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Nonsteady-state mathematical modelling of H2SO4-catalysed alkylation of isobutane with alkenes 硫酸催化异丁烷与烯烃烷基化反应的非稳态数学模型
IF 1.5 4区 工程技术 Q2 Energy Pub Date : 2021-01-01 DOI: 10.2516/OGST/2021017
E. Ivashkina, E. Ivanchina, I. Dolganov, V. Chuzlov, A. Kotelnikov, I. Dolganova, R. Khakimov
H2SO4-catalysed isobutane alkylation with alkenes is an important industrial process used to obtain high-octane alkylate. In this process, the concentration of H2SO4 is one of the main parameters. For alkylation, sulphuric acid containing 88%–98% monohydrate is typically used. However, only a H2SO4 concentration of 95%–96% enables alkylate with the maximum octane number to be obtained. Changes in H2SO4 concentration due to decontamination are the main cause of process variations. Therefore, it is necessary to maintain the reactor acid concentration at a constant level by regulating the supply of fresh catalyst and pumping out any spent acid. The main reasons for the decrease in the H2SO4 concentration are accumulation of high-molecular organic compounds and dilution by water. One way to improve and predict unsteady alkylation processes is to develop a mathematical model that considers catalyst deactivation. In the present work, the formation reactions of undesired substances were used in the description of the alkylation process, indicating the sensitivity of the prediction to H2SO4 activity variations. This was used for calculation the optimal technological modes ensuring the maximum selectivity and stability of the chemical–technological system under varying hydrocarbon feedstock compositions.
硫酸催化异丁烷与烯烃的烷基化反应是制备高辛烷烷烃的重要工业工艺。在此过程中,H2SO4的浓度是主要参数之一。对于烷基化,通常使用含有88%-98%一水化合物的硫酸。然而,只有当H2SO4浓度为95% ~ 96%时,才能得到辛烷值最高的烷基酸盐。净化引起的H2SO4浓度变化是工艺变化的主要原因。因此,有必要通过调节新鲜催化剂的供应和泵出任何废酸来维持反应器酸浓度在恒定水平。H2SO4浓度降低的主要原因是高分子有机物的积累和水的稀释。改进和预测不稳定烷基化过程的一种方法是建立考虑催化剂失活的数学模型。在本工作中,不需要的物质的形成反应被用于描述烷基化过程,表明预测对H2SO4活性变化的敏感性。利用该模型计算了在不同烃原料组成下保证化学工艺系统最大选择性和稳定性的最佳工艺模式。
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引用次数: 2
Investigating efficiency improvement in sulfur recovery unit using process simulation and numerical modeling 采用过程模拟和数值模拟的方法对硫磺回收装置的效率改进进行了研究
IF 1.5 4区 工程技术 Q2 Energy Pub Date : 2021-01-01 DOI: 10.2516/OGST/2020093
Farhad Fazlollahi, Sajjad Asadizadeh, Milad Ahmadi Khoshooei, M. R. S. Birjandi, M. Sarkari
Hydrogen sulfide exists mostly as a detrimental byproduct in the gas processing units as well as refineries, and it must be eliminated from natural gas streams. In a Sulfur Recovery Unit (SRU), hydrogen sulfide is converted into the elemental sulfur during the modified Claus process. Efficiency of sulfur recovery units significantly depends on the reaction furnace temperature. In this work, the effect of oxygen and acid gas enrichment on the reaction furnace temperature and accordingly on sulfur recovery is studied, using both numerical modeling and process simulation. Then, simulation and numerical model are benchmarked against the experimental data of an SRU unit. The validated model provides spotlight on optimizing the upstream sulfur removal unit as well as the oxygen purification process. Two cases of acid gas streams with low and high H2S content, 30% and 50%, are studied to investigate the effect of operating parameters on the overall recovery. Finally, average errors of the models are presented. According to the absolute difference with experimental values, the developed numerical model shows great potential for accurately estimating overall efficiency of the recovery unit.
硫化氢主要作为有害的副产品存在于天然气处理装置和炼油厂中,必须从天然气流中消除。在硫回收装置(SRU)中,硫化氢在改进的克劳斯过程中转化为单质硫。硫回收装置的效率在很大程度上取决于反应炉温度。本文采用数值模拟和过程模拟两种方法,研究了氧和酸性气体富集对反应炉温度的影响以及相应的对硫回收率的影响。然后,以某SRU装置的实验数据为基准,对仿真和数值模型进行了对比。验证的模型为优化上游除硫装置和氧净化工艺提供了重点。研究了H2S含量分别为30%和50%的高、低酸性气体流,考察了操作参数对总采收率的影响。最后给出了模型的平均误差。从与实验值的绝对差值来看,所建立的数值模型在准确估计采油机组整体效率方面具有很大的潜力。
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引用次数: 2
The MINC proximity function for fractured reservoirs flow modeling with non-uniform block distribution 非均匀块体分布裂缝性储层流动建模的MINC接近函数
IF 1.5 4区 工程技术 Q2 Energy Pub Date : 2021-01-01 DOI: 10.2516/OGST/2020099
N. Farah, Ali Ghadboun
Reservoir simulation is a powerful technique to predict the amount of produced hydrocarbon. After a solid representation of the natural fracture geometry, an accurate simulation model and a physical reservoir model that account for different flow regimes should be developed. Many models based on dual-continuum approaches presented in the literature rely on the Pseudo-Steady-State (PSS) assumption to model the inter-porosity flow. Due to the low permeability in such reservoirs, the transient period could reach several years. Thus, the PSS assumption becomes unjustified. The numerical solution adopted by the Multiple INteracting Continua (MINC) method was able to simulate the transient effects previously overlooked by dual-continuum approaches. However, its accuracy drops with increasing fracture network complexity. A special treatment of the MINC method, i.e., the MINC Proximity Function (MINC–PF) was introduced to address the latter problem. And yet, the MINC–PF suffers a limitation that arises from the existence of several grid-blocks within a studied cell. In this work, this limitation is discussed and two possible solutions (transmissibility recalculation/adjusting the Proximity Function by accounting for nearby fractures) are put forward. Both proposed methods have demonstrated their applicability and effectiveness once compared to a reference solution.
储层模拟是预测油气产量的有力手段。在确定了天然裂缝的几何形状之后,应该建立一个精确的模拟模型和一个考虑不同流态的物理储层模型。文献中提出的许多基于双连续介质方法的模型依赖于伪稳态(PSS)假设来模拟孔隙间流动。由于此类储层渗透率低,过渡期可达数年。因此,PSS假设变得不合理。多重相互作用连续体(MINC)方法所采用的数值解能够模拟双连续体方法忽略的瞬态效应。然而,随着裂缝网络复杂性的增加,其精度下降。为了解决后一个问题,引入了MINC方法的一种特殊处理,即MINC接近函数(MINC - pf)。然而,由于所研究的细胞中存在几个网格块,因此MINC-PF受到限制。本文讨论了这一限制,并提出了两种可能的解决方案(透射率重新计算/考虑附近裂缝调整邻近函数)。与参考解决方案相比,这两种方法都证明了它们的适用性和有效性。
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引用次数: 1
Assessment of composition and calcination parameters in Fischer-Tropsch synthesis over Fe–Mn–Ce/γ-Al2O3 nanocatalyst Fe-Mn-Ce /γ-Al2O3纳米催化剂上费托合成的组成及煅烧参数评价
IF 1.5 4区 工程技术 Q2 Energy Pub Date : 2021-01-01 DOI: 10.2516/OGST/2020089
Reza Roknabadi, A. Mirzaei, H. Atashi
The effects of nanocatalyst composition and calcination parameters on the performance of the Fe–Mn–Ce ternary nanocatalysts supported on alumina granules in a laboratory fixed bed microreactor have been evaluated. Nanocatalysts were synthesized by incipient wetness impregnation under vacuum method (simultaneous impregnation of metal species). The samples used for hydrogenation of carbon monoxide via Fischer-Tropsch synthesis. The optimum nanocatalyst composition for production of light olefins (C=2 – C=4) from synthesis gas is 75 wt%Fe–20 wt%Mn–5 wt%Ce. The calcination parameters (temperature, time and atmosphere) were investigated and their effects on the structure and performance of the nanocatalysts were determined. The maximum ratio of olefins/(methane + paraffin) and the best activity and selectivity belonged to the nanocatalyst which was calcined in static air at 500 °C for 7 h. The nanocatalyst precursors and calcined samples (fresh and used) were characterized by XRD, N2 physisorption, FE‒SEM, EDAX, MAP, TG, DSC, and H2–TPR. The present study results confirm that the structural, morphological and physic-chemical properties of the nanocatalyst have been impressed with metal species and calcination parameters.
在实验室固定床微反应器中,研究了纳米催化剂组成和煅烧参数对负载在氧化铝颗粒上的Fe-Mn-Ce三元纳米催化剂性能的影响。采用真空初湿浸渍法(同时浸渍金属种)合成纳米催化剂。费托合成法用于一氧化碳加氢的样品。由合成气制备轻质烯烃(C=2 ~ C=4)的最佳纳米催化剂组成为75% Fe-20 wt% Mn-5 wt%Ce。考察了煅烧参数(温度、时间和气氛)对纳米催化剂结构和性能的影响。采用XRD、N2吸附、FE-SEM、EDAX、MAP、TG、DSC和H2-TPR等手段对纳米催化剂前驱体和煅烧样品(新鲜和使用过的)进行了表征。目前的研究结果证实,纳米催化剂的结构、形态和物理化学性质都受到金属种类和煅烧参数的影响。
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引用次数: 1
A modified cell-to-cell simulation model to determine the minimum miscibility pressure in tight/shale formations 改进的单元间模拟模型,用于确定致密/页岩地层的最小混相压力
IF 1.5 4区 工程技术 Q2 Energy Pub Date : 2021-01-01 DOI: 10.2516/ogst/2021031
Hao Sun, H. Li
A new oil–gas Minimum Miscibility Pressure (MMP) calculation algorithm is developed in this work based on the classic cell-to-cell simulation model. The proposed algorithm couples the effects of capillary pressure and confinement in the original cell-to-cell simulation model to predict the oil–gas MMPs in a confined space. Given that the original cell-to-cell algorithm relies on the volume predictions of the reservoir fluids in each cell, a volume-translated Peng-Robinson Equation of State (PR-EOS) is applied in this work for improved accuracy on volume calculations of the reservoir fluids. The robustness of the proposed algorithm is examined by performing the confined MMP calculations for four oil–gas systems. The tie-line length extrapolation method is used to determine the oil–gas MMP in confined space. The oil recovery factor calculated by the proposed MMP calculation algorithm is then used to validate the results. First, to achieve stable modeling results for all four examples, a total cell number of 500 is determined by examining the variations in the oil recovery as a function of cell number. Then, by calculating the oil recovery factor near the MMP region, it is found that the MMP determined by tie-line length method is slightly lower than the inflection point of the oil recovery curve. Through the case studies, the effects of temperature, pore radius, and injection gas impurity on the confined oil–gas MMP calculations are studied in detail. It is found that the oil–gas MMP is reduced in confined space and the degree of this reduction depends on the pore radius. For all the tested pore radii, the confined MMP first increases and then decreases with an increasing temperature. Furthermore, compared to pure carbon dioxide (CO2) injection, the addition of methane (CH4) in the injection gas increases the oil–gas MMP in confined nanopores. Therefore, it is recommended to control the content of CH4 in the injection gas in order to achieve a more efficient gas injection design.
本文基于经典的单元间模拟模型,提出了一种新的油气最小混相压力(MMP)计算算法。该算法将毛细管压力和约束的影响耦合到原始的单元间模拟模型中,以预测密闭空间中的油气MMPs。考虑到原始的细胞到细胞算法依赖于每个细胞中储层流体的体积预测,在这项工作中应用了体积转换的Peng-Robinson状态方程(PR-EOS),以提高储层流体体积计算的准确性。通过对四种油气系统进行受限MMP计算,验证了该算法的鲁棒性。采用联络线长度外推法确定了密闭空间内的油气MMP。利用所提出的MMP计算算法计算出的采收率系数对结果进行了验证。首先,为了获得所有四个示例的稳定建模结果,通过检查油采收率的变化作为单元数的函数来确定总单元数为500。然后,通过计算MMP区域附近的采收率系数,发现由联络线长度法确定的MMP略低于采收率曲线的拐点。通过实例研究,详细研究了温度、孔隙半径、注入气体杂质对承压油气MMP计算的影响。研究发现,油气MMP在密闭空间中会发生减少,减少程度与孔隙半径有关。对于所有测试的孔隙半径,随着温度的升高,承压MMP先增大后减小。此外,与纯二氧化碳(CO2)注入相比,在注入气体中加入甲烷(CH4)增加了受限纳米孔内油气的MMP。因此,建议控制注气中CH4的含量,以实现更高效的注气设计。
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引用次数: 2
Study on the multi-objective optimization of reliability and operating cost for natural gas pipeline network 天然气管网可靠性与运行成本多目标优化研究
IF 1.5 4区 工程技术 Q2 Energy Pub Date : 2021-01-01 DOI: 10.2516/OGST/2021020
Kaituo Jiao, Peng Wang, Yi Wang, Boyu Yu, B. Bai, Qianqian Shao, Xin-ran Wang
The development of natural gas pipeline network towards larger scale and throughput has urged better reliability of the pipeline network to satisfy transportation requirement. Previously, studies of optimizing natural gas pipeline network have been mainly focused on reducing operating cost, with little concern on the reliability of pipeline network. For a natural gas pipeline network with a variety of components and complicated topology, a multi-objective optimization model of both reliability and operating cost is proposed in this study. Failure of each component and the state of pipeline network under failure conditions are taken into account, and minimum cut set method is employed to calculate the reliability of the pipeline network. The variables to be determined for the optimization objectives are the rotating speed of compressors and the opening of valves. Then the solving procedure of the proposed model is presented based on Decoupled Implicit Method for Efficient Network Simulation (DIMENS) method and NS-saDE algorithm. The validity of the optimization model is ascertained by its application on a complicated pipeline network. The results illustrate that the optimization model can depict the relative relationship between reliability and operating cost for different throughput, by which the operation scheme with both satisfying reliability and operating cost can be obtained. In addition, the customer reliability and the impact of the failure of each pipeline on the whole network can be evaluated quantitatively to identify the consumers and pipelines of maintenance priority. The pipeline network reliability can be improved through proper monitoring and maintenance of these consumers and pipelines.
天然气管网向大型化、吞吐的方向发展,要求提高管网的可靠性,以满足输送需求。以往对天然气管网优化的研究主要集中在降低运行成本上,对管网可靠性的关注较少。针对部件多、拓扑复杂的天然气管网,提出了兼顾可靠性和运行成本的多目标优化模型。考虑了各部件的失效情况和失效条件下管网的状态,采用最小割集法计算管网的可靠性。优化目标所要确定的变量是压缩机的转速和阀门的开度。然后给出了基于解耦隐式高效网络仿真方法和NS-saDE算法的模型求解过程。通过对复杂管网的实际应用,验证了优化模型的有效性。结果表明,该优化模型能够描述不同吞吐量下可靠性与运行费用的相对关系,从而得到可靠性和运行费用都令人满意的运行方案。此外,还可以定量评估客户可靠性和每条管道故障对整个网络的影响,以确定优先维护的消费者和管道。通过对这些用户和管道进行适当的监测和维护,可以提高管网的可靠性。
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引用次数: 8
A methodology to predict the gas permeability parameters of tight reservoirs from nitrogen sorption isotherms and mercury porosimetry curves 利用氮吸附等温线和汞孔隙度曲线预测致密储层渗透率参数的方法
IF 1.5 4区 工程技术 Q2 Energy Pub Date : 2021-01-01 DOI: 10.2516/OGST/2021013
C. Tsakiroglou, A. Hinai, R. Rezaee
A methodology is suggested for the explicit computation of the absolute permeability and Knudsen diffusion coefficient of tight rocks (shales) from pore structure properties. The pore space is regarded as a pore-and-throat network quantified by the statistical moments of bimodal pore and throat size distributions, pore shape factors, and pore accessibility function. With the aid of percolation theory, analytic equations are developed to express the nitrogen (N2 ) adsorption/desorption isotherms and mercury (Hg) intrusion curve as functions of all pertinent pore structure parameters. A multistep procedure is adopted for the successive estimation of each set of parameters by the inverse modeling of N2 adsorption–desorption isotherms, and Hg intrusion curve. With the aid of critical path analysis of percolation theory, the absolute permeability and Knudsen diffusion coefficient are computed as functions of estimated pore network properties. Application of the methodology to the datasets of several shale samples enables us to evaluate the predictability of the approach.
提出了一种从孔隙结构性质出发显式计算致密岩(页岩)绝对渗透率和Knudsen扩散系数的方法。将孔隙空间视为一个孔喉网络,由孔喉大小分布的双峰统计矩、孔隙形状因子和孔隙可达性函数量化。利用渗流理论,建立了氮(N2)吸附/解吸等温线和汞(Hg)侵入曲线作为相关孔隙结构参数函数的解析方程。通过对N2吸附-解吸等温线和Hg侵入曲线的逆建模,采用多步骤逐次估计各参数。借助渗流理论的关键路径分析,计算了绝对渗透率和Knudsen扩散系数作为估计孔隙网络性质的函数。将该方法应用于几个页岩样品的数据集,使我们能够评估该方法的可预测性。
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引用次数: 1
Mathematical modeling and optimization of semi-regenerative catalytic reforming of naphtha 石脑油半再生催化重整的数学建模与优化
IF 1.5 4区 工程技术 Q2 Energy Pub Date : 2021-01-01 DOI: 10.2516/ogst/2021041
E. Ivanchina, Ekaterina Chernyakova, Inna Pchelintseva, D. Poluboyartsev
Catalytic naphtha reforming is extensively applied in petroleum refineries and petrochemical industries to convert low-octane naphtha into high-octane gasoline. Besides, this process is an important source of hydrogen and aromatics obtained as side products. The bifunctional Pt-catalysts for reforming are deactivated by coke formation during an industrial operation. This results to a reduction in the yield and octane number. In this paper modeling and optimization of a semi-egenerative catalytic reforming of naphtha is carried out considering catalyst deactivation and a complex multicomponent composition of a hydrocarbon mixture. The mathematical model of semi-egenerative catalytic reforming considering coke formation process was proposed. The operating parameters (yield, octane number, activity) for different catalysts were predicted and optimized. It was found that a decrease in the pressure range from 1.5 to 1.2 MPa at the temperature 478–481 °C and feedstock space velocity equal to 1.4–1 h induces an increase in the yield for 1–2 wt.% due to an increase in the aromatization reactions rate and a decrease in the hydrocracking reactions rate depending on the feedstock composition and catalyst type. It is shown that the decrease in pressure is limited by the requirements for the catalyst stability due to the increase in the coke formation rate. The criterion of optimality is the yield, expressed in octanes per tons.
催化石脑油重整广泛应用于炼油厂和石化行业,将低辛烷值的石脑油转化为高辛烷值的汽油。此外,该工艺是氢气和芳烃副产品的重要来源。用于重整的双功能pt催化剂在工业操作过程中因焦炭的形成而失活。这导致了产率和辛烷值的降低。考虑催化剂失活和烃类混合物复杂的多组分组成,对石脑油半再生催化重整过程进行了建模和优化。提出了考虑焦炭形成过程的半再生催化重整数学模型。对不同催化剂的操作参数(产率、辛烷值、活度)进行了预测和优化。结果表明,在温度478 ~ 481℃,进料空速为1.4 ~ 1 h的条件下,压力在1.5 ~ 1.2 MPa范围内降低,由于芳香化反应速率提高,加氢裂化反应速率降低,收率提高1 ~ 2 wt.%。结果表明,由于焦炭生成速率的提高,对催化剂稳定性的要求限制了压力的降低。最优的标准是产量,以每吨辛烷值表示。
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引用次数: 5
Investigation of waterflood front digitations during immiscible displacements in porous media 多孔介质非混相驱替过程中水驱前缘数字化研究
IF 1.5 4区 工程技术 Q2 Energy Pub Date : 2021-01-01 DOI: 10.2516/ogst/2021053
M. Mascle, E. Rosenberg, Berit Roboele, E. Kowalewski, S. Youssef
In this work, unstable displacements were conducted using special equipment designed to run in-situ CT-scanner experiments. All the displacements were conducted on a homogeneous Bentheimer sandstone plug, of 10 cm in diameter and 40 cm in length. Digitations (or fingering) have been observed under varying conditions of injection flowrate, displaced fluid viscosity, and core wettability. They have been characterized at both the core scale, using the core average oil saturation and the water breakthrough; and at the local scale, using the local saturations and had-hoc image processing analysis. It was found that the effect of the different flowing conditions on the front digitations could not be interpreted independently. The oil recovery at brine breakthrough showed a good correlation with the viscous fingering number for the water-wet case. However, a different scaling was observed for the oil-wet case. The interplay of the different flowing conditions mitigates the possibility of constructing a unique scaling number to account for all experimental condition. The local saturation monitoring has provided a new insight to characterize the finger shapes and analyze the production mechanisms. It allowed to distinguish two independent contributions to early breakthrough: viscous dominated digitations and capillary dominated digitations. A two-phases diagram has been constructed to plot and compare these contributions for all flowing conditions. Their evolutions show the main production mechanisms during the flooding. We observed that the viscous digitations were not causing phase trapping at core scale: the core is completely swept after breakthrough. For the water-wet case, we found that the local oil recovery of swept zone remained constant before and after breakthrough while for the oil-wet case it is improving during all the water flooding process.
在这项工作中,使用专门设计的用于运行原位ct扫描仪实验的设备进行不稳定位移。所有驱替都是在一个直径为10厘米、长度为40厘米的均匀Bentheimer砂岩塞上进行的。在不同的注入流量、驱替流体粘度和岩心润湿性条件下,已经观察到指状现象。在岩心尺度上,利用岩心平均含油饱和度和水突破对它们进行了表征;在局部尺度上,使用局部饱和度和临时图像处理分析。研究发现,不同的流动条件对锋面数字化的影响不能单独解释。在水湿情况下,盐水突破处的采收率与粘指数有很好的相关性。然而,在油湿的情况下,观察到不同的结垢。不同流动条件的相互作用降低了构造一个唯一标度数来解释所有实验条件的可能性。局部饱和监测为表征手指形状和分析产生机制提供了新的视角。它可以区分两种对早期突破的独立贡献:粘性主导数字化和毛细管主导数字化。建立了一个两相图来绘制和比较所有流动条件下的这些贡献。它们的演化表明了洪水期间主要的生产机制。我们观察到黏性数字化在岩心尺度上没有引起相俘获,岩心在突破后完全被扫掠。对于水湿情况,突破前后波及层局部采收率保持不变,而对于油湿情况,在整个水驱过程中,波及层局部采收率都在不断提高。
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引用次数: 1
Generalized Multi-Scale Stochastic Reservoir Opportunity Index for enhanced well placement optimization under uncertainty in green and brownfields 广义多尺度随机储层机会指数在不确定条件下增强绿棕地井位优化
IF 1.5 4区 工程技术 Q2 Energy Pub Date : 2021-01-01 DOI: 10.2516/OGST/2021014
F. Vaseghi, M. Ahmadi, M. Sharifi, M. Vanhoucke
Well placement planning is one of the challenging issues in any field development plan. Reservoir engineers always confront the problem that which point of the field should be drilled to achieve the highest recovery factor and/or maximum sweep efficiency. In this paper, we use Reservoir Opportunity Index (ROI) as a spatial measure of productivity potential for greenfields, which hybridizes the reservoir static properties, and for brownfields, ROI is replaced by Dynamic Measure (DM), which takes into account the current dynamic properties in addition to static properties. The purpose of using these criteria is to diminish the search region of optimization algorithms and as a consequence, reduce the computational time and cost of optimization, which are the main challenges in well placement optimization problems. However, considering the significant subsurface uncertainty, a probabilistic definition of ROI (SROI) or DM (SDM) is needed, since there exists an infinite number of possible distribution maps of static and/or dynamic properties. To build SROI or SDM maps, the k-means clustering technique is used to extract a limited number of characteristic realizations that can reasonably span the uncertainties. In addition, to determine the optimum number of clustered realizations, Higher-Order Singular Value Decomposition (HOSVD) method is applied which can also compress the data for large models in a lower-dimensional space. Additionally, we introduce the multiscale spatial density of ROI or DM (D2ROI and D2DM), which can distinguish between regions of high SROI (or SDM) in arbitrary neighborhood windows from the local SROI (or SDM) maxima with low values in the vicinity. Generally, we develop and implement a new systematic approach for well placement optimization for both green and brownfields on a synthetic reservoir model. This approach relies on the utilization of multi-scale maps of SROI and SDM to improve the initial guess for optimization algorithm. Narrowing down the search region for optimization algorithm can substantially speed up the convergence and hence the computational cost would be reduced by a factor of 4.
在任何油田开发计划中,井位规划都是具有挑战性的问题之一。油藏工程师总是面临这样的问题:应该在油田的哪一点进行钻井,以获得最高的采收率和/或最大的波及效率。本文采用储层机会指数(ROI)作为绿地生产力潜力的空间度量,它混合了储层静态属性;对于棕地,ROI被动态度量(DM)所取代,该度量在考虑静态属性的同时考虑了当前的动态属性。使用这些准则的目的是缩小优化算法的搜索范围,从而减少优化的计算时间和成本,这是排井优化问题的主要挑战。然而,考虑到显著的地下不确定性,需要对ROI (SROI)或DM (SDM)进行概率定义,因为存在无数可能的静态和/或动态属性分布图。为了构建SROI或SDM地图,使用k-means聚类技术提取有限数量的特征实现,这些特征实现可以合理地跨越不确定性。此外,为了确定聚类实现的最佳数量,采用了高阶奇异值分解(HOSVD)方法,该方法还可以在低维空间中压缩大型模型的数据。此外,我们还引入了ROI或DM的多尺度空间密度(D2ROI和D2DM),它可以区分任意邻域窗口内高SROI(或SDM)的区域和附近低值的局部SROI(或SDM)最大值。一般来说,我们开发并实施了一种新的系统方法,用于在合成油藏模型上对绿地和棕地进行井位优化。该方法依赖于利用SROI和SDM的多比例尺地图来改进优化算法的初始猜测。缩小优化算法的搜索区域可以大大加快收敛速度,从而使计算量减少1 / 4。
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引用次数: 6
期刊
Oil & Gas Science and Technology – Revue d’IFP Energies nouvelles
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