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Towards a Deterministic Approach to Calcite Scaling in the Porous Media During CO2 Sequestration and Immiscible CO2 Flooding CO2固存和非混相CO2驱油过程中多孔介质中方解石结垢的确定性研究
Pub Date : 2019-10-28 DOI: 10.4043/29836-ms
Sajjaat Muhemmed, T. H. Kumar, A. H. Nasr-El-Din
Scale deposition has been known to occur in porous media when the existing fluid becomes supersaturated based on changes in the ambient pressures and temperatures. Studies have been performed on the generation of mathematical models for evaluating scales in radial flow. Scaling is a well-known problem in producing wells, and prediction models from thermodynamic and kinetic aspects have been provided, and methods have been addressed in the industry to solve this problem. In this study, calcite deposition in the reservoir during CO2 injection processes is evaluated deterministically. Limited studies have been performed on calcite scaling in porous media with a reservoir simulation tool. CO2 EOR and sequestration has been widely analyzed. However, the mineralization factor has only been looked at from a CO2 storage point of view. Some light on the possible effects of calcite precipitation has on oil production. Calcite scaling tends to reduce the cross-sectional flow area for fluids in the pores, thus resulting in a permeability reduction which hampers levels of oil production. In order to quantify scale deposition in porous media, four different simulation cases were studied: 1. CO2 storage in an aquifer model, 2.CO2 EOR in a Light-Oil reservoir model, 3.CO2 storage in an aquifer-like lab-scale core model along with sensitivities. For the field-scale aquifer case, the effect of temperature, salinity, and heterogeneity on calcite deposition in the aquifer. CO2-EOR along with miscible and immiscible CO2 flooding were studied, to visualize the presence of calcite precipitation and its impact on oil recovery.
众所周知,在多孔介质中,当现有流体由于环境压力和温度的变化而过饱和时,就会发生水垢沉积。对径向流尺度评价数学模型的生成进行了研究。结垢是生产井中一个众所周知的问题,从热力学和动力学的角度已经提供了预测模型,并且业界已经提出了解决这一问题的方法。在这项研究中,方解石沉积在储层的二氧化碳注入过程进行了确定性评估。利用油藏模拟工具对多孔介质中的方解石结垢进行了有限的研究。二氧化碳的提高采收率和封存已经得到了广泛的分析。然而,矿化因素只是从二氧化碳储存的角度来看的。方解石沉淀对石油生产可能产生的影响。方解石结垢往往会减少孔隙中流体的横截面流动面积,从而导致渗透率降低,从而影响石油产量。为了量化多孔介质中的水垢沉积,研究了四种不同的模拟情况:2.含水层模型中的CO2储存。2 .低含油油藏模型CO2提高采收率;类似含水层的实验室级岩心模型中的二氧化碳储存以及灵敏度。对于油田尺度的含水层,温度、盐度和非均质性对含水层中方解石沉积的影响。研究了CO2- eor以及混相和非混相CO2驱油,以观察方解石沉淀的存在及其对采收率的影响。
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引用次数: 0
Gimbal Joint Riser: Enabling Free-Hanging and Buoyancy-Free Rigid Risers 万向节立管:实现自由悬挂和无浮力的刚性立管
Pub Date : 2019-10-28 DOI: 10.4043/29698-ms
I. Cruz, A. Ramiro, D. Karunakaran, F. Nicoletti, G. Hepner, Luiz Lemos, M. Chiodo, J. Gouveia
The novel ‘Gimbal Joint Riser’ (GJR) device is an invention that allows for a free-hanging riser catenary configuration by providing the functionality of adding a ‘hinge’ or articulation in midway of the riser column. Such mid-length articulation allows that dynamic bending and compression at touchdown zone (TDZ) be reduced enough to get within acceptable design limits, what is not achievable with a traditional steel catenary riser (SCR) connected to a spread-moored FPSO in ultra-deep-water scenarios like Santos Basin in Brazil. The aim of the invention is to offer an economic competitive option to current state-of-the-art solution of applying Steel Lazy Wave Risers (SLWR), by eliminating the need of relatively expensive buoyancy modules. The objective of this paper is to present this new concept and simulations results.
新型“万向节立管”(GJR)装置通过在立管柱的中间添加“铰链”或铰接功能,实现了自由悬挂立管悬链线的配置。这种中等长度的铰接方式可以将触地区(TDZ)的动态弯曲和压缩降低到可接受的设计限制范围内,而在巴西Santos盆地等超深水环境中,传统的钢制悬链线立管(SCR)连接到扩展系泊式FPSO是无法实现的。该发明的目的是通过消除对相对昂贵的浮力模块的需求,为目前应用钢制懒波立管(SLWR)的最先进解决方案提供一种具有经济竞争力的选择。本文的目的是介绍这个新概念和仿真结果。
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引用次数: 3
Reduction of CAPEX & Optimization of OPEX with Innovative Ideas by Integration with Brown Field and Green Field Development to Achieve Zero Venting 通过整合棕地和绿地开发,以创新理念降低资本支出,优化运营成本,实现零排放
Pub Date : 2019-10-28 DOI: 10.4043/29806-ms
R. Sunnapu, Ahmad Anas B Awang
Baronia field is located in Sarawak Operations, Miri and started production in the year 1973. It consists of two process complexes BN–A and BN–B. Each of these complexes has its own satellite vent platform which are BNV-A and BNV-B. In line with PETRONAS statement of purpose ‘A Progressive Energy and Solutions Partner Enriching Lives for a Sustainable Future’, the operators had initiated to adapt sustainability as a key element in PETRONAS operations. Aligned with BDO EOR PSC venting/flaring reduction roadmap, in 2010, SKO Reliability and Integrity Team were driving two vent to flare conversion project (BNV-A and BNV-B) to be incorporated. The BNV-A vent to flare conversion project was completed at a cost of USD 9.6 million. The high cost has raised concerns to the BNV-B vent to flare conversion project as it was considered a major investment with no expected economic revenue returns. A new project, BARDEGG-2/BN EOR, came up to develop a new Central Processing Platform (BNCPP-B) bridge linked to existing facilities (BNG-B), for processing of new Non Associated Gas (NAG) fields & EOR. BNCPP-B is designed with its own flaring system for the new facilities. The green field project team prefer not to touch any existing brown field scope to avoid complications. In view of this matter, SKO Operations Readiness & Strategic Assurance team (ORSA) has been able to come up with a brilliant idea of achieving zero continuous venting and cost optimization. The proposed innovative design is exclusively from SKO ORSA team and was supported by SKO Management. In this paper we will demonstrate the innovative approached by operators in order to achieve zero continuous flaring/venting in Baronia offshore field. The results and observations post the realization of design will also be discussed. The impact has been huge in terms of enhanced production continuity and plant reliability, maximized environmental sustainability by reduction of greenhouse gas emissions, and major cost savings.
Baronia油田位于Miri的Sarawak油田,于1973年开始生产。它由两个工艺复合物BN-A和BN-B组成。每个综合体都有自己的卫星喷口平台,分别是BNV-A和BNV-B。根据马来西亚国家石油公司的宗旨“为可持续发展的未来提供先进的能源和解决方案合作伙伴”,运营商已经开始将可持续性作为马来西亚国家石油公司运营的关键要素。根据BDO EOR PSC排气/燃烧减少路线图,2010年,SKO可靠性和完整性团队推动了两个排气到火炬转换项目(BNV-A和BNV-B)的合并。BNV-A喷口到火炬转换项目耗资960万美元完成。高成本引起了人们对BNV-B喷口到火炬转换项目的担忧,因为它被认为是一项重大投资,没有预期的经济收益回报。BARDEGG-2/BN EOR是一个新项目,旨在开发一个新的中央处理平台(bnpcp - b),与现有设施(BNG-B)连接,用于处理新的非伴生气(NAG)油田和EOR。bnpcp - b为新设施设计了自己的燃除系统。绿色领域项目团队不希望触及任何现有的棕色领域范围,以避免复杂化。鉴于这一问题,SKO运营准备和战略保证团队(ORSA)已经能够提出一个实现零连续排放和成本优化的绝妙想法。提出的创新设计由SKO ORSA团队独家提供,并得到了SKO Management的支持。在本文中,我们将展示运营商的创新方法,以实现Baronia海上油田的零连续燃烧/排气。本文还将讨论设计实现后的结果和观察。在提高生产连续性和工厂可靠性方面,通过减少温室气体排放最大限度地提高环境可持续性,并节省大量成本,这些方面的影响是巨大的。
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引用次数: 2
Test Results of a Comparison between a Conventional and Low Shear Valve and Its Effect on Water/Oil Separation 常规与低剪切阀对比试验结果及对水/油分离的影响
Pub Date : 2019-10-28 DOI: 10.4043/29949-ms
A. Monteiro, Fabricio Soares da Silva
During the last years, a lot of work have been done focusing on development of low shear valves solutions to be applied on petroleum primary process plants. The main goal of the low shear valve is to generate water-in-oil (WiO) and oil-in-water (OiW) emulsions that can be easier treated by the separation process, when compared with emulsion generated by conventional valves. This paper presents experimental results of a comparison between a commercial low shear valve and a conventional valve. Both valves were installedin parallel on a test loop and the fluids used for all test matrix points were potable water mixed with Petrobras Marlim Crude Oil. The test matrix includes variation of differential pressure on valves, flowrates and concentration of water/oil. Samples were collected downstream of both valves and led to settle into several residence times. The degree of contamination of both phases were analyzed for all residence times. The benefit of the application of low shear valve was quantified for all test conditions and the results were very promissory. The pressure drops across valves were selected considering typical values observed at Petrobras choke valves and control level valves. For almost all test matrix's points the emulsion generated by the low shear valve showed at least a slight benefit, allowing have better water quality after settling. The low shear valve solution showed to be a promissory technology but the magnitude of the benefit is very influenced by valve process operation conditions.
在过去的几年里,已经做了大量的工作,重点是开发低剪切阀解决方案,应用于石油一次加工装置。低剪切阀的主要目标是生成油包水(WiO)和水包油(OiW)乳液,与传统阀产生的乳液相比,分离过程更容易处理。本文介绍了商用低剪切阀与普通低剪切阀的对比实验结果。两个阀门平行安装在测试回路上,用于所有测试基质点的流体是混合了巴西石油公司Marlim原油的饮用水。测试矩阵包括阀压差、流量和水/油浓度的变化。样品在两个阀门的下游收集,并引导沉淀到几个停留时间。分析了两相在所有停留时间内的污染程度。在各种试验条件下,对应用低剪切阀的效益进行了量化,结果非常令人满意。阀间压降的选择考虑了巴西石油公司在节流阀和控制阀上观察到的典型值。对于几乎所有的测试基质点,低剪切阀产生的乳化液至少有轻微的好处,使得沉淀后的水质更好。低剪切阀解决方案是一种有前景的技术,但效益的大小受阀门工艺操作条件的影响很大。
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引用次数: 0
Flexible Riser Repair and Dissection Following Exceedance of API Fatigue Limit 超过API疲劳极限后的柔性立管修复和解剖
Pub Date : 2019-10-28 DOI: 10.4043/29824-ms
Renan Tapias, M. Mansour-Tehrani, Nina K. Langhelle
This paper presents detailed learnings into the dissection of a flexible riser section, which had been operating for seven (7) years and subjected to high rates of fatigue damage, after operational field changes. Detailed global and local fatigue analyses were performed to assess the response of the riser system taking into account significant changes between the design and the operational history. These environmental and operational changes were shown to have a negative impact on the fatigue performance of the risers, in particular the top section located inside the bend stiffner. Fatigue analyses are performed using field measured data such as vessel headings, internal pressures and environmental conditions, aiming to replicate the riser response history and calculate fatigue usage to date. Actual field data are shown to be more onerous than design data and therefore a detrimental fatigue response is expected. Results from detailed fatigue analysis shows that flexible risers fatigue usage were above the maximum allowable of 0.1, as outlined in API [1,2]. The most critical location was the pressure armour wires of the top section, located inside the bend stiffener. A mitigation plan was proposed, including an immediate reduction of internal pressure to reduce the risk of riser failure, and the removal of the fatigued riser top section. After removal of the fatigue critical section, the riser was re-terminated and its fatigue performance reinstated. The pipe section removed from operation was carefully dissected. Following the dissection, each riser layer was investigated to determine possible signs of degradation. Additionally, fatigue testing of both pressure and tensile armour wires were performed to determine potential fatigue degradation and confirm analyses findings. Dissection and fatigue tests have demonstrated that the pipe condition was better than expected, highlighting conservatisms in design and analyses methodologies. In-service inspection of flexible riser internal layers is highly complex, with no detailed insight of all the respective layers. Dissection of a flexible riser, in service for seven (7) years and exposed to high rates of fatigue damage, provides valuable information about the state of the different layers comprising the cross section. This is particularly useful since analytical work have shown the riser to have exceeded the fatigue limit of 0.1 as defined per API. The good state of the flexible riser, on the contrary to the prediction, highlights a good level of conservatism in flexible riser design and methodology.
本文详细介绍了一段柔性立管的解剖过程,该立管已经运行了7年,在作业现场发生变化后,其疲劳损伤率很高。考虑到设计和运行历史之间的重大变化,进行了详细的全局和局部疲劳分析,以评估立管系统的响应。这些环境和操作变化对立管的疲劳性能产生了负面影响,特别是位于弯曲加强器内部的顶部。疲劳分析使用现场测量数据,如船舶航向、内部压力和环境条件,旨在复制立管响应历史,并计算迄今为止的疲劳使用情况。实际的现场数据比设计数据更繁琐,因此预期会产生有害的疲劳响应。详细的疲劳分析结果表明,柔性隔水管的疲劳利用率高于API[1,2]所规定的最大允许值0.1。最关键的位置是顶部的压力铠装线,位于弯曲加强筋内部。提出了一项缓解计划,包括立即降低内部压力以降低隔水管失效的风险,并拆除疲劳的隔水管顶部部分。在去除疲劳临界截面后,立管重新端接,其疲劳性能恢复。仔细解剖手术切除的管段。解剖后,对每个隔水管层进行了研究,以确定可能的降解迹象。此外,还进行了压力和拉伸装甲钢丝的疲劳测试,以确定潜在的疲劳退化,并确认分析结果。解剖和疲劳试验表明,管道状况好于预期,突出了设计和分析方法的保守性。在使用过程中,对柔性立管内层的检测非常复杂,无法详细了解各个层的情况。对一个使用了7年的柔性立管进行解剖,可以提供有关组成横截面的不同层的状态的宝贵信息。这是特别有用的,因为分析工作表明立管已经超过了API定义的疲劳极限0.1。与预测相反,柔性立管的良好状态突出了柔性立管设计和方法的良好保守性。
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引用次数: 2
Brazilian Local Content Policy: An Overview and Analisys of Adjustment Clauses Applications 巴西本地内容政策:调整条款适用的概述与分析
Pub Date : 2019-10-28 DOI: 10.4043/29696-ms
A. L. D’Almeida, Bruno de Paula Apolinário, Luiz F. C. Ribeiro
Local Content Policies are worldwide applied to oil and gas (O&G) exploration and production (E&P) contracts, in order to stimulate the national goods and services industry. This policy implements Local Content (LC) commitments in contracts for O&G exploration blocks. In this way, minimum LC percentages are established and supervised in Brazil by the National Agency of Petroleum, Natural Gas and Biofuels (ANP). Additionally, this minimum percentage is taken as a judgment criterion for the concession regime bidding rounds, as well as pre-established in Production Sharing and Onerous Cession contracts. In the past years, high levels of LC, coupled with oil price drop, have taken oil companies to request adjustment and/or exemption of this contractual commitment. Although provided for in E&P contracts, the mechanism regarding the exemption and adjustment of Local Content clauses had not yet been regulated by ANP until 2017. Then, in 2018 ANP approved Resolution No. 726/2018, defining clear and objective criteria for the request and its conditions. Therefore, this paper intent to present and analyze the history of local content policy in the Brazilian O&G industry, the regulatory framework, also evaluating the quantity of requests for changing CL commitments and ANP responses.
本地内容政策在全球范围内适用于石油和天然气(O&G)勘探和生产(E&P)合同,以刺激国家商品和服务行业。该政策在油气勘探区块合同中实施了本地内容(LC)承诺。通过这种方式,巴西国家石油、天然气和生物燃料局(ANP)制定了最低LC百分比并对其进行监督。此外,这个最小百分比被作为特许权制度招标轮次的判断标准,以及在生产分成和繁重的割让合同中预先确定。在过去的几年里,高水平的LC加上油价的下跌,使得石油公司要求调整和/或豁免这一合同承诺。尽管在勘探与生产合同中有规定,但直到2017年,ANP才对本地内容条款的豁免和调整机制进行了规范。然后,在2018年,ANP批准了第726/2018号决议,为请求及其条件定义了明确客观的标准。因此,本文旨在介绍和分析巴西油气行业本地内容政策的历史、监管框架,并评估变更CL承诺的请求数量和ANP响应。
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引用次数: 0
Improving Emergency Response with Better and Faster Remote Monitoring 通过更好更快的远程监测改进应急响应
Pub Date : 2019-10-28 DOI: 10.4043/29713-ms
P. Neri, R. Philo
Offshore drilling is reaching for targets further from shore, at greater depths and in more hazardous geological settings such as in proximity to salt. All these factors heighten the risk of poorly managed mishaps evolving into a major emergency. Onshore monitoring centers observe numerous data feeds from the rig, analyzing the information for indicators of potentially dangerous situations. Such centers provide a broad cross-section of expertise to assist in understanding a problem and suggesting remedies. As MWD / LWD took hold in the 1990s, automatic data transfer protocols were used to interrogate servers on the rig and collect data waiting to be transmitted. This would deliver bursts of data 10 to 15 seconds after being acquired on the rig. To offer proper support in emergency situations, data needed to be lag-free. More data channels were needed to get a full picture. A complete re-think of the process to move data from rig to shore was needed. A new standard was developed and published that addressed the specific needs for 2-way data connections for offshore oil & gas, supporting streaming with 1-second lag times, and using one tenth of the bandwidth. This was achieved by defining a compact binary transfer with practically no overhead in the transmission process. A full-scale test was conducted to compare legacy data transmittal processes with the new standard, running both systems in parallel from the same drilling rig to the same onshore facility. The test confirmed the expected 10 to 15 second lag to retrieve data using the legacy approach. The new protocol delivered constant data flows with a lag time as little as 1 to 1.2 seconds after being acquired on the rig. Staff monitoring the data onshore could discuss observations contemporaneously with the rig crew since both were looking at the same data at the same time. In the event of a developing emergency affecting a deep-water drilling operation, the ability to share critical data readings in true real time among a broad constituency of shore-based actors together with the rig crew dramatically improves the ability to reach a fact-based conclusion among all parties in a timely manner. The standard transfer protocol will continue to evolve to better serve the needs of drillers and operators, and their effective management of emergencies.
海上钻探的目标距离海岸更远,深度更深,地质环境更危险,比如靠近盐。所有这些因素都增加了管理不善的事故演变成重大紧急情况的风险。陆上监测中心观察来自钻井平台的大量数据,分析潜在危险情况的指标信息。这些中心提供广泛的专业知识,以帮助理解问题并提出补救建议。随着随钻随钻技术在20世纪90年代的发展,自动数据传输协议被用于询问钻机上的服务器,并收集等待传输的数据。这将在钻井平台上获得数据后10到15秒内发送数据。为了在紧急情况下提供适当的支持,数据必须无滞后。需要更多的数据通道来获得全貌。需要对将数据从钻井平台转移到岸上的过程进行彻底的重新思考。针对海上油气行业双向数据连接的特殊需求,开发并发布了一项新标准,该标准支持延迟时间为1秒的流传输,带宽仅为十分之一。这是通过定义一个紧凑的二进制传输来实现的,在传输过程中几乎没有开销。为了比较传统数据传输过程和新标准,进行了全面测试,从同一钻机到同一陆上设施并行运行两种系统。测试证实,使用传统方法检索数据的预期延迟为10到15秒。新协议提供恒定的数据流,在钻机上获取数据后,延迟时间仅为1至1.2秒。陆上监测数据的工作人员可以与钻井人员同时讨论观察结果,因为双方同时查看相同的数据。在发生影响深水钻井作业的突发事件时,能够在广泛的岸上参与者和钻井人员之间实时共享关键数据读数,极大地提高了各方及时得出基于事实的结论的能力。标准传输协议将继续发展,以更好地满足钻井人员和操作人员的需求,以及他们对紧急情况的有效管理。
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引用次数: 0
Forecasting Smart Well Production via Deep Learning and Data Driven Optimization 通过深度学习和数据驱动优化预测智能井产量
Pub Date : 2019-10-28 DOI: 10.4043/29861-ms
Taisa Calvette, Allan Gurwicz, A. C. Abreu, M. Pacheco
As smart well technology is increasingly being adopted in oilfield development projects, the need to optimize controls emerged in order to justify its higher initial investment by considerably increasing net present value. While there are numerous methodologies to achieve this goal, a common fact in all is the need for a great number of computationally expensive reservoir simulations, hindering extensive optimizations. This paper proposes the use of deep learning algorithms in proxy models, in order to accurately replicate the behavior of the simulator by forecasting production based on previous data. Thus, a smaller number of simulations are required for a training dataset, and the proxy can then be used in lieu of the simulator for optimization purposes. Other benefits in the use of the proposed methodology include the gathering of insights on production, as problems might be occurring if measured production noticeably deviates from the forecast. Two case studies were done, and the results indicate that a Long Short-Term Memory Network-based proxy is able to forecast production with a remarkably low error, validating the methodology and supporting its use.
随着智能井技术越来越多地应用于油田开发项目,优化控制的需求出现了,以便通过大幅提高净现值来证明其较高的初始投资是合理的。虽然有许多方法可以实现这一目标,但一个共同的事实是,需要大量计算成本高昂的油藏模拟,从而阻碍了广泛的优化。本文提出在代理模型中使用深度学习算法,以便通过基于先前数据预测产量来准确地复制模拟器的行为。因此,训练数据集所需的模拟次数较少,然后可以使用代理代替模拟器进行优化。使用拟议方法的其他好处包括收集对产量的见解,因为如果测量的产量明显偏离预测,可能会出现问题。两个案例研究表明,基于长短期记忆网络的代理能够以非常低的误差预测产量,验证了该方法并支持其使用。
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引用次数: 9
Structural Integrity of HSLA Steels under Hydrogen Embrittlement Condition 氢脆条件下HSLA钢的结构完整性
Pub Date : 2019-10-28 DOI: 10.4043/29962-ms
Guilherme Freitas Melo, W. B. Filho, Rodrigo Freitas da Silva Alvarenga, M. Paes, D. C. Ferreira, S. Franco
High strength steels have large applicability in the gas and oil industry and are often used in aggressive environments, requiring the use of cathodic protection, with the consequent generation of atomic hydrogen in the cathode that may lead to hydrogen embrittlement, HE. The aim of this work was to evaluate the fracture toughness and HE susceptibility of two high strength steels, named as 38CrMo4 and 30CrMo6, used as components for oil extraction from the seabed. J-Δa curves for JIC evaluation were carried out following the ASTM E1820 [1] at room temperature in laboratorial air using C(T) specimen. For KTH evaluation the tests were based on NACE TM0177 standard [2], using sharply notched DCB specimens. For this test a 3.5 wt% NaCl aqueous solution with −1.2 V cathodic protection for the in-situ hydrogen charging were used. From the results it was observed that both steels presented predominantly martensitic/bainitic microstructures, with 30CrMo6 steel exhibiting lower mechanical strength and higher total elongation. The great microstructural differences rely mainly on the prior austenite grain size and in the S and Ca contents. 30CrMo6 steel presented a very fine prior austenite grain and mostly spherical CaS inclusions instead of the elongated MnS. These microstructural features lead to much higher KJIC value and it did not exhibit HE in the conditions analyzed here.
高强度钢在天然气和石油工业中具有很大的适用性,并且经常用于腐蚀性环境,需要使用阴极保护,因此在阴极中产生原子氢,可能导致氢脆,HE。这项工作的目的是评估两种高强度钢的断裂韧性和HE敏感性,命名为38CrMo4和30CrMo6,用于海底采油组件。JIC评价的J-Δa曲线按照ASTM E1820[1]在室温下使用C(T)试样在实验室空气中进行。KTH评估试验基于NACE TM0177标准[2],使用缺口较大的DCB标本。在本试验中,使用3.5 wt% NaCl水溶液和−1.2 V阴极保护进行原位充氢。结果表明,两种钢均以马氏体/贝氏体组织为主,其中30CrMo6钢的机械强度较低,总伸长率较高。显微组织差异主要取决于奥氏体晶粒尺寸和S、Ca含量。30CrMo6钢表现出非常细小的奥氏体晶粒和大部分球形的CaS夹杂物,而不是细长的MnS。这些微观结构特征导致了更高的KJIC值,并且在这里分析的条件下没有表现出HE。
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引用次数: 1
Visualization of Ensembles of Oil Reservoir Models Based on Pixelization, Small Multiples and Reservoir Similarities 基于像素化、小倍数和油藏相似度的油藏模型集合可视化
Pub Date : 2019-10-28 DOI: 10.4043/29788-ms
C. G. Silva, A. A. S. Santos, D. Schiozer
Providing an overview of an ensemble of oil reservoir models could help users compare and analyze their characteristics. Approaches that show a single model at a time may hamper analysts’ understanding of the whole model set. In this paper, we propose two visualization approaches that show multiple reservoir models, simultaneously and on a single screen, with the goal of helping users to compare models and improve their understanding of ensemble characteristics. First, we calculate 2D models from the ensemble's 3D models. We then create two visualizations that represent ensembles of these 2D models. The Small Multiples approach lays out heatmaps of 2D models side-by-side on a grid. Pixelization approach shows n 2D models in a single heatmap, where each cell (i, j) contains n subcells that represent values in the coordinate (i, j) of each model. Both approaches display their elements (heatmaps and subcells) clustered by X-means, which may help analysts identify similarities and representative models in the ensemble. We used two types of distance matrices: based on Euclidean distance of models for a given property or, based on Euclidean distance of feature vectors of the 2D models. We tested our approaches within models based on Brazilian benchmark cases corresponding to a turbiditic reservoir (UNISIM-I-D/M/H) and a presalt carbonatic reservoir (UNISIM-II-D). As a result, the Small Multiples approach presented clusters of similar models for some properties of the ensembles we studied, e.g. eight clusters of porosity values in UNISIM-II-D's ensemble. This fact suggests that eight representative models can represent the ensemble, regarding porosity. Also, a Pixelization approach revealed patterns that happen in specific regions of all models of an ensemble, such as an abrupt change of porosity values in the northwest region of UNISIM-I-M's models. Both approaches have the potential to help analysts perceive situations that would be improbable to observe in a graph with only mean values for each cell. Therefore, our proposal can be helpful to users who need to deal with uncertainties and have an overview of ensembles of models for better understanding and decisionmaking, e.g. when they need to choose representative models for a process of decision analysis related to petroleum field development and management.
提供油藏模型集合的概述可以帮助用户比较和分析它们的特征。一次显示一个模型的方法可能会妨碍分析人员对整个模型集的理解。在本文中,我们提出了两种可视化方法,可以同时在单个屏幕上显示多个油藏模型,目的是帮助用户比较模型并提高他们对集合特征的理解。首先,我们从整体的3D模型中计算出2D模型。然后,我们创建两个可视化,表示这些2D模型的集合。小倍数方法在网格上并排放置2D模型的热图。像素化方法在单个热图中显示n个2D模型,其中每个单元格(i, j)包含n个子单元格,这些子单元格表示每个模型的坐标(i, j)中的值。这两种方法都显示了它们的元素(热图和子单元)通过x均值聚类,这可以帮助分析人员识别集合中的相似性和代表性模型。我们使用了两种类型的距离矩阵:基于给定属性的模型的欧几里得距离或基于二维模型的特征向量的欧几里得距离。我们在巴西浊积岩储层(UNISIM-I-D/M/H)和盐下碳酸盐岩储层(UNISIM-II-D)的基准案例中测试了我们的方法。结果,小倍数方法为我们研究的系综的一些性质提供了类似的模型簇,例如UNISIM-II-D系综的孔隙度值有8个簇。这一事实表明,在孔隙度方面,八种代表性模型可以代表整体。此外,像素化方法揭示了在一个整体的所有模式的特定区域发生的模式,例如UNISIM-I-M模式的西北地区孔隙度值的突变。这两种方法都有可能帮助分析人员发现在每个单元格只有平均值的图中不可能观察到的情况。因此,我们的建议可以帮助那些需要处理不确定性并对模型集合有一个概述的用户更好地理解和决策,例如当他们需要选择具有代表性的模型进行与油田开发和管理相关的决策分析过程时。
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引用次数: 2
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Day 3 Thu, October 31, 2019
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