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Day 3 Wed, May 08, 2019最新文献

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Bayesian Stratigraphy Integration of Geophysical, Geological, and Geotechnical Surveys Data 地球物理、地质和岩土工程调查数据的贝叶斯地层学整合
Pub Date : 2019-04-26 DOI: 10.4043/29674-MS
Z. Medina-Cetina, J. Son, M. Moradi
This paper introduces a probabilistic approach to significantly improve offshore site characterization from integrated geophysical, geological and geotechnical survey data, and from different technologies used from within each of these disciplines. The proposed Bayesian stratigraphy integration methodology is based on the sequential integration of available evidence (experimental observations, model predictions and experts’ beliefs), which allows for the reduction of uncertainty and improve the quality of geospatial analysis translated into higher stratigraphy resolution and higher confidence on the determination of sediments’ mechanical characteristics. A synthetic case study for a 2D heterogeneous shallow offshore soil media is presented to illustrate the overall methodology. One application of probabilistic cluster identification based on geological data is discussed (e.g. 1D density upscaling profile), as this is then transferred to a probabilistic geophysical inversion, including the corresponding uncertainty propagation and.
本文介绍了一种概率方法,可以通过综合地球物理、地质和岩土工程调查数据,以及这些学科中使用的不同技术,显著改善海上场地的特征。提出的贝叶斯地层学整合方法是基于现有证据(实验观察、模型预测和专家的信念)的顺序整合,这可以减少不确定性,提高地理空间分析的质量,从而转化为更高的地层学分辨率和沉积物力学特征确定的更高置信度。本文以二维非均质浅海土壤介质为例,阐述了整体方法。讨论了基于地质数据的概率聚类识别的一种应用(例如,一维密度升级剖面),因为它随后被转移到概率地球物理反演,包括相应的不确定性传播和。
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引用次数: 3
Optimized SMR Process with Advanced Vessel Economizer 采用先进船舶省煤器优化SMR工艺
Pub Date : 2019-04-26 DOI: 10.4043/29667-MS
Taeyun Kim, Chulwoo Kim, Hyunki Park, Mungyu Kim, Donghun Lee
The purpose of this paper is to demonstrate the characteristics and superiority of new SMR process by comparison with competitive proven technologies such as single mixed refrigerant (SMR) and dual mixed refrigerant (DMR) and showing stable operation without changing the MR composition under various feed stream conditions. The new process has been developed based on SMR process that is used on current LNG production market to get higher performance showing the following attractive features in addition to the advantage of typical SMR process. ✓Achievement of Efficiency Enhancement by application of Advanced Vessel Economizer, Optimization of operating condition and Semi-DMR technologies✓Stable operation without changing the MR composition under various feed stream composition✓Compact configuration, easy operation and maintenance and low OPEX and CAPEX due to minimal equipment Two case studies were conducted to demonstrate the above features. The first case study is to compare the new SMR process with commercialized SMR and DMR process targeting at 3.5MTPA LNG production. As a result, the new SMR process showed 20.6% higher production efficiency than SMR-II Process [1] and 5.7% better than DRM process [2]. This means that less OPEX is required for the new liquefaction process. Also, the new liquefaction process required fewer equipment than the LNG SMR-II Process [1] and about half the number of equipment required than the LNG DMR Process [2], which means less CAPEX. The second case study was conducted in the variation of actual feed composition such as typical case, high inert, low inert, rich gas and it is verified that new SMR process operated stably without significant change of the MR composition under various feed stream composition. Through two case studies, the features of new liquefaction process and superior performance were demonstrated.
本文的目的是通过与单混合制冷剂(SMR)和双混合制冷剂(DMR)等具有竞争力的成熟技术的比较,展示新SMR工艺的特点和优越性,并展示在各种进料流条件下不改变MR组成的稳定运行。在现有LNG生产市场上使用的SMR工艺的基础上开发的新工艺,除具有典型SMR工艺的优点外,还具有以下吸引人的特点。在各种进料流组成下,在不改变MR组成的情况下稳定运行。结构紧凑,操作和维护方便,由于设备少,运营成本和资本支出低。通过两个案例研究来展示上述特点。第一个案例研究是将新的SMR工艺与商业化的SMR工艺和DMR工艺进行比较,目标是350万吨/年的LNG产量。结果表明,新型SMR工艺比SMR- ii工艺[1]生产效率提高20.6%,比DRM工艺[2]生产效率提高5.7%。这意味着新的液化工艺所需的运营成本更低。此外,新的液化工艺所需的设备比LNG SMR-II工艺[1]少,所需设备数量约为LNG DMR工艺[2]的一半,这意味着更少的资本支出。在典型工况、高惰性工况、低惰性工况、富气工况等实际进料组成变化情况下进行了实例研究,验证了在不同进料流组成下,新型SMR工艺运行稳定,MR组成无明显变化。通过两个实例,论证了新液化工艺的特点及其优越的性能。
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引用次数: 0
Alternative Material to be Applied in Oil Well Cementing Subjected to High Temperatures to Avoid Compressive Strength Retrogression 高温下油井固井避免抗压强度退化的替代材料
Pub Date : 2019-04-26 DOI: 10.4043/29397-MS
Romero Gomes da Silva Araújo, J. Freitas, Bruno Costa, Paulo Moreira, Fabrício Pereira Feitoza da Silva, Y. H. Oliveira
When Portland cement sheath is submitted to temperatures above 110 °C in oil well wellbore conditions, the compressive strength retrogression phenomenon is observed. This occurs due to the conversion of calcium silicate hydrate (C-S-H) to unstable phases, resulting in low compressive strength and high permeability. To minimize that compressive strength issue, guidelines suggests the addition of 35-40% BWOC (By Weight Of Cement) of an extra silica source to balance the relation CaO/SiO2 and convert it into more stable calcium silicate phases. Silica flour (SF) is the silica source worldwide used as anti-strength retrogression agent in cementing operations. The present work presents rice husk ash (RHA) as a sustainable silica source, in alternative to SF, for temperature of the environments where compressive strength retrogression is pronounced. Four compositions of cement slurries were tested: (i) a 15.6 ppg slurry with no silica addition (SF0); (ii) a 15.6 ppg slurry with 35% BWOC of SF addition (SF35); (iii) a 15.0 ppg slurry with 35% BWOC RHA addition (RHA-1) and (iv) a 14.5 ppg with 35% BWOC of RHA (RHA-2). The samples were submitted to 60 °C and 110 °C at atmospheric and 2,000 psi curing pressure, respectively, during 7 days. A uniaxial compression test was performed to evaluate RHA as anti-strength retrogression agent. All experimental procedures were performed in accordance to API RP 10B-2. X-ray diffraction (XRD), scanning electronic microscopy (SEM) and thermogravimetric analyses (TGA) were carried out to analyze the samples after temperature exposure. Results have shown that RHA samples developed more compressive strength in relation to the usual SF sample. Among the samples cured at 110 °C, RHA-1 presented the higher value of compressive strength (44.6 MPa), followed by sample SF35 (40.4 MPa) containing SF in its composition. The sample RHA-2 with 37.9 MPa of compressive strength was similar to SF35 and, as expected, the compressive strength of control sample SF0 was the lower with 28.3 MPa, due to the retrogression phenomenon. The samples cured at 60 °C showed the same tendency of 110 °C samples. XRD analysis showed the presence of typical stable crystalline phases such as xonotlite and tobermorite in cement samples containing RHA. The SEM images and TGA analyses were in accordance to XRD evaluations. As observed, RHA showed great potential as anti-strength retrogression agent even in weighted (15.0 ppg) or light weight (14.5 ppg) slurries. The sustainability of a renewable silica source makes the RHA an interesting alternative to the usual silica flour.
当波特兰水泥环在油井条件下处于110℃以上的温度时,会出现抗压强度倒退现象。这是由于水合硅酸钙(C-S-H)转化为不稳定相,导致低抗压强度和高渗透性。为了最大限度地减少抗压强度问题,指南建议添加35-40% BWOC(按水泥重量计)的额外二氧化硅源,以平衡CaO/SiO2的关系,并将其转化为更稳定的硅酸钙相。硅粉(SF)是目前世界范围内常用的抗强度倒退剂。目前的工作提出稻壳灰(RHA)作为一个可持续的二氧化硅源,在替代SF的环境温度下,抗压强度倒退是明显的。测试了四种水泥浆组成:(i)不添加二氧化硅(SF0)的15.6 ppg水泥浆;(ii) 15.6 ppg浆料,添加35% BWOC的SF (SF35);(iii)添加35% BWOC RHA的浆料为15.0 ppg (rha1); (iv)添加35% BWOC RHA的浆料为14.5 ppg (rha2)。样品分别在60°C和110°C的常压和2,000 psi的固化压力下放置7天。通过单轴压缩试验来评价RHA作为抗强度倒退剂的作用。所有实验程序均按照API RP 10B-2进行。采用x射线衍射(XRD)、扫描电镜(SEM)和热重分析(TGA)对样品进行温度暴露后的分析。结果表明,RHA试样的抗压强度高于普通的SF试样。在110℃固化的样品中,RHA-1的抗压强度最高(44.6 MPa),其次是含有SF成分的SF35样品(40.4 MPa)。样品rha2的抗压强度为37.9 MPa,与SF35相似,而对照样品SF0的抗压强度较低,为28.3 MPa,这是由于回归现象。在60℃下固化的样品表现出与110℃相同的趋势。XRD分析表明,含RHA的水泥样品中存在典型的硅钙石、托贝莫来石等稳定晶相。SEM图像和TGA分析与XRD评价一致。结果表明,RHA在重浆(15.0 ppg)和轻浆(14.5 ppg)中均表现出抗强度倒退剂的潜力。可再生二氧化硅源的可持续性使RHA成为通常二氧化硅粉的有趣替代品。
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引用次数: 5
Development and Demonstration of Novel Cryogenic Distillation Process for Offshore Gas Platform 海洋天然气平台新型低温精馏工艺的开发与论证
Pub Date : 2019-04-26 DOI: 10.4043/29441-MS
Yoori Kim, Seung-Mok Yeom, Sekwang Yoon, Jin-Kuk Kim, Suh-young Kwon, S. Hwang, Azmi B. Shariff
Natural gas consists of methane and other gases, which are mostly natural gas liquid (NGL), CO2, H2S and water. NGL generally refers the stream containing C2 or heavier hydrocarbons, mostly ethane and propane [5]. The recovery of C2+ components from the sale gas can enhance cost-effectivness in natural gas processing by selling highly valuable feedstocks for petrochemical sectors. The schematic block diagram for the cryogenic distillation process widely-used in the offshore environments, is illustrated in Figure 1. Feed gas is pre-cooled before being separated in the distillation column operated cryogenic conditions. J-T valves or turboexpanders are commonly used for the expansion of gas stream which is introduced for providing necessary cooling or cold condition required for the process, while a compander may be applied to increase energy efficiency. The turboexpander-based cryogenic distillation process has been the most widely used for extracting NGL from natural gas because of its high energy efficiency and ethane recovery performance, compared to other processes [15]. Various process configurations for turbo-expander processes have been developed for improving energy efficiency or ethane recovery or adaptability [11, 13], which includes: Gas Subcooled Process (GSP) Cold Residue Reflux process (CRR) Recycle Split Vapor process (RSV) Single Column Overhead REcycle (SCORE) Although there are differences in the configurations, in terms of heat recovery, power recovery and interconnectivity between streams, the unit operations and their sequences required for the NGL recovery through cryogenic distillation is more or less the same.
天然气由甲烷和其他气体组成,其中大部分是天然气液体(NGL)、CO2、H2S和水。NGL一般是指含C2或较重烃的天然气流,主要是乙烷和丙烷[5]。从销售气体中回收C2+组分可以通过向石化行业销售高价值的原料来提高天然气加工的成本效益。深冷蒸馏过程的原理框图在近海环境中广泛使用,如图1所示。原料气在精馏塔低温操作条件下分离前进行预冷。J-T阀或涡轮膨胀机通常用于气体流的膨胀,为工艺提供必要的冷却或冷条件,而压缩机可用于提高能源效率。与其他工艺相比,基于涡轮膨胀机的低温精馏工艺因其高能效和乙烷回收性能而被广泛应用于从天然气中提取NGL[15]。为提高能源效率或乙烷回收或适应性,开发了各种涡轮膨胀机工艺配置[11,13],其中包括:气体过冷工艺(GSP)冷渣回流工艺(CRR)循环分离蒸汽工艺(RSV)单柱顶置循环(SCORE)虽然配置不同,但在热回收、功率回收和流间互连方面,通过低温精馏回收NGL所需的单元操作及其顺序大致相同。
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引用次数: 0
The Fine Description of Interbedded Sand-Shale Reservoirs in Shallow Water Delta : A Case Study of P19 Oilfield in Bohai Bay Basin, China 浅水三角洲砂页岩互层储层精细描述——以渤海湾盆地P19油田为例
Pub Date : 2019-04-26 DOI: 10.4043/29334-MS
Chunsheng Shen, Bing Li, Zhongbo Xu, Zhihua Hu, Liu Yancheng, Haibo Xu, Chao Liu, Ting Li
Most sands in Layer L70-L90 of P19 Oilfield are thin sands within interbedded sand and shale sets, which are below the seismic resolution of 17 m and could not be identified by seismic data. To improve development effects, the hierarchical method for fine description of thin sands within interbedded sand and shale sets deposited under shallow water delta was conducted through the integration of seismic attributes analysis, geological knowledge repository analog and constraint by depositional sequence. The successful application suggested that this technique not only has high prediction accuracy and application value, but also added new information to geological knowledge repositories of single sand in different depositional sequences and provided references for research and development of thin sand reservoir in similar oilfields in Bohai Bay.
P19油田L70-L90层砂体多为砂页岩互层内的薄砂体,地震分辨率低于17 m,地震资料无法识别。为提高开发效果,采用地震属性分析、地质知识库模拟和沉积层序约束相结合的方法,对浅水三角洲下砂页岩互层套薄砂进行精细描述。成功应用表明,该技术不仅具有较高的预测精度和应用价值,而且为不同沉积层序单砂地质知识库增加了新的信息,为渤海湾类似油田薄砂储层的研究开发提供了参考。
{"title":"The Fine Description of Interbedded Sand-Shale Reservoirs in Shallow Water Delta : A Case Study of P19 Oilfield in Bohai Bay Basin, China","authors":"Chunsheng Shen, Bing Li, Zhongbo Xu, Zhihua Hu, Liu Yancheng, Haibo Xu, Chao Liu, Ting Li","doi":"10.4043/29334-MS","DOIUrl":"https://doi.org/10.4043/29334-MS","url":null,"abstract":"\u0000 Most sands in Layer L70-L90 of P19 Oilfield are thin sands within interbedded sand and shale sets, which are below the seismic resolution of 17 m and could not be identified by seismic data. To improve development effects, the hierarchical method for fine description of thin sands within interbedded sand and shale sets deposited under shallow water delta was conducted through the integration of seismic attributes analysis, geological knowledge repository analog and constraint by depositional sequence. The successful application suggested that this technique not only has high prediction accuracy and application value, but also added new information to geological knowledge repositories of single sand in different depositional sequences and provided references for research and development of thin sand reservoir in similar oilfields in Bohai Bay.","PeriodicalId":10968,"journal":{"name":"Day 3 Wed, May 08, 2019","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2019-04-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"79033681","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: 0
An Overview and Awareness Briefing for Offshore Renewable Energy, Wind, Wave, Flow, Hydrokinetic and Thermal Convertors 海上可再生能源、风、波、流、水动力和热转换器的概述和认识简报
Pub Date : 2019-04-26 DOI: 10.4043/29672-MS
R. Osborne
In recent years much progress has been made getting Offshore Renewable Energy (ORE), wind, wave and current/flow harnessed for use in electrical supply. This paper is aimed at giving the newcomer to ORE, both wind and Marine Hydro Kinetic (MHK) devices, an awareness and understanding of the basics. This includes what is needed to garner energy from natural offshore resources, what some of the issues/challenges are, and what some of the currently proposed solutions are and where they are in their maturity. Also included is a resource and reference list where further information may be obtained. This is not a definitive dialogue of everything that is happening in the ORE arena, but more an overview, orientation and guideline for the early entrant. This paper is focused on the physical and technical issues and does not endeavor to get into details regarding the financial and economics questions and details. The economic and financial element of this emerging industry is a very complex issue with many variables and deserves its own focus.
近年来,海上可再生能源(ORE)、风能、波浪和电流/流利用在电力供应方面取得了很大进展。本文的目的是给新手的ORE,风和海洋水力动力(MHK)设备,一个基本的认识和理解。这包括从海上自然资源中获取能源需要什么,存在哪些问题/挑战,目前提出的一些解决方案是什么,以及它们处于成熟阶段。还包括一个资源和参考列表,在那里可以获得进一步的信息。这并不是关于ORE领域发生的所有事情的明确对话,而是对早期进入者的概述、方向和指导。本文的重点是物理和技术问题,并没有努力进入细节,关于金融和经济问题和细节。这个新兴产业的经济和金融因素是一个非常复杂的问题,有许多变量,值得关注。
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引用次数: 0
New Pressure Sensor Technology in the Offshore Industry 海洋工业新型压力传感器技术
Pub Date : 2019-04-26 DOI: 10.4043/29328-MS
D. Andrew
A new pressure sensor technology packaged with a target for high stability and high reliability applications has been released, a single crystal integrated capacitance sensor that shows promising results for use in subsea and offshore environments. This paper details the laboratory results of qualification tests with a comparison to industry-leading technologies and presents some examples of how this sensor technology can be used to benefit the industry. Design validation testing was undertaken to full transmitters, in many cases with a direct comparison to quartz-based sensors. This technology could open doors to new applications, and it can be configured to the target application. The use of the sensor in certain applications has the potential to reduce costs and increase yield in offshore exploration and production. The qualification data presented here could provide insight into available transmitter capabilities. The single crystal integrated capacitance sensor could fill a gap in the industry for a sensor that stabilizes rapidly to thermal effects while exhibiting excellent long-term drift behavior. The thermal transient error is less than that of the quartz sensors it was tested against, and it allows for larger, continuously changing thermal gradients, with fewer errors. This sensor also allows for an increase in duration between zeroing, unlike typical piezoresistive sensor specifications. The packaging and electronics are customizable for a wide array of solutions. The configuration of the transmitters detailed in this paper was specifically tailored toward data rates of 1Hz or less, 175°C operation, and tolerance to H2S containing environments. Future possibilities can target higher resolution, data rates, and alternate temperatures.
针对高稳定性和高可靠性应用的新型压力传感器技术已经发布,这是一种单晶集成电容传感器,在海底和海上环境中显示出良好的应用效果。本文详细介绍了鉴定测试的实验室结果,并与行业领先的技术进行了比较,并介绍了如何使用这种传感器技术使行业受益的一些例子。对整个变送器进行了设计验证测试,在许多情况下与石英传感器进行了直接比较。这项技术可以为新的应用程序打开大门,并且可以配置为目标应用程序。在某些应用中使用传感器有可能降低成本,提高海上勘探和生产的产量。这里提供的鉴定数据可以深入了解可用的变送器能力。单晶集成电容传感器可以填补传感器行业的空白,快速稳定热效应,同时表现出良好的长期漂移行为。热瞬态误差小于石英传感器的测试误差,并且它允许更大,连续变化的热梯度,误差更小。与典型的压阻式传感器规格不同,该传感器还允许在调零之间增加持续时间。包装和电子产品可定制各种解决方案。本文中详细介绍的发射机配置是专门针对1Hz或更低的数据速率,175°C操作以及含H2S环境的耐受性而定制的。未来可能的目标是更高的分辨率、数据速率和交替温度。
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引用次数: 0
Experimental and Pilot Tests of Deep Profile Control by Injecting Small Slug-Size Nano-Microsphere in Offshore Oil Fields 海上油田注入小段塞粒径纳米微球深层调剖实验与中试试验
Pub Date : 2019-04-26 DOI: 10.4043/29452-MS
Yanchun Su, Yanlai Li, Liliei Wang, Yifan He
In order to test the effectiveness and efficiency of nano-microspheres which can be used to effectively reduce water cut with a small slug size, a series of experimental tests have been conducted to evaluate the performance of nano-microspheres and factors affecting the performance. Those tests include hydration swelling characteristics, blocking and migration characteristics, salt resistance, shear resistance and so on. Based on the experimental study, detailed pilot test design were conducted by considering the different reservoir pore structures and microsphere sizes used for oil displacement, so that the slug size is minimized while the net revenue is maximized. Since 2009, deep profile control technology by injecting small slug-size nano-microsphere has been developed in offshore oilfields in Bohai Sea. The main mechanism of nano-microsphere is different from the traditional approaches which increase the water phase viscosity to improve mobility ratio. In nano-microsphere deep profile control technology, nano/micron level microspheres were dispersed in the water phase. Along with the water injected into formation, microspheres swell under the formation condition, plug the water channels, reduce the permeability of high permeable zone, dynamically change the water flow paths, thus increase the water sweeping efficiency. Since 2009, a total of 17 well patterns have implemented in QHD, BZ28, BZ29 oilfields in Bohai Sea. In all those tests, small slug sizes in the range from 0.01 to 0.02 PV were used. Water cut is reduced from 80% to 70% and cumulative oil production was increased by 13.1×106m3. The economic evaluation suggests that for every one dollar investment on this technology, 3.1 dollar can be made even when the oil price is $30 per barrel. So the project has a good technical and economic outcome even in extreme low oil prices.
为了检验纳米微球在小段塞尺寸下有效降低含水的有效性和效率,开展了一系列实验试验,对纳米微球的性能及影响性能的因素进行了评价。试验内容包括水化膨胀特性、堵塞与迁移特性、耐盐性、抗剪切性等。在实验研究的基础上,考虑不同储层孔隙结构和不同驱油微球尺寸,进行了详细的中试设计,以实现段塞流尺寸最小,净收入最大化。2009年以来,渤海海上油田开发了注入小段塞尺寸纳米微球深层调剖技术。纳米微球的主要机理不同于传统的通过增加水相粘度来提高流动性比的方法。在纳米微球深度调剖技术中,纳米/微米级微球分散在水相中。随着水注入地层,微球在地层条件下膨胀,堵塞了水通道,降低了高渗透层的渗透率,动态改变了水流路径,从而提高了洗水效率。2009年以来,在渤海QHD、BZ28、BZ29油田共实施了17套井网。在所有这些测试中,都使用了0.01至0.02 PV的小段塞尺寸。含水率从80%降至70%,累计产油量提高13.1×106m3。经济评价结果显示,即使在油价为每桶30美元的情况下,在该技术上每投资1美元,也能获得3.1美元的收益。因此,即使在极低的油价下,该项目也具有良好的技术和经济效益。
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引用次数: 5
Reservoir Drilling and Completion Best Practices: Well Productivity Assessment Applying Drill in Fluid, Chelant/Enzyme Breaker System and Stimulation Design on Onshore Well BHT Scenario in Brazil 油藏钻完井最佳实践:巴西陆上钻井BHT方案中应用钻井液、螯合剂/破酶剂系统和增产设计的产能评估
Pub Date : 2019-04-26 DOI: 10.4043/29404-MS
A. B. Leal, A. L. Barroso, Xandel Miranda, L. Flores, Gutembergue Medeiros, C. Marcelino, Lillian Moranezi, Rogério Amadeu Pereira, F. S. Oliveira, Herick Bulhões Cândido
A significant number of horizontal wells have ultimately proven to be engineering failure impacting the productivity result negatively. This paper will discuss an approach of a suitable non-damaging fluid designed to drill a depleted and high BHT (Bottom Hole Temperature) horizontal well located on the Sergipe Basin, Northeastern Brazil. Particularly, the application of a customized Chelant /Enzyme filter cake Breaker System and potential Formation of emulsion was evaluated presenting results here. The performance of the fluid loss and viscosifier additives was then evaluated for high BHT. Finally, the necessity of the use of emulsion preventer was evaluated, since tests showed emulsion formation between RDF fluid loss and reservoir oil. The last step was to formulate RDF Breaker. These wellbore productive fluids are designed to attack specific RDF mudcake components; an enzyme and a chelant with the functionality to consume the starch and calcium carbonate components, respectively, minimizing reservoir damage. The results show that the temperature stabilizer displays favorable interactions with polymers when exposed to high temperatures, above 240 °F. The hydroxypropyl starch was selected as the fluid loss controller because it presented lower API filter volume under conditions of 243 ° F for 48h. Under the same conditions between the xanthan gum analyzed for the viscosifying additive, one showed better rheological results. An emulsion preventer selected displayed good results in the action against formation of emulsion of the API filter and the oil. Breaker effectiveness was proven with the Return Permeability Test performed, which showed acted as a mudcake remover formed by the RDF.
大量水平井最终被证明是工程故障,对产能结果产生了负面影响。本文将讨论一种适用于巴西东北部Sergipe盆地高BHT(井底温度)枯竭水平井的非破坏性钻井液方法。特别地,对定制的螯合剂/酶滤饼破碎系统的应用和乳化液的潜在形成进行了评估。然后对滤失剂和增粘剂添加剂的性能进行了高BHT评价。最后,对使用防乳剂的必要性进行了评价,因为试验表明RDF滤失液与储层油之间形成了乳状液。最后一步是制定RDF Breaker。这些井筒生产液被设计用于攻击特定的RDF泥饼成分;一种酶和一种螯合剂,分别具有消耗淀粉和碳酸钙成分的功能,最大限度地减少对储层的损害。结果表明,温度稳定剂在240°F以上的高温下与聚合物表现出良好的相互作用。选择羟丙基淀粉作为滤失剂,是因为在243°F条件下,羟丙基淀粉的API滤料体积较小。在相同条件下,两种黄原胶的增粘效果较好。所选择的防乳剂对API过滤器和原油的防乳效果良好。通过反渗透试验验证了破胶剂的有效性,表明它是由RDF形成的泥饼清除剂。
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引用次数: 3
Reducing Costs in Building a Dataset Using Deep and Active Learning 使用深度和主动学习降低构建数据集的成本
Pub Date : 2019-04-26 DOI: 10.4043/29322-MS
Filipa Castro, Pedro Costa, F. Marques, Manuel Parente
Deep learning, a subset of machine learning, allows computers to perform certain tasks, such as image or video recognition, with human level performance. However, deep models need huge amounts of data to learn from, which requires that experts spend their time in the repetitive and non-scalable task of labelling datasets. Active learning suggests that one can minimize the cost of annotation if a model is allowed to smartly choose the best data samples to be labelled. Therefore, we propose a deep and active learning approach that aims to minimize the labelling effort while maximizing the performance of a model for a certain task. We present the task of detecting fish in Remote Operated Vehicles (ROV) videos as a real world problem in which our framework can be successfully applied. To start with, we demonstrate that active learning outperforms random sampling, which is the simplest approach for building a dataset. Besides, we study several active learning settings for the given task, namely different acquisition and aggregation functions. Finally, the proposed methodology is shown to achieve top performance in detecting fish by using only 19% of the available data, thus reducing the cost of building our fish dataset by more than 80%.
深度学习是机器学习的一个子集,它允许计算机以人类水平的表现执行某些任务,例如图像或视频识别。然而,深度模型需要大量的数据来学习,这就要求专家们把时间花在重复和不可扩展的标记数据集的任务上。主动学习表明,如果允许模型明智地选择要标记的最佳数据样本,则可以将注释的成本降至最低。因此,我们提出了一种深度和主动的学习方法,旨在最大限度地减少标记工作,同时最大限度地提高模型对特定任务的性能。我们提出了在远程操作车辆(ROV)视频中检测鱼类的任务,作为一个现实世界的问题,我们的框架可以成功地应用于其中。首先,我们证明主动学习优于随机抽样,随机抽样是构建数据集的最简单方法。此外,我们研究了针对给定任务的几种主动学习设置,即不同的获取和聚合函数。最后,所提出的方法仅使用19%的可用数据就能实现最佳的鱼类检测性能,从而将构建鱼类数据集的成本降低了80%以上。
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引用次数: 0
期刊
Day 3 Wed, May 08, 2019
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