气组织采用了一些著名的口号/规则,以提醒员工进行安全活动的必要性。像“零目标”、“黄金法则”、“安全……是的,我们能做到”、“救生规则”、“不打Wahala……拿5块”这样的口号,以及其他许多口号,最近都被用来向员工灌输安全文化和情境意识。检查卡、贴纸、安全标识和横幅等工具也可以快速提醒正在操作的环境。然而,尽管所有这些工具都相当有效,但在完成工作之前,无论何时都不能过分强调进行适当的风险评估的必要性。现场工具,如工具箱谈话、最后一分钟风险评估(LMRA)、工作危害分析(JHA)和工作后汇报,都是实现这一目标的可靠工具。虽然工作开始前的风险评估很重要,但工作中进行的风险评估同样重要,甚至更重要,这被称为动态风险评估。本文对油气行业作业层面的风险评估方案进行了探讨和阐述。本文还讨论了成功进行风险评估的方法,并进一步支持了静态和动态风险评估,因为它涉及到天然气处理厂的操作。提出了一种新的概念性风险评估模型。案例研究来自阿塔巴拉工厂,这是尼日利亚南部的一个天然气处理设施。
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引用次数: 0
Ecological Remediation of Heavy Metals in Crude Oil Polluted Waters Using Duckweed 浮萍对原油污染水体重金属的生态修复研究
Pub Date : 2019-08-05 DOI: 10.2118/198773-MS
A. Ekperusi, F. Sikoki, E. Nwachukwu
Heavy metals are present in crude oil produced worldwide in varying concentration as impurities. Such metals are also exposed to the environment when oil spill occur. In this study, we applied the duckweed, Lemna paucicostata as an ecological based treatment method for the phytoremediation of heavy metals present in crude oil polluted waters. Duckweed was applied in an artificial constructed wetland mesocosm contaminated with crude oil to simulate a spill site. Heavy metals were analyzed following established guidelines using AAS for a 60-day period. The results showed that heavy metals reported in this study were above permissible limit. Initial cadmium, chromium, lead and vanadium decreased by 4.36, 7.06, 17.95 and 2.47% after 15 days respectively and then decreased further by 11.21, 19.94 and 32.4% for Cd; 13.15, 16.9 and 13.76% for Cr; 20.51, 30.77 and 41.03% for Pb; and 4.12, 15.66 and 26.37% for V after 30, 45 and 60 days respectively. There was no significant difference between the mean values of the metals across the duration. The result of this study showed that duckweed moderately removed heavy metals from crude oil polluted waters. Extending the duration of the study could increase the potentials of the plant to remove a higher amount of metals from the contaminated media. This result could be translated to real life application as an ecological base tool for the sustainable remediation of metals in crude oil polluted environment.
重金属以不同浓度的杂质形式存在于世界各地生产的原油中。当石油泄漏发生时,这些金属也会暴露在环境中。本研究采用浮萍(lena paucicostata)作为植物修复原油污染水体重金属的生态处理方法。将浮萍应用于原油污染的人工湿地生态系统中,模拟溢油现场。在60天的时间内,采用原子吸收法对重金属进行了分析。结果显示,本研究报告的重金属超标。15 d后镉、铬、铅、钒分别下降4.36%、7.06、17.95%和2.47%,Cd分别下降11.21%、19.94%和32.4%;Cr为13.15、16.9和13.76%;Pb含量分别为20.51、30.77和41.03%;30、45、60 d后,V的存活率分别为4.12%、15.66%、26.37%。在整个持续时间内,金属的平均值之间没有显著差异。研究结果表明,浮萍对原油污染水体中重金属具有一定的去除作用。延长研究时间可以增加植物从受污染介质中去除更多金属的潜力。该结果可作为原油污染环境中金属可持续修复的生态基础工具,转化为实际应用。
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引用次数: 4
Resolution of a Perennial Water-Cut History Match Challenge Helps to Optimize Drilling Program 解决长期含水历史匹配挑战有助于优化钻井方案
Pub Date : 2019-08-05 DOI: 10.2118/198851-MS
N. Yusuf, P. Andrew, Lynn Silpngarmlers
Reservoir_B7 is one of the top reservoirs in Adobe field and was considered for further development in a multi-year drilling campaign. The initial opportunity identification and new drill forecasts for this reservoir were done using an old simulation model. Over the years, the challenge with this model had been the prediction water production from existing producers which necessitated the introduction of local permeability barriers in the model. However, to validate this opportunity and ensure reliability of production forecasts, a new simulation study was commissioned. A systematic approach was employed during the new study which involved continuous engagement between Earth Modeler and Simulation Engineer. This led to identification of a low-quality facies which had not been properly characterized. Recharacterization of these facies led to an improvement in history match with an overall good pressure and saturation matches on both well-by-well and reservoir levels. The latest history matched model was used to validate the proposed opportunity and indicated a sub-economic incremental recovery. This led to elimination of hitherto top opportunity from the drilling program and preventing a bad investment by the company.
储层_b7是Adobe油田的顶级储层之一,在多年的钻井活动中考虑进一步开发。利用旧的模拟模型进行了该储层的初始机会识别和新钻次预测。多年来,该模型面临的挑战一直是预测现有生产商的产水量,这就需要在模型中引入局部渗透率障碍。然而,为了验证这一机会并确保生产预测的可靠性,委托进行了一项新的模拟研究。在新的研究中,采用了一种系统的方法,其中包括地球建模师和模拟工程师之间的持续接触。这导致鉴定出一种质量较低的相,而这种相没有得到适当的表征。对这些相的重新描述改善了历史匹配,在井间和油藏水平上都获得了良好的压力和饱和度匹配。最新的历史匹配模型用于验证所提出的机会,并表明亚经济增量复苏。这导致了钻井计划中迄今为止的最佳机会的消除,并防止了公司的不良投资。
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引用次数: 0
Evaluation of the Inhibition Efficiency of Plant Extract PE as Gas Hydrate Inhibitor in a Simulated Offshore Environment 植物提取物PE在模拟海洋环境中作为天然气水合物抑制剂的抑制效果评价
Pub Date : 2019-08-05 DOI: 10.2118/198781-MS
Virtue Urunwo Elechi, S. S. Ikiensikimama, J. Ajienka, O. Akaranta, M. Onyekonwu, O. Okon
This present study emphasizes the inhibition capacity of a local inhibitor, Plant Extract (PE) on structure I (sI) gas hydrate. The Plant Extract (PE) was screened using a mini flow loop made of 316 stainless steel of internal diameter of 0.5-inch encased in a 4-inch PVC pipe skid mounted on a metal frame work fitted with pressure and temperature gauges, mixer vessel, pumps and control switches. Pressure and Temperature readings were recorded for 120 minutes. Plots of Pressure and Temperature versus Time for 1, 2 and 3wt% of the local inhibitor alongside Pressure versus Time plot of PE and MEG were done as a way of comparison. Calculations for Inhibition Efficiency (IE) for local inhibitor PE and MEG was also done. 1wt% of the plant extract (PE) had a high inhibition efficiency of 84.21% while 2 and 3wt% had inhibition efficiency of 60.53% and 73.68% respectively. The overall inhibition efficiency of Plant Extract (PE) was higher than that of MEG for 1wt% (60.53%) and 2wt% (55.26%) but had the same efficiency at 3wt% (73.68%). The optimum weight percentage for PE is 1wt% because of its high efficiency. It is clearly shown that Plant Extract (PE) is a better gas hydrate inhibitor which is gotten from nature and is environmentally friendly unlike Mono Ethylene Glycol (MEG) which is synthetic and toxic to both human and aquatic life. It is therefore recommended for field trial.
本研究着重研究了局部抑制剂植物提取物(PE)对I (sI)结构天然气水合物的抑制能力。植物提取物(PE)的筛选使用了一个由内径为0.5英寸的316不锈钢制成的迷你流量回路,该回路包裹在一个4英寸的PVC管滑块中,并安装在一个金属框架上,该框架配有压力和温度计、混合容器、泵和控制开关。记录120分钟的压力和温度读数。绘制1、2和3wt%局部抑制剂的压力和温度随时间变化图,以及PE和MEG的压力随时间变化图作为比较。计算了局部抑制剂PE和MEG的缓蚀效率。1wt%的植物提取物(PE)的抑制率为84.21%,2 wt%和3wt%的植物提取物的抑制率分别为60.53%和73.68%。植物提取物(PE)的总体抑菌率分别为1wt%(60.53%)和2wt%(55.26%),与MEG在3wt%(73.68%)的抑菌率相同。聚乙烯的最佳掺量为1wt%,效率高。植物提取物(PE)是一种天然天然的气体水合物抑制剂,不像单乙二醇(MEG)是人工合成的,对人类和水生生物都有毒性。因此,建议进行现场试验。
{"title":"Evaluation of the Inhibition Efficiency of Plant Extract PE as Gas Hydrate Inhibitor in a Simulated Offshore Environment","authors":"Virtue Urunwo Elechi, S. S. Ikiensikimama, J. Ajienka, O. Akaranta, M. Onyekonwu, O. Okon","doi":"10.2118/198781-MS","DOIUrl":"https://doi.org/10.2118/198781-MS","url":null,"abstract":"\u0000 This present study emphasizes the inhibition capacity of a local inhibitor, Plant Extract (PE) on structure I (sI) gas hydrate. The Plant Extract (PE) was screened using a mini flow loop made of 316 stainless steel of internal diameter of 0.5-inch encased in a 4-inch PVC pipe skid mounted on a metal frame work fitted with pressure and temperature gauges, mixer vessel, pumps and control switches. Pressure and Temperature readings were recorded for 120 minutes. Plots of Pressure and Temperature versus Time for 1, 2 and 3wt% of the local inhibitor alongside Pressure versus Time plot of PE and MEG were done as a way of comparison. Calculations for Inhibition Efficiency (IE) for local inhibitor PE and MEG was also done. 1wt% of the plant extract (PE) had a high inhibition efficiency of 84.21% while 2 and 3wt% had inhibition efficiency of 60.53% and 73.68% respectively. The overall inhibition efficiency of Plant Extract (PE) was higher than that of MEG for 1wt% (60.53%) and 2wt% (55.26%) but had the same efficiency at 3wt% (73.68%). The optimum weight percentage for PE is 1wt% because of its high efficiency. It is clearly shown that Plant Extract (PE) is a better gas hydrate inhibitor which is gotten from nature and is environmentally friendly unlike Mono Ethylene Glycol (MEG) which is synthetic and toxic to both human and aquatic life. It is therefore recommended for field trial.","PeriodicalId":11110,"journal":{"name":"Day 2 Tue, August 06, 2019","volume":"94 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2019-08-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"85384166","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 4
Dynamic Modelling for Reservoir Connectivity Analysis in Mature Fields 成熟油田储层连通性分析的动态建模
Pub Date : 2019-08-05 DOI: 10.2118/198752-MS
O. Ajayi, Sunday Ikienskimama, Emmanuel Mogbolu
Reservoir connectivity remains a critical and growing area of research and application in the petroleum industry, as most discoveries go through development to maturity. This becomes highly imperative for reservoir management decisions in highly fractured compartments or stacked reservoirs with faults across them. In most field cases and especially for a highly faulted region like the Niger Delta, there are some uncertainties around connectivity primarily due to seismic data and resolutions as regards the technology available at acquisition. The primary aim of this work is to use dynamic modelling to ascertain connectivity in mature reservoirs. This work applied the standard workflow for Reservoir Connectivity Analysis (RCA) in evaluating four (4) stacked reservoirs in the RAINBOW field, onshore Niger-Delta using dynamic modelling of the MBAL multi-tank option. Various scenarios were analyzed with the integrated data – geology, production and reservoir pressure history, fluid and rock properties to select the most likely scenario. For this analysis, a new diagnostic plot was introduced for evaluating transmissibility, which improved the clarity in decision making. Using the prevalent economic parameters, a quick evaluation was done to understand the impacts of the reservoir management decisions on the viability of this approach. From the results, two of the four reservoirs are observed to be dynamically connected. The analysis shows that a new perforation extension opportunity is a quick return decision that can yield considerable returns, while new infill opportunities as the optimal decision. Also, the effects of transmissibility on the reservoirs affect the Net Present Values of the decisions. Therefore, this improved workflow approach can be recommended as a quick win when sufficient time and resources are not available for opportunity maturation. Further work is also required to integrate this understanding to build a simulation model for robust benchmarking.
油藏连通性仍然是石油工业研究和应用的一个关键和不断发展的领域,因为大多数发现都经历了开发到成熟。这对于裂缝性高的储层或有断层的叠层储层的油藏管理决策是非常必要的。在大多数油田情况下,特别是像尼日尔三角洲这样的高断层地区,由于地震数据和采集技术的分辨率,连通性存在一些不确定性。这项工作的主要目的是利用动态建模来确定成熟油藏的连通性。这项工作应用了油藏连通性分析(RCA)的标准工作流程,利用MBAL多油藏选项的动态建模,对尼日尔三角洲陆上RAINBOW油田的4个堆叠油藏进行了评估。结合地质、生产和储层压力历史、流体和岩石性质等综合数据,分析了各种场景,以选择最可能的场景。在此分析中,引入了一种新的诊断图来评估遗传率,提高了决策的清晰度。利用流行的经济参数,进行了快速评估,以了解油藏管理决策对该方法可行性的影响。从结果来看,四个储层中有两个是动态连接的。分析表明,新的射孔扩展机会是一个能够产生可观收益的快速回报决策,而新的充填机会是最优决策。此外,渗透率对储层的影响也会影响决策的净现值。因此,当没有足够的时间和资源来实现机会成熟时,可以推荐这种改进的工作流方法作为快速的胜利。还需要进一步的工作来整合这一理解,以构建用于稳健基准测试的仿真模型。
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引用次数: 1
A Machine Learning Approach to Shear Sonic Log Prediction 剪切声波测井预测的机器学习方法
Pub Date : 2019-08-05 DOI: 10.2118/198764-MS
I. Bukar, M. B. Adamu, U. Hassan
A machine learning approach to shear sonic log prediction is demonstrated. The results of this approach were compared to that of an approach based on the Greenberg-Castagna empirical method. This approach is based on supervised machine learning and is implemented in MATLAB. While the Greenberg-Castagna method is an empirical method that attempts to predict shear velocity log from compressional velocity log for various pure and composite lithologies, this approach uses, in addition to compressional velocity log as the main predictor, several other logging measurements as predictors including gamma ray, bulk density, neutron, resistivity, porosity and water saturation logs. A dataset which includes wells with recorded shear velocity logs is used to train and validate the machine learning model. A feature selection process is performed to highlight which of the logs would be good predictors of shear velocity (VS). Various regression models are then trained, and the predicted values compared to the actual for the various models by their root-mean-square errors (RMSE), and the model with the smallest RMSE is chosen. Predictions are then carried out on another well within the dataset, which serves as the validation set. The results show improvement in the accuracy of the predictions over the linear regression model based on the Greenberg-Castagna method, as measured by the RMSE. The case study also demonstrates the potential of carrying out shear sonic log prediction in hydrocarbon-bearing intervals, which is a limitation of the Greenberg-Castagna method which only works in brine-saturated rocks. This approach would provide improved accuracy where shear sonic logs are absent and need to be predicted for geomechanics, rock physics and other applications. This is particularly important in older fields where shear sonic logs were never acquired in the older wells.
介绍了一种用于剪切声波测井预测的机器学习方法。将该方法的结果与基于Greenberg-Castagna经验方法的结果进行了比较。该方法基于监督机器学习,并在MATLAB中实现。虽然Greenberg-Castagna方法是一种经验方法,试图通过压缩速度测井预测各种纯岩性和复合岩性的剪切速度测井,但该方法除了使用压缩速度测井作为主要预测指标外,还使用其他几种测井测量作为预测指标,包括伽马射线、体积密度、中子、电阻率、孔隙度和含水饱和度测井。数据集包括记录剪切速度测井的井,用于训练和验证机器学习模型。进行特征选择过程,以突出哪些日志可以很好地预测剪切速度(VS)。然后对各种回归模型进行训练,并将各种模型的预测值与实际值进行均方根误差(RMSE)的比较,选择RMSE最小的模型。然后在数据集中的另一个井上进行预测,该井作为验证集。结果表明,通过RMSE测量,基于Greenberg-Castagna方法的线性回归模型的预测精度有所提高。该案例还证明了在含油气层段进行剪切声波测井预测的潜力,这是Greenberg-Castagna方法的局限性,该方法仅适用于含盐岩石。在地质力学、岩石物理学和其他应用中,这种方法可以提高剪切声波测井的准确性,并且需要进行预测。这在老油田尤其重要,因为老油井从未采集过剪切声波测井数据。
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引用次数: 18
Effect of Temperature and Salt Concentration on Rheological Behaviour of Surfactin 温度和盐浓度对表面素流变行为的影响
Pub Date : 2019-08-05 DOI: 10.2118/198731-MS
S. M. Salihu, A. Abubakar, B. Meisam, U. A. Emmanuel, K. Hassan, A. Aminu
Behavioural changes of surfactants due to temperature fluctuations, and its interaction with saline environment, is very common during oil and gas operations. Exhibition of transient or permanent flow behaviour is one form of these changes. Therefore, effect of temperature and ionic concentrations (salinity) on flow behaviour of sodium surfactin was experimentally investigated. ORCADA® software-controlled OFITE viscometer (Model 1100) was used to conduct steady-shear study, at 23–50 °C temperature, 0.1–1.5 molar (M) salt concentrations and 0.025–1.0 % surfactin dosages. Sodium surfactin behaves as non-Newtonian fluid, with a pseudoplastic pattern exhibited in aqueous and 0.25-1.5M saline media. Effect of changes in temperature and salinity on apparent viscosity of surfactin was surfactant-dosage dependent. Furthermore, shear-thickening effect set in at a critical shear rate of 680.9 s-1, signifying flow-induced self-aggregation. Surfactant dosages 0.075 and to a lesser extent 0.1% were minimally affected by changes in temperatures, salinity and rate of shear not exceeding 680.9 s-1. The findings suggest pumpability and dispersion characteristics of the biosurfactant.
在油气作业中,由于温度波动及其与盐水环境的相互作用,表面活性剂的行为会发生变化,这是非常常见的。瞬态或永久流动特性的表现就是这些变化的一种形式。因此,实验研究了温度和离子浓度(盐度)对表面锡钠流动特性的影响。使用ORCADA®软件控制的OFITE粘度计(1100型)进行稳态剪切研究,温度为23-50°C,盐浓度为0.1-1.5摩尔(M),表面锡用量为0.025 - 1.0%。钠表面素表现为非牛顿流体,在水和0.25-1.5M盐水介质中表现为假塑性模式。温度和盐度变化对表面活性剂表观粘度的影响与表面活性剂的用量有关。在临界剪切速率为680.9 s-1时,剪切增厚效应开始显现,表现为流动诱导的自聚集。表面活性剂用量为0.075和0.1%时,受温度、盐度和剪切速率变化的影响最小,剪切速率不超过680.9 s-1。研究结果表明生物表面活性剂具有可泵性和分散性。
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引用次数: 1
Using Deep Learning and Computer Vision Techniques to Improve Facility Corrosion Risk Management Systems 2.0 利用深度学习和计算机视觉技术改进设施腐蚀风险管理系统2.0
Pub Date : 2019-08-05 DOI: 10.2118/198863-MS
C. Ejimuda, C. Ejimuda
During fit for service or corrosion risk assessments of oil and gas facility systems, a key parameter required to design and implement an effective risk management strategy is visual inspection. This paper explains how using state of the art computer vision and deep learning techniques could address such challenges. We used majorly the python programming language, Tensorflow Application Programming Interface, Resnet deep learning architecture, GPU machines and cloud computing technologies to achieve this. Beyond the challenges of obtaining sufficient corrosion defects data, our final solution is a systematic method that would assist field personnel, facility engineers, service companies and management more accurately detect corrosion defect types and failure modes unbiasedly. This leads to more cost effective and quicker recommendation of preventive or corrective measures.
在油气设施系统适合服务或腐蚀风险评估期间,设计和实施有效风险管理策略所需的一个关键参数是目视检查。本文解释了如何使用最先进的计算机视觉和深度学习技术来解决这些挑战。我们主要使用python编程语言、Tensorflow应用程序编程接口、Resnet深度学习架构、GPU机器和云计算技术来实现这一目标。除了获得足够的腐蚀缺陷数据的挑战之外,我们的最终解决方案是一种系统的方法,可以帮助现场人员、设施工程师、服务公司和管理层更准确地检测腐蚀缺陷类型和失效模式。这将导致更具成本效益和更快地建议预防或纠正措施。
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引用次数: 1
Development of a New High-Pressure High-Temperature Technology for Advanced Screening of Biosurfactants and Injection of Microbes in Porous Rocks during Low-Salinity EOR Processes 低矿化度提高采收率过程中多孔岩生物表面活性剂高级筛选及微生物注入高压高温新技术的开发
Pub Date : 2019-08-05 DOI: 10.2118/198878-MS
C. C. Onyemara, Lateef T. Akanji, R. Ebel
A new high-pressure high temperature (HP-HT) lab-scale rig involving microbial cultivation of pure bacteria strain under reservoir conditions of up to 200 bar and 200°C has been developed. This was accompanied by an extensive laboratory investigation to establish the mechanisms associated with the production and screening of Lipopeptide from pure Bacillus mojavensis NCIMB 13391 strain for the purpose of enhanced oil recovery (EOR) processes. We report for the first time, thermodynamic standard Gibbs free energy required for the Lipopeptide environment friendly biosurfactant (EFBS) formation (ΔGf°) as -2135.1 J.mol−1, and very low brine salinity water (VLBSW) molarity of 0.5096 mg.l− 1. The produced Lipopeptide biomaterial under anaerobic batch cultivation technique generated CMC values of 2.8 mg.l−1 and 2.7 mg.l−1 in deionised water and VLBSW respectively. The dimensionless molecular weight of the produced Lipopeptide biomaterial is 1423.69 and high spontaneity nature of the biomaterial resulting from a more negative ΔGf° value aided the interfacial tension (IFT) reduction of the heavy crude oil and VLBSW system from 15.71 mN.m−1 to 0.04 mN.m−1 at critical micellisation concentration (CMC) of 2.7 mg.l−1 and 65°C under reservoir confined environment, and 1.76 mN.m−1 at 25°C temperature and 55 bar pressure conditions. However, 2.7 mg.l−1 solution molarity, 65°C temperature and 55 bar pressure are recommended as the optimum recovery pilot molarity, temperature and pressure of the screened heavy crude oil material in low-salinity EOR processes.
开发了一种新的高压高温(HP-HT)实验室规模的设备,用于在高达200 bar和200°C的储层条件下培养纯细菌菌株。同时进行了广泛的实验室研究,以确定从纯mojavensis NCIMB 13391菌株中生产和筛选脂肽的相关机制,以提高石油采收率(EOR)工艺。我们首次报道了脂肽环境友好型生物表面活性剂(EFBS)形成(ΔGf°)所需的热力学标准吉布斯自由能为-2135.1 J.mol−1,极低盐水(VLBSW)的摩尔浓度为0.5096 mg。l−1。厌氧间歇培养技术生产的脂肽生物材料CMC值为2.8 mg。L−1和2.7 mg。在去离子水和VLBSW中分别为1−1。所制备的脂肽生物材料的无量纲分子量为1423.69,且该生物材料的高自发性(ΔGf°负值)有助于将重质原油和VLBSW体系的界面张力(IFT)从15.71 mN降低。m−1 ~ 0.04 mN。临界胶束浓度(CMC)为2.7 mg。l−1和65°C油藏密闭环境下,1.76 mN。温度为25℃,压力为55bar。然而,2.7毫克。经筛选的稠油低矿化度EOR工艺中,推荐溶液浓度为1−1,温度为65℃,压力为55 bar的最佳采收率先导物质浓度、温度和压力。
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引用次数: 1
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Day 2 Tue, August 06, 2019
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