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Impact of Conventional Practices on Economic Efficiency as Illustrated by the Construction of Horizontal Sections of Multilateral ERD Wells and Fishbone Wells in Western Siberia 以西伯利亚西部多边ERD井和鱼骨井水平段施工为例,说明常规做法对经济效益的影响
Pub Date : 2021-10-12 DOI: 10.2118/206453-ms
Maxim Pavlovich Frolov, D. Voitenko, Alexander Olegovich Proshin, Anastasiya Ivanova, V. I. Shepelev, Alexander Alexandrovich Verevochkin, Viacheslav Alexandrovich Pustovarov, S. Ignatyev
This paper is a detailed description of the first experience of an ERD wells horizontal section using ultra-low-viscosity drilling fluid as a drilling fluid implemented in the Russia land. This work has great value as an experience that allows to reevaluate the traditional views on the sole influence of drilling fluid parameters on the process of drilling wells. The thesis considers the key aspects and practices of improving the technical and economy values of drilling the multilateral ERD wells and FishBone wells in Western Siberia by applying an integrated approach based on three key factors: understanding the features of the rheology of drilling fluids; thorough analysis of the results of modeling wellbore washing and cleaning and comparing the calculated values with the actual values of the determined technological parameters in order to predict and control ECD; the collaborative work of the customer and the contractor, so-called "active supervising" methodology, aimed on making timely decisions for adjusting of the target requirements during the wells construction, "in situ" method, in order to achieve the made goals. The main conclusions have been made during the work: Effective and sufficient cleaning of annular space can be achieved with minimum values of drilling fluid rheology characteristics. Cuttings and marble bridging agent participate in the filter cake creation. The absence of marble bridging agent particles in the mud composition cannot be a reason of complications (absorption, sticking) when drilling low-permeability reservoirs. The concentration of the marble bridging agent should be determined, taking into account several factors: solids control equipment efficiency, formation permeability, density and drilling fluid composition. the recommended values for the parameters such as lubricant concentration and MBT, must be selected, firstly, based on comprehensive understanding of the idea of each parameter, and secondly, adequately assessing their significance under specific drilling conditions. Competent active supervising of drilling fluid has huge impact on the economy efficiency of well construction, whereas this approach can be beneficial for both the customer and the drilling fluid contractor. The implemented on the project approach allowed to save up to 60% for the cost of 1m3 of drilling fluid for horizontal section, as well as to reduce the time spent on the wells construction. The main result of the work: two multilateral wells were successfully drilled with the DDI of 7.2 and 6.55 and high risks of lost circulation. Wells construction was completed by running the liner to the target bottom without any signs of landings. However, the most important achievement is the emerging prospect of replicating the proposed approach to drilling ERD wells for deeper deposits development, that allows us to expect comparable technical and economy effects considering drilling conditions.
本文详细介绍了在俄罗斯陆地上使用超低粘度钻井液进行ERD井水平段钻井的首次经验。这项工作具有重要的经验价值,可以重新评估钻井液参数对钻井过程的唯一影响的传统观点。本文从三个关键因素出发,综合考虑提高西伯利亚西部多边ERD井和FishBone井技术经济价值的关键方面和实践:了解钻井液流变特性;对井筒清洗建模结果进行深入分析,并将计算值与确定的工艺参数的实际值进行比较,以预测和控制ECD;客户和承包商的协同工作,即所谓的“主动监督”方法,旨在及时做出决策,以调整油井施工过程中的目标要求,即“现场”方法,以实现既定目标。工作中得出的主要结论是:在钻井液流变特性值最小的情况下,可以实现对环空空间的有效、充分的清洗。岩屑和大理石桥接剂参与滤饼的制作。在钻井低渗透储层时,泥浆成分中缺乏大理石桥接剂颗粒不能成为造成复杂问题(吸附、粘连)的原因。在确定大理石桥接剂的浓度时,应考虑以下几个因素:固控设备效率、地层渗透率、密度和钻井液成分。润滑油浓度、MBT等参数的推荐值的选择,首先要全面理解各参数的思想,其次要充分评估其在特定钻井条件下的重要性。有效的钻井液主动监管对钻井施工的经济效益有着重要的影响,而这种方法对客户和钻井液承包商都是有利的。在该项目中实施的方法可以节省高达60%的水平段钻井液成本,并减少了井的建设时间。工作的主要结果是:成功钻出了两口分支井,DDI分别为7.2和6.55,漏失风险很高。在没有任何着陆迹象的情况下,将尾管下至目标底部,完成了井的施工。然而,最重要的成就是将所提出的方法复制到更深的矿床开发中,这使我们能够在考虑钻井条件的情况下获得相当的技术和经济效果。
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引用次数: 0
Evaluation of Residual Oil Saturation With Use of Single Well Chemical Tracer Test Swctt For Estimation of Eor Efficiency. From Theory to Experiment 利用单井化学示踪剂测试Swctt评价残余油饱和度评价提高采收率从理论到实验
Pub Date : 2021-10-12 DOI: 10.2118/206421-ms
F. A. Koryakin, Nikolay Yuryevich Tretyakov, V. Vershinin, Roman Yurievich Ponomarev
This article provides a brief overview of the theory of tracer studies, describes approaches to the interpretation of tracer studies using both analytical methods and hydrodynamic modeling, compares the results of analytical and numerical interpretation. The article also describes the problems that arise during the interpretation of real case study.
本文简要概述了示踪剂研究的理论,描述了使用分析方法和流体动力学建模来解释示踪剂研究的方法,比较了分析和数值解释的结果。文章还介绍了在实际案例分析中出现的问题。
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引用次数: 0
Deep Geothermal Well Construction Problems and Possible Solutions 深层地热井建设存在的问题及可能的解决方案
Pub Date : 2021-10-12 DOI: 10.2118/206616-ms
M. Gelfgat, Aleksandr Sergeevich Geraskin
The geothermal energy is one of the most promising sources of electricity on the planet; it is available almost anywhere on the continents and resources are inexhaustible. The realization of these possibilities requires solving the problems of deep wells (6-10 km) construction, when the lower horizons are practically impermeable crystalline basement rocks. For effective use of the Earth's heat, bottomhole temperatures must be within 200-300°C. World experience of such deep wells construction is very limited, some examples are given in this work. Known schemes of geothermal energy application requires at least two wells construction - for cold fluid injection and superheated fluid production. The rock - circulating fluid heat exchange in the bottomhole requires drilling of inclined, horizontal, or multi-lateral boreholes and hydraulic fracturing application. Such technologies are widely used in the oil and gas fields, but not in crystalline rocks. The article presents an analysis of the prospects for the geothermal wells construction efficiency increasing by using modern directional drilling systems, drilling with casing, technologies for complications eliminating. The possibilities of using alternative hard rock drilling methods by enhancing the standard formation destruction with drill bits are discussed. These are hydraulic hammers, high-pressure abrasive and fluid jets, laser drilling. A fundamentally new plasma drilling technology is considered. The most serious limitation of alternative drilling prospects is the need of additional "supply lines" to the bottom: high-pressure fluid; electricity; a plasma forming agent, etc. In this regard, options are being considered for the development of continuous drill strings such as coiled tubing, umbilical, flexible composite systems like subsea pipelines. Some of technological solutions for deep geothermal wells construction, and implementation of petrothermal energy schemes for potential projects are proposed. The paper provides an idea of the geothermal well construction technologies, which can ensure the implementation of advanced geo-energy schemes. The problems of geothermal engineering and possible solutions to overcome them, which will contribute to the development of geothermal energy, as the most effective option for decarbonization, are indicated.
地热能是地球上最有前途的电力来源之一;它几乎可以在大陆上的任何地方获得,资源是取之不尽的。实现这些可能性需要解决深井(6-10公里)建设的问题,当底层实际上是不透水的结晶基底岩时。为了有效利用地球的热量,井底温度必须在200-300°C之间。世界上此类深井的施工经验非常有限,本文给出了一些实例。已知的地热能源应用方案至少需要建造两口井——用于冷流体注入和过热流体生产。井底岩石循环流体换热需要斜井眼、水平井眼或多水平井眼的钻井和水力压裂应用。这种技术广泛应用于石油和天然气领域,但不应用于结晶岩。分析了采用现代定向钻井系统、套管钻进、消除复杂技术提高地热井施工效率的前景。讨论了利用钻头加强标准地层破坏的替代硬岩钻井方法的可能性。这些是液压锤,高压磨料和流体射流,激光钻孔。考虑了一种全新的等离子体钻井技术。替代钻井前景最严重的限制是需要额外的底部“供应线”:高压流体;电;等离子体形成剂等。在这方面,人们正在考虑开发连续钻柱,如连续油管、脐带缆、柔性复合系统(如海底管道)。提出了深地热井建设的一些技术解决方案,并对潜在项目实施了地热能源方案。提出了地热井建设技术思路,为先进地能源方案的实施提供了保障。指出了地热工程存在的问题及其解决办法,为地热能源作为最有效的脱碳途径的发展作出了贡献。
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引用次数: 2
A New Approach to Simulation of Wax Precipitation During Cold Water Injection in Carbonate Reservoir of Kharyaga Oilfield Kharyaga油田碳酸盐岩储层冷水注蜡过程模拟新方法
Pub Date : 2021-10-12 DOI: 10.2118/206495-ms
Y. Trushin, A. Aleshchenko, O. Zoshchenko, M. Arsamakov, I. Tkachev, D. S. Kruglov
The paper describes a methodology for assessing the impact of wax deposition in reservoir oil during cold water injection into heterogeneous carbonate reservoir D3-III of the Kharyaga field. The main goal is to determine the optimal amount of hot water that must be injected before switching to cold water without affecting the field development. The paper presents the results of laboratory studies to determine the thermophysical properties of oil, samples of net reservoir and non-reservoir rock, as well as the results of laboratory studies to determine the conditions and nature of wax deposition in oil when the temperature and pressure conditions change. Calculations were carried out to describe the physical model of oil displacement by water of various temperatures. A series of synthetic sector model runs was performed, which includes the average properties of the selected reservoir and the results of laboratory studies in order to determine the effect of cold water injection on the development performance.
本文介绍了一种评价Kharyaga油田D3-III非均质碳酸盐岩油藏冷水注水过程中储层油中蜡沉积影响的方法。主要目标是在不影响油田开发的情况下,确定在转换为冷水之前必须注入的最佳热水量。本文介绍了确定油、净储层和非储层岩石样品热物性的实验室研究结果,以及确定温度和压力条件变化时油中蜡沉积条件和性质的实验室研究结果。通过计算,描述了不同温度水驱油的物理模型。为了确定冷水注入对开发性能的影响,进行了一系列综合扇区模型运行,包括选定储层的平均性质和实验室研究结果。
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引用次数: 1
Comprehensive Approach to Optimization of Macrooperations in Oil and Gas Production Based on Integrated Planning 基于综合规划的油气生产宏观作业综合优化方法
Pub Date : 2021-10-12 DOI: 10.2118/206534-ms
I. Ermolovich, A. Shamkov, I. Seleznev, Nikolay Nikolayevich Yelin, Andrey Vladimirovich Duryagin
The task of integrated planning, as one of the main tools to improve the operational efficiency of production activities of oil and gas production operators, is the most relevant. Due to the high intensity, today all operators emphasize the importance of automating the integrated planning process. An integrated plan means combining, ranking and possible combination, as well as timely updating the order of implementation of activities presented in separate functional plans, for which various services are responsible. At the same time, a functional plan is a group of activities united in its specificity. Examples of functional plans are well intervention (TR), well workover (KR), PP (routine maintenance), Research, OTM (organizational -technical measures), PPR (scheduled preventive work), VNS (commissioning of new wells). The goal of integrated planning is to execute the mining company's business plan in the most efficient way in terms of economic performance within the existing constraints. The constraints can be various aspects, such as the limited number of crews of the required specialization and special equipment for the activities, the need to move resources to the location of the activity taking into account the seasonality and types of transport, a strict sequence of operations within one activity, technological constraints associated with the inability to simultaneously conduct various activities at one cluster site, restrictions on the utilization of associated petroleum gas. Integrated planning distinguishes between planning horizons. As a rule, the horizon does not exceed one year and is designed to assess the feasibility of the company's business plan and justify capital and operating costs. Annual planning must take into account both targeted (named, assigned to a specific well or field site) and unaddressed (called "virtual") activities based on past year statistics. Monthly and 90-day plans are updated on a monthly basis and are more detailed and accurate than the annual plan, containing only targeted activities. Monthly planning clarifies the feasibility of the business plan in terms of production, budget and other criteria. In addition to the approved annual, monthly and 90-day plan, an operational (working) plan is formed, which is updated on a daily basis or upon request. As a rule, the operational plan is formed for a two-week planning horizon. The traditional integrated planning approach has its drawbacks and opportunities for improvement. The essence of the traditional approach of integrated planning is that different operational services, such as Geological Service, Well Intervention Service, Pipeline Maintenance Service, Chief Power Engineer, Chief Engineer, etc., annually and monthly submit a list of activities for inclusion in the annual, monthly (90-day) production program, after which the integrated planner combines all activities, combining them if possible, trying to achieve the targets as closely as possible, s
作为提高油气生产作业效率的主要工具之一,综合规划的任务是最相关的。由于高强度,今天所有的运营商都强调自动化综合规划过程的重要性。综合计划是指对各个部门负责的单独职能计划中所呈现的活动进行组合、排序和可能的组合,并及时更新活动的执行顺序。同时,功能计划是一组在其特殊性上统一起来的活动。功能计划的例子包括修井(TR)、修井(KR)、日常维护(PP)、研究、组织技术措施(OTM)、计划预防工作(PPR)、新井调试(VNS)。综合规划的目标是在现有限制条件下,以最有效的方式执行矿业公司的商业计划,实现经济效益。限制因素可以是多方面的,例如活动所需的专业人员和特殊设备的数量有限,需要在考虑到季节性和运输类型的情况下将资源转移到活动地点,在一项活动中有严格的作业顺序,由于无法在一个群集地点同时进行各种活动而产生的技术限制,对伴生气利用的限制。综合规划区分了规划的视野。一般来说,期限不超过一年,旨在评估公司商业计划的可行性,并证明资本和运营成本的合理性。年度计划必须考虑到目标(指定,分配到特定的井或油田)和未解决的(称为“虚拟”)活动,这些活动是基于过去一年的统计数据。月度计划和90天计划按月更新,比年度计划更详细和准确,只包含目标活动。月度计划从生产、预算和其他标准方面阐明商业计划的可行性。除了批准的年度、月度和90天计划外,还形成了一项运营(工作)计划,该计划每天或应要求更新。通常,业务计划是在两周的规划期内形成的。传统的综合规划方法有其缺点和改进的机会。传统综合规划方法的本质是,不同的作业服务,如地质服务、油井干预服务、管道维护服务、总动力工程师、总工程师等,每年和每月提交一份活动清单,纳入年度、月度(90天)生产计划,然后综合计划人员将所有活动结合起来,如果可能的话,将它们结合起来,尽可能接近目标。传统方法的主要缺点是形成一个综合计划的高强度,以及它的静态性质。事实上,批准的综合计划实际上不超过两天,因为油气田的生命通常是非常动态的——总是有计划外的活动,总是有工作人员的紧急情况,已经开始的工作人员的开始和结束日期的变化,等等。以上所有方面都表明,综合计划必须是动态的,必须不断更新(Repin et al., 2018)。本文提出的OIS UFAM集成调度解决方案为集成调度过程提供了广泛的自动化功能。
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引用次数: 0
Artificial Neural Network as a Method for Pore Pressure Prediction throughout the Field 人工神经网络在全油田孔隙压力预测中的应用
Pub Date : 2021-10-12 DOI: 10.2118/206558-ms
D. Mylnikov, Viktor Nazdrachev, E. Korelskiy, Y. Petrakov, Alexey Sobolev
Geomechanical model construction is an essential part of field development processes planning. Building a correct pore pressure model is one of the key tasks within the process of geomechanical model construction. The traditional approach to pore pressure modeling in oil and gas industry is based on the empirical analytical models usage. This approach has a number of disadvantages, which often lead to the constructed pore pressure model to be incorrect. The authors highlight two most significant disadvantages of the traditional approach: 1) a priori discrepancy between the empirical model and fundamental physical laws; 2) the impossibility of selecting such a combination of parameters of the standard analytical model, for which the resulting pressure corresponds to the entire set of actual field data (pore pressure measurements). This paper proposes a methodology for assessing the pore pressure distribution across the field, based on the usage of neural network technology. This approach potentially eliminates both of the above disadvantages from the pore pressure model building.
地质力学模型的建立是油田开发过程规划的重要组成部分。建立正确的孔隙压力模型是地质力学模型构建过程中的关键任务之一。传统的油气工业孔隙压力建模方法是基于经验分析模型的使用。这种方法有许多缺点,往往导致所构建的孔隙压力模型不正确。作者强调了传统方法的两个最显著的缺点:1)经验模型与基本物理定律之间的先验差异;2)不可能选择这样的标准分析模型的参数组合,其结果压力对应于整个现场实际数据(孔隙压力测量)。本文提出了一种基于神经网络技术的方法来评估整个油田的孔隙压力分布。这种方法潜在地消除了孔隙压力模型建立的上述两个缺点。
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引用次数: 0
Remote Reservoir Exploration in Odoptu-More Field by Delivering ERD Wells Using Multilateral Drilling Technology Odoptu-More油田利用多边钻井技术进行ERD井的远程油藏勘探
Pub Date : 2021-10-12 DOI: 10.2118/206450-ms
A. Shakhova, Natalia Lisyutina, I. Lebedeva, Oleg Valshin, Roman Savinov, Robert Famiev, A. Dementyev, D. Marushkin, V. Bochkarev, Vladimir Surmin, E. Bolychev
This paper provides the results that were achieved and shares the drilling unique practices that were implemented to deliver the first complex bilateral extended reach drilling (ERD) well in Odoptu-more field (North Dome). Well design driven by geological objectives considered drilling 215.9mm main and pilot holes (PH). Well complexity was governed by the type of a profile having ERD ratio of 5.22 (main hole) / 4.60 (PH) and trajectory's 3D nature (turn in azimuth of 90 degrees) compared to previous wells in the project drilled mainly with 2D profiles. Apart from the problems connected with drilling and casing upper sections key challenges comprised kicking off in 215.9mm open hole at 5955m MD and 1512m TVD with rotary steerable system, setting cement plugs at shallow true vertical depth (TVD) at 89 degrees of inclination to abandon laterally drilled PH, delivering 168.3mm production liner to bottom with a risk of entering a lateral while running in hole. An effective collaboration between integrated engineering team and customer departments went far beyond ERD standard set of operations already existing in the project thus allowing to break its own records and to set new achievements due to integrated technological approach. The longest 444.5mm section (2975 m) was drilled in one run achieving the record daily drilling rate and rate of penetration (ROP). Cementing of 244.5mm floated liner resulted in the highest good cement bond integrity percentage ever achieved among other wells in project due to new ways of casing standoff and fluid rheology hierarchy modeling. For the first time in the project 215.9mm main horizontal hole in extreme reach ERD well has been drilled by kicking off in open hole from the pilot horizontal one with push-the-bit rotary steerable system without a kickoff plug with pilot hole being abandoned by setting cement plugs. Project-specific risk assessment conducted by team allowed successful deployment of 168.3mm liner into the main hole. Moreover, due to thorough engineering planning electrical submersible pump (ESP) was run without extending 244.5mm liner to surface by tie-back thus saving additional 7 days. Drilling first bilateral ERD well unlocked opportunities for the operator to reach, explore and develop different extended geological targets thus eliminating well construction process of additional wells on drilling upper sections.
本文提供了所取得的成果,并分享了在Odoptu-more油田(North Dome)实施的第一口复杂的双边大位移钻井(ERD)的独特钻井实践。由地质目标驱动的井设计考虑钻215.9mm的主孔和导孔(PH)。与该项目中主要使用2D剖面的井相比,该井的ERD比为5.22(主孔)/ 4.60 (PH),井眼轨迹的3D性质(转向方位角为90度)决定了井眼复杂性。除了与钻井和上段套管相关的问题外,主要的挑战还包括使用旋转导向系统在5955米深和1512米深的215.9毫米裸眼下井,在89度斜度的浅真垂直深度(TVD)处设置水泥塞,以放弃横向钻井PH,将168.3毫米的生产尾管下放到井底,在入井过程中有进入分支井的风险。综合工程团队和客户部门之间的有效合作远远超出了ERD在项目中现有的标准操作,从而打破了自己的记录,并通过综合技术方法创造了新的成就。最长的444.5mm段(2975 m)一次钻完,实现了创纪录的日钻速和机械钻速(ROP)。由于采用了新的套管隔离方法和流体流变分层建模方法,244.5mm浮式尾管固井取得了该项目中最高的水泥胶结完整性。该项目首次在大位移ERD井中完成了215.9mm主水平井眼的钻井作业,采用了推入式旋转导向系统,在裸眼中从先导水平井眼起钻,没有安装起钻塞,先导井眼通过水泥塞弃置。团队进行了项目风险评估,成功将168.3mm尾管下入主井眼。此外,由于工程规划周密,下入电潜泵(ESP)时,没有通过回接将244.5mm尾管延伸至地面,从而节省了7天的时间。钻井第一口双边ERD井为作业者提供了到达、勘探和开发不同扩展地质目标的机会,从而消除了在钻井上部钻井的额外井的建井过程。
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引用次数: 0
Forecast of Prospective Oil Saturation Zones in the Devonian Carbonate Deposits of the Kharyaginsky Field Based on Geological and Geophysical Information Analysis by Using Machine Learning Methods 基于地质与地球物理信息分析的机器学习方法在Kharyaginsky油田泥盆系碳酸盐岩储层远景含油饱和度预测中的应用
Pub Date : 2021-10-12 DOI: 10.2118/206520-ms
S. Gusev, E. Kolbikova, O. Malinovskaya, A. Garaev, Robert Kamilevich Valiev
The Kharyaginskoye oil field is located on the territory of the Nenets Autonomous District and belongs to the Timan-Pechora Basin oil and gas province. The main object of development is a Devonian age carbonate reservoir. The productive zones of the studied object are mainly confined to thin bed low-porosity reservoirs with a complex structure of void space. The high heterogeneity of deposits laterally and the presence of different levels of oil-water contact (OWC) in the marginal isolated zones necessitate a more accurate assessment of the oil-saturated effective thicknesses. The increase in the reliability of the interpretation was achieved by the joint analysis of borehole and seismic studies using Machine Learning methods. At the stage of configuring the facies model based on well logs and core data, a Multi-Resolution Graph-based Clustering MRGC was used, which provides effective integration of geological and geophysical information. The multi-dimensional dot-pattern recognition method based on k-Nearest neighbors algorithm (k-NN), and by combining various criteria, it allows solving the problem of non-linearity of the relationships between logging responses and the corresponding lithology. The algorithm of the democratic association of neural networks DNNA was used to propagate electrofacies in the inter-well space. The method optimizes the use of seismic data before summation and after summation together with well data through a controlled process that provides a calibrated and scaled distribution of facies. The most probable facies distribution can be used directly as a property in reservoir modeling or as a constraint for modeling. It is known that there is no direct connection between a certain type of wave pattern and the lithological composition of rocks, therefore, the analysis of changing reflection characteristics is performed in conjunction with geophysical data, such as well logging. In addition, a priori geological information about the work area is involved. An important condition for the effective application of facies analysis is the presence of representative core material and the availability of high-quality well information. At the first stage of the work, the lithotyping of carbonate deposits was performed according to the macro description of the core, based on the classification of limestones according to R. H. Dunham. Then, using the multidimensional statistical recognition algorithm MRGC, the relationships between the selected lithotypes and logging responses were obtained. As a result of the tuning, a cluster model was obtained that allows us to distinguish electrofacies characterized by an increased filtration and capacitance potential. At the second stage, the obtained electrofacies, considering the nature of saturation, were used to train cubes of seismic attributes and calculate the cubes of lithofacies and the probability of the existence of each lithofacies. The key point in the distribution was the use
Kharyaginskoye油田位于涅涅茨自治区境内,属于Timan-Pechora盆地油气省。主要开发对象为泥盆纪碳酸盐岩储层。研究对象的生产带主要局限于孔隙空间结构复杂的薄层低孔储层。由于储层横向非均质性强,且边缘隔离带存在不同程度的油水接触面(OWC),因此需要更准确地评估油饱和有效厚度。通过使用机器学习方法对井眼和地震研究进行联合分析,可以提高解释的可靠性。在基于测井和岩心数据的相模型配置阶段,采用了基于多分辨率图的聚类MRGC,实现了地质和地球物理信息的有效整合。基于k-最近邻算法(k-NN)的多维点模式识别方法,结合多种判据,解决了测井响应与岩性之间关系的非线性问题。采用神经网络DNNA民主关联算法在井间空间传播电相。该方法通过控制过程,优化了地震数据求和前和求和后以及井数据的使用,从而提供了经过校准和缩放的相分布。最可能的相分布可以直接用作储层建模的属性或作为建模的约束。众所周知,某种波型与岩石的岩性组成之间没有直接联系,因此,对反射特征变化的分析是结合地球物理资料(如测井)进行的。此外,还涉及到有关工作区域的先验地质信息。有效应用相分析的一个重要条件是具有代表性的岩心材料的存在和高质量井信息的可用性。在工作的第一阶段,根据岩心的宏观描述,以R. H. Dunham的灰岩分类为基础,对碳酸盐岩矿床进行了岩石分型。然后,利用多维统计识别算法MRGC,得到所选岩性与测井响应之间的关系。作为调整的结果,获得了一个簇模型,使我们能够区分以过滤和电容电位增加为特征的电相。第二阶段,考虑饱和性质,利用得到的电相对地震属性立方体进行训练,计算岩相立方体和各岩相存在的概率。分布的关键是利用在不同相带的井中获得的电相。因此,通过机器学习方法对所有可用的钻孔和地震信息进行联合分析,可以在地质和地球物理信息分析的基础上预测考虑饱和类型的岩相。通过对低渗透碳酸盐岩储层性质的分析,证明了该技术的有效性,在低渗透碳酸盐岩储层中,经典属性和反演在描述非均质饱和度模型时存在局限性。使用神经网络方法可以配置复杂的非线性依赖关系,这是经典方法无法实现的。在现场地球物理和地震解释领域,利用机器学习算法使用少量的多尺度地质和地球物理信息,可以提高解释的可靠性,并明确研究区域内储层性质改善的远景区域的位置,并在后续的井位过程中最大限度地降低地质风险。
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引用次数: 0
Solving the Inverse Problem of Geomechanical Monitoring to Improve the Efficiency of Field Development 解决地质力学监测反演问题,提高油田开发效率
Pub Date : 2021-10-12 DOI: 10.2118/206556-ms
A. Krasnikov, R. Melikov, E. Korelskiy, Y. Petrakov, Aleksey Evgenievich Sobolev
The purpose of geomechanical monitoring at mineral deposits, including oil and gas, is to control the state of the rock mass, forecast possible risks and complications at all stages of the field's life: reservoir and caprock integrity failure, violation of the integrity of drilling and system of well completion, infrastructure facilities. The paper suggests approaches to the organization of a geomechanical monitoring system based on observations of displacements and deformations of the ground surface (or seafloor) during the development of reservoir and target interval. There are analytical and numerical approaches have been tested on simple models with pore pressure changes, considering the heterogeneity of elastic-strength properties.
包括石油和天然气在内的矿床地质力学监测的目的是控制岩体的状态,预测油田生命周期各个阶段可能出现的风险和并发症:储层和盖层完整性破坏、钻井和完井系统完整性破坏、基础设施设施破坏。本文提出了在储层和目标层段开发过程中,基于地表(或海底)位移和变形观测的地质力学监测系统的组织方法。考虑到弹性强度特性的非均质性,在考虑孔隙压力变化的简单模型上已经测试了解析和数值方法。
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引用次数: 0
Short-Term Forecasting of Well Production Based on a Hybrid Probabilistic Approach 基于混合概率方法的油井产量短期预测
Pub Date : 2021-10-12 DOI: 10.2118/206519-ms
A. Evseenkov, D. K. Kuchkildin, K. I. Krechetov, Semyon Alexandrovich Ospishchev, V. Kotezhekov, E. Yudin
The presented article is dedicated to creation and testing of probabilistic ensemble computational tool for operational forecasting of well production in short term (STF). The ensemble consisted of models based on such physical and mathematical tools as: the equation of non-stationary filtration, material balance, Darcy's law and machine learning models. After calculations by each model, their forecasts are combined into a single ensemble forecast. The hybrid approach is based on the Monte Carlo method on Markov chains as a separate probabilistic model using Bayes’ formula. In this case, statistical weights of each model (the degree of confidence in each model) is determined in the form of a probability distribution based on the reliability of previously performed forecasts. The test results presented in this article were obtained on the real field data. The obtained forecasts of individual models and the ensemble were compared to real data. Real data tool usage analysis showed that the proposed approach gives a small error in comparison with actual measurements. Efficiency of calculations allows to automatically adapt the model to the entire well production history (several hundred wells) within a few hours.
本文介绍了用于短期油井生产预测的概率集成计算工具的创建和测试。该集合由基于以下物理和数学工具的模型组成:非平稳过滤方程、物料平衡、达西定律和机器学习模型。经过每个模式的计算,它们的预报被合并成一个整体预报。混合方法是基于蒙特卡罗方法对马尔可夫链作为一个单独的概率模型使用贝叶斯公式。在这种情况下,每个模型的统计权重(每个模型的置信度)以基于先前执行的预测的可靠性的概率分布的形式确定。本文给出的试验结果是在实际现场数据上得到的。将得到的单个模型和集合的预报结果与实际数据进行了比较。实际数据工具的使用分析表明,该方法与实际测量值相比误差较小。计算效率高,可以在几小时内自动调整模型以适应整个井的生产历史(几百口井)。
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引用次数: 1
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Day 2 Wed, October 13, 2021
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