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A Computational Model for Wells’ Performance Analysis 井动态分析的计算模型
Pub Date : 2021-08-02 DOI: 10.2118/208249-ms
Okon Edet Ita, D. Appah
The ability to identify underperforming wells and recover the remaining oil in place is a cornerstone for effective reservoir management and field development strategies. As advancement in computing programming capabilities continuous to grow, Python has become an attractive method to build complicated statistical models that predicts, diagnose or analyze well performance, efficiently and accurately. The aim of this study is to develop a computational model that will allows us to diagnose and analyze well performance using nodal analysis with the help of python. In this study, python was used to compute Nodal analysis method using Darcy and Vogel Equations. A case study was carried out using the data obtained from a field operating in the Niger Delta. Again, sensitivity of tubing size was conducted using python. The results obtained showed that a computational model with python has the ability to visualize, model and analyze wells performances. This technique will petroleum engineers to better monitor evaluate and enhance their production operation without the need for expensive softwares. This will reduce operating cost increases revenue.
识别表现不佳的井并回收剩余油的能力是有效的油藏管理和油田开发战略的基石。随着计算编程能力的不断进步,Python已经成为一种有吸引力的方法,用于构建复杂的统计模型,有效而准确地预测、诊断或分析井的性能。本研究的目的是开发一种计算模型,使我们能够在python的帮助下使用节点分析来诊断和分析井的性能。在本研究中,使用python计算节点分析法,使用Darcy和Vogel方程。使用从尼日尔三角洲的一个油田作业中获得的数据进行了案例研究。同样,油管尺寸的灵敏度是用蟒蛇进行的。结果表明,python计算模型具有可视化、建模和分析井动态的能力。该技术将使石油工程师能够更好地监测、评估和提高他们的生产操作,而不需要昂贵的软件。这将降低运营成本,增加收入。
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引用次数: 1
Successful Implementation of Blast Joint Perforation Technology in a Dual String Completion 在双管柱完井中成功实施爆破节射孔技术
Pub Date : 2021-08-02 DOI: 10.2118/207175-ms
Ifeanyichukwu Ofia, Esther Briggs, V. Longe, Ricky Iyengumwena, Dominic Wong
The results of computer simulations and laboratory tests have been applied at Porth field in Nigeria to achieve a successful perforation through a blast joint to access hydrocarbon behind pipe. Accessing hydrocarbons behind pipe in multizone completions can be difficult. The options are; an expensive rig-based workover or a cost-effective, rigless, through-tubing perforation. For a rigless through-tubing option, the detonated perforation charges must pass through a blast joint, the casing and the cement and then into the target reservoir. The major concern is usually whether there will be enough penetration {Burky 2018} into the target reservoir interval, given the layers of material resistance that the charges will have to overcome, starting at the blast joint. The Blast joint has a higher wall thickness and a larger outer diameter than that of the conventional tubing string to mitigate against erosion from producing the target interval behind pipe. The goal in perforation operations is achieving the maximum production while reducing perforation damage. {Jackson 2016}. Computer simulations and laboratory tests for a well at Porth field in Nigeria were carried out to determine the potential for successful perforation through a blast joint to access hydrocarbon behind pipe. Coupon tests using different gun sizes and charges where simulated and tested to ascertain the most effective option to achieve the desired reservoir penetration. Both computer simulations and laboratory test results showed that a reasonable depth of penetration into the target reservoir interval was possible to achieve. The perforation job using a 1.56-in., six-shots-per-foot (6 spf), 60° phasing gun was successfully carried out and the well has been tested to a potential of 780bbl/d at a tubing head pressure of 943psi and choke size 20/64th. This success lays the foundation for going after other similar opportunities locked in behind-pipe previously thought inaccessible owing to the presence of a blast joint across the target interval. Associated rig costs for a workover of up to $10 million can be saved on each opportunity using this approach.
计算机模拟和实验室测试的结果已应用于尼日利亚的Porth油田,通过一个爆炸节成功射孔,获得了油管后的碳氢化合物。在多层完井中,获取油管后的碳氢化合物是很困难的。选项是;昂贵的钻机修井或经济高效的无钻机过油管射孔作业。对于无钻机直通油管方案,引爆的射孔药必须穿过爆破节、套管和水泥,然后进入目标储层。考虑到从爆破接合处开始,装药必须克服的材料阻力层,主要的问题通常是是否能够充分穿透目标储层。与传统管柱相比,防爆接头具有更高的壁厚和更大的外径,以减轻生产管柱后目标段的侵蚀。射孔作业的目标是在减少射孔损害的同时实现最大产量。杰克逊{2016}。对尼日利亚Porth油田的一口井进行了计算机模拟和实验室测试,以确定通过爆破节成功射孔以获取管后油气的可能性。通过模拟和测试不同射孔枪尺寸和装药的组合测试,以确定实现预期储层穿透的最有效方案。计算机模拟和实验室测试结果都表明,在目标储层中可以实现合理的渗透深度。射孔作业使用的是1.56英寸的射孔管。该井在油管头压力为943psi、节流口尺寸为20/64的条件下,成功地进行了60°相位枪的测试,产量达到780桶/天。这一成功为寻找其他类似的机会奠定了基础,这些机会被锁定在管后,以前由于目标段存在爆炸接头而无法获得。使用这种方法,每次修井作业可节省高达1000万美元的钻机成本。
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引用次数: 0
Assessment and Optimization of Waterflooding Performance in a Hydrocarbon Reservoir 某油藏水驱效果评价与优化
Pub Date : 2021-08-02 DOI: 10.2118/207114-ms
Miracle Imwonsa Osatemple, A. Adeniyi, A. Giwa
In order to properly meet up with the ever-increasing demand for petroleum products worldwide, it has become increasingly necessary to produce oil and gas fields more economically and efficiently. Waterflooding is currently the most widely used secondary recovery method to improve oil recovery after primary depletion. A crucial component required to conduct an efficient waterflooding operation is an optimal production setting, most especially with respect to the amount of water involved. This research work has been carried out to develop a model that can be used to maximize oil recovery and minimize water production with the least amount and number of waterflood variables in order to minimize the secondary recovery investment cost. The gradient-based approach to optimize the production and net present value (NPV) from a waterflood reservoir using the flow rates or bottom hole pressures of the production wells as the controlling factors with the use of smart well technology was applied. In this approach, a variant of the optimal switching time technique was used in the optimization process to equalize the arrival times of the waterfront at multiple producers, thereby increasing the cumulative oil production. The optimization procedure involved maximizing the objective function (NPV) by adjusting a set of manipulated variables (flow rates). The optimal pressure profile of the waterflood scenario that gave the maximum NPV was obtained as the solution to the waterflood problem. The proposed optimization methodology was applied to a waterflood process carried out on a reservoir field developed by a five-spot recovery design in the Niger Delta area of Nigeria, which was used as a case study. The forward run was carried out with a commercial reservoir oil simulator. The results of the waterflood optimization revealed that an increase in the net present value of up to 9.7% and an increase in cumulative production of up to 30% from the base case could be achieved.
为了满足世界范围内对石油产品日益增长的需求,提高油气田开采的经济性和高效性已成为当务之急。水驱是目前应用最广泛的提高一次衰竭后采收率的二次采油方法。进行高效水驱作业所需的一个关键组成部分是最佳的生产环境,尤其是涉及到的水量。本研究的目的是建立一种以最少数量的水驱变量实现最大采收率和最小出水量的模型,从而最大限度地降低二次采收率投资成本。利用智能井技术,以生产井的流量或井底压力为控制因素,采用基于梯度的方法来优化水驱油藏的产量和净现值(NPV)。在该方法中,优化过程中使用了一种最优切换时间技术的变体,以平衡多个生产商的滨水到达时间,从而增加累积产油量。优化过程包括通过调整一组操纵变量(流量)来最大化目标函数(NPV)。得到了最大净现值的注水方案的最优压力剖面,作为注水问题的解决方案。将提出的优化方法应用于尼日利亚尼日尔三角洲地区一个采用5点采油设计的油藏的注水过程,并将其作为案例研究。在商用油藏油模拟器上进行了预演。注水优化的结果表明,与基本情况相比,净现值可提高9.7%,累计产量可提高30%。
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引用次数: 0
Eco-Toxicity of 2-Di Methylamino Ethylmethacrylate 2-DMAEM as a Commercial Kinetic Hydrate Inhibitor KHI 2-二甲氨基甲基丙烯酸乙酯2-DMAEM作为商业动态水合物抑制剂KHI的生态毒性
Pub Date : 2021-08-02 DOI: 10.2118/207156-ms
Virtue Urunwo Elechi, S. S. Ikiensikimama, J. Ajienka, O. Akaranta, O. Okon, D. Chris
Gas hydrates are known impediments to flow. Mitigation of gas hydrates in deep offshore with accessibility issues is by chemical injection. This paper considers the effect of 2-Di(methylamino) ethylmethacrylate (2-DMAEM) a kinetic gas hydrate inhibitor and a Local Inhibitor (LI) on Clarias gariepinus, a marine organism. The assessment was done using Random Complete Block Design (RCBD), a standard method of toxicity testing. Its effect was compared to that of a local Inhibitor (LI). The test carried out showed that at the end of the exposure period, 2-DMAEM caused 100% mortality in concentrations of 10 and 100ml/L and had significant differences in water parameters across the row as concentration increased. The LI caused 0% mortality in same concentration ranges and had no significant differences as concentrations increased across the row. 2-DMAEM should be discarded as an inhibitor given its inherent danger while LI should be harnessed and developed as gas hydrate inhibitor.
天然气水合物是已知的流动障碍。缓解深海天然气水合物的可达性问题是通过化学注入。本文研究了2-二(甲氨基)甲基丙烯酸乙酯(2-DMAEM)一种动态气体水合物抑制剂和一种局部抑制剂(LI)对海洋生物加里平Clarias gariepinus的影响。评估采用随机完全区组设计(RCBD),这是一种标准的毒性测试方法。并与局部抑制剂(LI)进行了比较。试验结果表明,在暴露期结束时,浓度为10和100ml/L的2-DMAEM造成100%的死亡率,并且随着浓度的增加,水体参数在行间存在显著差异。在相同的浓度范围内,LI的死亡率为0%,随浓度的增加无显著差异。考虑到2-DMAEM的固有危险,应该放弃作为抑制剂的作用,而LI应该作为天然气水合物抑制剂加以利用和开发。
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引用次数: 0
Occupational Health and Safety Management and Employees’ Performance in Ardova Plc Ardova Plc职业健康安全管理与员工绩效
Pub Date : 2021-08-02 DOI: 10.2118/207080-ms
O. O. Olagunju, Ejekwu Pascal Andy
The vital purpose of this research work is to examine the impacts of occupational health and safety management on employee's performance. It aims to investigate the nexus between the practice of OHS, safe working environment and performance of employees. The research work adopt a descriptive approach to scrutinize the contributions of provision of adequate health and safety equipment to performance of employees at Ardova Plc. Aside collecting primary data from the staffs of Ardova Plc in Lagos State cutting across diverse socio-economic class, simple random sampling was utilised in the study using 90 questionnaires to collect the primary data. However, descriptive data was therefore analyzed using Statistical Tool to show the Cross-tabulation, correlation and Chi-Square Test. The research study concludes that practice of occupational health and safety management can boost employee performance, and further suggest some policy recommendations.
本研究的主要目的是探讨职业健康安全管理对员工绩效的影响。它的目的是调查职业健康安全的做法,安全的工作环境和员工的绩效之间的联系。研究工作采用描述性方法,审查提供适当的健康和安全设备对Ardova Plc员工绩效的贡献。除了收集来自拉各斯州Ardova Plc员工的原始数据,跨越不同的社会经济阶层,简单的随机抽样在研究中使用90份问卷来收集原始数据。然而,描述性数据因此使用统计工具进行分析,以显示交叉表,相关性和卡方检验。研究结果表明,实施职业健康安全管理可以提高员工的工作绩效,并提出了相应的政策建议。
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引用次数: 0
Oil Polluted Soil Remediation Techniques Using a Complete Molecules Destruction Formulated Reagent 基于完全分子破坏配方试剂的石油污染土壤修复技术
Pub Date : 2021-08-02 DOI: 10.2118/207107-ms
Celestine A. Udie, F. Faithpraise, Agnes Anuka, E. Ana
Crude oil pollution is a serious threat to both humans and agricultural trends in all ramifications. The effects include suffocation of humans, plants and other useful organisms in the polluted area. The resultant effect is that it is cost effective and provides an aerated soil environment for enough nutrient distribution. This research designed an effective reagent that has ability to destroy the crude oil molecules in the soil and reviewed highlights for crude oil molecule conversion into soil nutrient. The formulation is based on the principle of complete destruction or combustion of hydrocarbons (crude oil) molecules. The Reagent is called hydrocarbons polluted area sludge solution. The advantage is that the polluted soil is remediated and it is restored after the application of the reagent, with increase in its original fertility. The reagent was applied on a soil polluted by crude oil around Warri Refinery and the result showed a complete destruction of the sludge molecules. It converted the sludge molecules into organic salt, hydride and water molecules. It was equally used on samples sludge from Ogoni polluted area and the result was successful. The sludge was completely destroyed and converted into organic salts and acids. Soil and water samples around the polluted area analysis result revealed that contaminated soil and water were restored. It has been confirmed that the reagent has the ability to destroy sludge molecules in soil, effectively clean and restore the soil with added fertility.
原油污染对人类和农业发展都是一个严重的威胁。其影响包括使受污染地区的人类、植物和其他有用生物窒息。由此产生的效果是,它是经济有效的,并提供了一个通风的土壤环境,以获得足够的养分分布。本研究设计了一种能有效破坏土壤中原油分子的试剂,综述了原油分子转化为土壤养分的研究热点。该配方基于碳氢化合物(原油)分子完全破坏或燃烧的原理。该试剂称为碳氢化合物污染区污泥溶液。其优点是对污染土壤进行了修复,施用药剂后土壤得到恢复,土壤原有肥力有所提高。将该试剂应用于Warri炼油厂附近被原油污染的土壤,结果表明污泥分子完全被破坏。它将污泥分子转化为有机盐、氢化物和水分子。将该方法应用于奥戈尼污染地区的污泥样品,取得了良好的效果。污泥被完全破坏并转化为有机盐和有机酸。污染区周围土壤和水样分析结果显示,污染土壤和水得到了恢复。经证实,该试剂具有破坏土壤中污泥分子的能力,能有效清洁和恢复土壤,增加肥力。
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引用次数: 0
A Comprehensive Review on CO2/N2 Mixture Injection for Methane Gas Recovery in Hydrate Reservoirs CO2/N2混合注入水合物甲烷气开采技术综述
Pub Date : 2021-08-02 DOI: 10.2118/207092-ms
Azeez G. Aregbe, Ayoola Idris Fadeyi
Clathrate hydrates are non-stoichiometric compounds of water and gas molecules coexisting at relatively low temperatures and high pressures. The gas molecules are trapped in cage-like structures of the water molecules by hydrogen bonds. There are several hydrate deposits in permafrost and oceanic sediments with an enormous amount of energy. The energy content of methane in hydrate reservoirs is considered to be up to 50 times that of conventional petroleum resources, with about 2,500 to 20,000 trillion m3 of methane gas. More than 220 hydrate deposits in permafrost and oceanic sediments have been identified to date. The exploration and production of these deposits to recover the trapped methane gas could overcome the world energy challenges and create a sustainable energy future. Furthermore, global warming is a major issue facing the world at large and it is caused by greenhouse gas emissions such as carbon dioxide. As a result, researchers and organizations have proposed various methods of reducing the emission of carbon dioxide gas. One of the proposed methods is the geological storage of carbon dioxide in depleted oil and gas reservoirs, oceanic sediments, deep saline aquifers, and depleted hydrate deposits. Studies have shown that there is the possibility of methane gas production and carbon dioxide storage in hydrate reservoirs using the injection of carbon dioxide and nitrogen gas mixture. However, the conventional hydrocarbon production methods cannot be used for the hydrate reservoirs due to the nature of these reservoirs. In addition, thermal stimulation and depressurization are not effective methods for methane gas production and carbon sequestration in hydrate-bearing sediments. Therefore, the gas replacement method for methane production and carbon dioxide storage in clathrate hydrate is investigated in this paper. The research studies (experiments, modeling/simulation, and field tests) on CO2/N2 gas mixture injection for the optimization of methane gas recovery in hydrate reservoirs are reviewed. It was discovered that the injection of the gas mixture enhanced the recovery process by replacing methane gas in the small and large cages of the hydrate. Also, the presence of N2 molecules significantly increased fluid injectivity and methane recovery rate. In addition, a significant amount of free water was not released and the hydrate phase was stable during the replacement process. It is an effective method for permanent storage of carbon dioxide in the hydrate layer. However, further research studies on the effects of gas composition, particle size, and gas transport on the replacement process and swapping rate are required.
笼形水合物是水和气体分子在相对低温和高压下共存的非化学计量化合物。气体分子通过氢键被困在水分子的笼状结构中。在永久冻土和海洋沉积物中有几种水合物矿床,具有巨大的能量。水合物储层中甲烷的能量含量被认为是常规石油资源的50倍,约有2500至2万万亿立方米的甲烷气体。迄今为止,已在永久冻土和海洋沉积物中发现了220多种水合物矿床。这些矿藏的勘探和生产,以回收被困的甲烷气体,可以克服世界能源挑战,创造一个可持续的能源未来。此外,全球变暖是全世界面临的一个主要问题,它是由二氧化碳等温室气体排放引起的。因此,研究人员和组织提出了各种减少二氧化碳气体排放的方法。提出的方法之一是在枯竭的油气储层、海洋沉积物、深盐水含水层和枯竭的水合物矿床中对二氧化碳进行地质储存。研究表明,通过注入二氧化碳和氮气的混合物,有可能在水合物储层中产生甲烷气和储存二氧化碳。然而,由于水合物储层的性质,常规的油气开采方法不能用于水合物储层。此外,增产降压并不是有效的产气和固碳方法。因此,本文对包合物水合物中产甲烷和储存二氧化碳的气体替代方法进行了研究。综述了为优化水合物储层甲烷采收率而进行的CO2/N2混合注气研究(实验、建模/模拟和现场试验)。研究发现,气体混合物的注入通过取代水合物小笼和大笼中的甲烷气体,提高了回收过程。此外,氮气分子的存在显著提高了流体注入能力和甲烷采收率。此外,在置换过程中,没有大量的自由水释放,水合物相稳定。这是在水合物层中永久储存二氧化碳的有效方法。然而,需要进一步研究气体组成、粒径和气体输运对替代过程和交换速率的影响。
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引用次数: 0
Velocity Dependence and Tracer Dispersion in Newtonian Fluids Undergoing Creeping Flow 牛顿流体缓慢流动中的速度依赖性和示踪剂弥散
Pub Date : 2021-08-02 DOI: 10.2118/208251-ms
I. Ayuba, T. L. Akanji, J. Gomes
The dynamics of tracer particles in a viscous Newtonian fluid is studied analytically and numerically through channels of varying thickness for fluids undergoing creeping flow. Exact analytical solutions of mass conservation equations of tracer particles including consideration for pressure forces are obtained. Results of the analysis indicates that Stokes velocity is an indispensable parameter and is dependent on parameters such as channel thickness (height), viscosity of the fluid, pressure gradient driven the fluid and Reynolds number corresponding to the channel thickness. The accuracy of the solution obtained is verified by comparing its velocity profiles with those obtained from finite-element-based numerical simulation studies.
通过变厚度通道对黏性牛顿流体中示踪粒子的动力学进行了解析和数值研究。得到了考虑压力的示踪粒子质量守恒方程的精确解析解。分析结果表明,Stokes速度是一个不可缺少的参数,它与通道厚度(高度)、流体粘度、流体驱动的压力梯度以及通道厚度对应的雷诺数等参数有关。通过与有限元数值模拟结果的比较,验证了所得解的准确性。
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引用次数: 1
Cost Element Modelling, Prediction and Optimization in a Dual-Completion Well During a Coiled Tubing Unloading Operation 连续油管卸载过程中双完井成本建模、预测与优化
Pub Date : 2021-08-02 DOI: 10.2118/207113-ms
M. P. Ekeregbe
In an era where cost is a significant component of decision making, every possibility of reducing operational cost in the Oil and Gas industry is a welcome development. The volatile nature of the Oil market creates uncertainty in the industry. One way to manage this uncertainty is by the ability to predict and optimize our operations to reduce all of our cost elements. When cost is planned and predicted as accurately as possible, the operation optimizations can be managed efficiently. Practically, all new drills require CT unloading of the completion or kill fluids to allow the natural flow of the wells. Hitherto, there is no mathematical model that combines information from one of the wells in an unloading dual completion project that can be used to aid decision-making in the other well for the same unloading project and thereby result in an effective cost-saving. Deploying the mathematical model of cost element prediction and optimization can minimize operational unloading costs. The two strings of the dual completion flow from different reservoirs. Still, the link between the two drainages post completion is the kill fluid density, and can aid in cost estimation for optimum benefit. The lesson learned or data acquired from the lifting of the slave reservoir string can be optimized to effectively and efficiently lift the master reservoir string. The decision of first unloading the slave reservoir string is critical for correct prediction and optimization of the ultimate cost. The mathematical model was able to predict the consumable cost elements such as the gallon of nitrogen and time that may be spent on the long string from the correlative analysis of the short string. The more energy is required for unloading the short string and it is the more critical well than the long string because it is the slave string since no consideration as such is given to it when beneficiating the kill fluid to target the long string reservoir pressure with a certain safety overbalance. The rule for the mud weight or the weight of the kill fluid is the highest depth with highest reservoir pressure which is the sand on the long string. With the data from the short string and upper sand reservoir, the lift depth and unloading operation can be optimized to save cost. The short string will incur the higher cost and as such should be lifted last and the optimization can be done with the factor of the LS.
在成本是决策的重要组成部分的时代,降低油气行业运营成本的任何可能性都是受欢迎的发展。石油市场的波动性给该行业带来了不确定性。管理这种不确定性的一种方法是通过预测和优化我们的操作来减少我们所有的成本因素。当成本计划和预测尽可能准确时,可以有效地管理操作优化。实际上,所有的新钻头都需要连续油管卸除完井液或压井液,以保证井的自然流动。到目前为止,还没有一种数学模型可以将卸载双完井项目中单口井的信息结合起来,用于帮助同一卸载项目中另一口井的决策,从而有效地节省成本。运用成本要素预测与优化的数学模型,可以最大限度地降低作业卸载成本。双完井的两个管柱来自不同的储层。然而,完井后两种泄油之间的联系是压井液密度,这有助于成本估算,以获得最佳效益。从辅助储层管柱举升过程中获得的经验教训或数据可以进行优化,从而有效地举升主储层管柱。首先卸载从油藏管柱的决定对于正确预测和优化最终成本至关重要。该数学模型能够通过对短管柱的相关分析,预测出长管柱上可能花费的氮气加仑和时间等消耗性成本要素。卸载短管柱需要更多的能量,它比长管柱更关键,因为它是辅助管柱,因为在对压井液进行选矿以达到具有一定安全过平衡的长管柱油藏压力时,没有考虑到它。泥浆重量或压井液重量的规则是油藏压力最高的最高深度,即长管柱上的砂层。利用来自短管柱和上部砂层的数据,可以优化举升深度和卸载作业,从而节省成本。短串会产生更高的成本,因此应该最后解除,并且可以使用LS因子进行优化。
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引用次数: 0
Applications of AI and Data-Driven Modeling in Energy Production and Marketing Processes 人工智能和数据驱动建模在能源生产和营销过程中的应用
Pub Date : 2021-08-02 DOI: 10.2118/207153-ms
J. Ugoyah, Anita Igbine
Faster and more accurate decisions are what the Oil and Gas industry needs with the world's fast-evolving energy needs and economy. The area of Artificial intelligence and Data-driven modelling is relatively new and has not found popular application in the industry. AI is an emerging technology that can be used to predict event outcomes and automate anomaly-detection processes. The various applications of AI in different industries were researched into. This paper highlighted important processes that can be improved with the application of Artificial Intelligence through data-driven modelling. It also highlights areas in the various industries where AI intelligence is already being applied and ways it can be improved. AI and data-driven modelling has the potential to improve exploration accuracy, reduce production down-time, reduce cost of maintenance, and reduce health and safety risks. This body of information can serve as a guideline for adopting AI in the oil and gas industry. A trend of industry-tailored intelligence solutions would be more effective in the evolving energy industry.
随着世界能源需求和经济的快速发展,油气行业需要更快、更准确的决策。人工智能和数据驱动建模是相对较新的领域,尚未在行业中得到广泛应用。人工智能是一项新兴技术,可用于预测事件结果和自动化异常检测过程。研究了人工智能在不同行业的各种应用。本文强调了可以通过数据驱动建模的人工智能应用来改进的重要过程。它还强调了人工智能已经应用的各个行业领域以及可以改进的方法。人工智能和数据驱动的建模有可能提高勘探精度,减少生产停机时间,降低维护成本,降低健康和安全风险。这些信息可以作为油气行业采用人工智能的指导方针。行业定制智能解决方案的趋势将在不断发展的能源行业中更加有效。
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引用次数: 0
期刊
Day 2 Tue, August 03, 2021
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