首页 > 最新文献

Day 2 Thu, March 17, 2022最新文献

英文 中文
Consideration of Various Parameters and Scenarios in the Simulation of Hydrate Formation 水合物形成模拟中各种参数和情景的考虑
Pub Date : 2022-03-11 DOI: 10.2118/208881-ms
Farzan Sahari Moghaddam, Ali Y. Hamid, M. Abdi, L. James
This study investigates the effect of various parameters on hydrate formation under two scenarios of regular and cold start-up operations in a flowline and a subsea network. Parameters including hydrate adhesion forces, required subcooling for hydrate nucleation, and a weighting parameter for hydrate-oil slip (COIL) are evaluated. The effect of methanol injection and the mentioned parameters on hydrate formation are compared to 0.2 hydrate fraction threshold from literature. Hydrate formation from oil having 184 m3/m3 GOR and 35% WC is studied using two scenarios of regular and cold start-up operations in a 6-km flowline and a subsea tieback network (consisting of two branches and a main flowline). The overall heat transfer coefficient is 22.7 W/(m2.K), and the simulation is conducted by OLGA-CSMHyK-MUTIFLASH. Slurry relative viscosity, hydrate fraction, and hydrate propensity in terms of temperature difference known as DTHYD are used as indicators, and a hydrate fraction threshold of 0.2 is considered. Adhesion forces (0.5 - 0.005 N/m), required subcooling (3.61 - 10 °C), COIL (0.2-1), and methanol injection are investigated. During regular operation, the flow pattern remains stratified in a single flowline having 35% WC and 1 COIL. By increasing the required subcooling for hydrate nucleation from 3.6 °C to 10 °C, the hydrate fraction was reduced from approximately 1.7% to zero. COIL has the greatest effect on hydrate fraction. The reduction of adhesion forces had a noticeable effect on oil viscosity compared to the other indicators. Plug formation is not expected in the studied single flowline and subsea network under normal operation. On the other hand, a potential plug based on higher hydrate formation occurs in a cold start-up operation even under the effect of the studied parameters. However, the chance of plug formation is considerably reduced by injecting 20 wt% methanol. Overall, assessing the three indicators of hydrate formation (slurry relative viscosity, hydrate fraction, and DTHYD) are critical and provide more realistic insight about hydrate formation compared to using only one of the indicators for the evaluations. This work investigates the three aforementioned indicators of hydrate formation rather than relying on only one indicator (e.g., hydrate fraction) under regular and cold restart operations. The study evaluates hydrate formation based on a hydrate fraction threshold of 0.2 for a potential plug, compared to thermodynamically preventing hydrate formation.
本研究研究了在管道和海底网络中常规启动和冷启动两种情况下,各种参数对水合物形成的影响。评估的参数包括水合物附着力、水合物成核所需的过冷度以及水合物-油滑动(COIL)的加权参数。将甲醇注入及上述参数对水合物形成的影响与文献中0.2水合物分数阈值进行比较。在一条6公里的管线和海底回接网络(由两条分支和一条主线组成)中,采用常规和冷启动两种方案,研究了GOR为184 m3/m3、WC为35%的石油水合物形成情况。总换热系数为22.7 W/(m2.K),采用olga - csmhyk - multiflash进行模拟。浆料相对粘度、水合物分数和水合物倾向(DTHYD)作为指标,考虑水合物分数阈值为0.2。研究了附着力(0.5 - 0.005 N/m),所需过冷(3.61 - 10°C), COIL(0.2-1)和甲醇注入。在常规作业过程中,流动模式在单个流线上保持分层,具有35%的WC和1个COIL。通过将水合物成核所需的过冷度从3.6°C提高到10°C,水合物分数从大约1.7%降低到零。COIL对水合物分数的影响最大。与其他指标相比,附着力的降低对油粘度有明显的影响。在正常运行情况下,所研究的单管线和海底网络不会形成桥塞。另一方面,即使在研究参数的影响下,在冷启动操作中也会出现基于较高水合物形成的潜在堵塞。然而,通过注入20%的甲醇,堵塞形成的机会大大降低。总的来说,评估水合物形成的三个指标(泥浆相对粘度、水合物分数和DTHYD)是至关重要的,与仅使用一个指标进行评估相比,它们可以更真实地了解水合物形成。这项工作研究了上述三个水合物形成指标,而不是仅仅依赖于一个指标(如水合物分数),在常规和冷重启操作下。该研究基于潜在堵塞的水合物分数阈值0.2来评估水合物的形成,与热力学上防止水合物形成相比。
{"title":"Consideration of Various Parameters and Scenarios in the Simulation of Hydrate Formation","authors":"Farzan Sahari Moghaddam, Ali Y. Hamid, M. Abdi, L. James","doi":"10.2118/208881-ms","DOIUrl":"https://doi.org/10.2118/208881-ms","url":null,"abstract":"\u0000 This study investigates the effect of various parameters on hydrate formation under two scenarios of regular and cold start-up operations in a flowline and a subsea network. Parameters including hydrate adhesion forces, required subcooling for hydrate nucleation, and a weighting parameter for hydrate-oil slip (COIL) are evaluated. The effect of methanol injection and the mentioned parameters on hydrate formation are compared to 0.2 hydrate fraction threshold from literature.\u0000 Hydrate formation from oil having 184 m3/m3 GOR and 35% WC is studied using two scenarios of regular and cold start-up operations in a 6-km flowline and a subsea tieback network (consisting of two branches and a main flowline). The overall heat transfer coefficient is 22.7 W/(m2.K), and the simulation is conducted by OLGA-CSMHyK-MUTIFLASH. Slurry relative viscosity, hydrate fraction, and hydrate propensity in terms of temperature difference known as DTHYD are used as indicators, and a hydrate fraction threshold of 0.2 is considered. Adhesion forces (0.5 - 0.005 N/m), required subcooling (3.61 - 10 °C), COIL (0.2-1), and methanol injection are investigated.\u0000 During regular operation, the flow pattern remains stratified in a single flowline having 35% WC and 1 COIL. By increasing the required subcooling for hydrate nucleation from 3.6 °C to 10 °C, the hydrate fraction was reduced from approximately 1.7% to zero. COIL has the greatest effect on hydrate fraction. The reduction of adhesion forces had a noticeable effect on oil viscosity compared to the other indicators. Plug formation is not expected in the studied single flowline and subsea network under normal operation. On the other hand, a potential plug based on higher hydrate formation occurs in a cold start-up operation even under the effect of the studied parameters. However, the chance of plug formation is considerably reduced by injecting 20 wt% methanol. Overall, assessing the three indicators of hydrate formation (slurry relative viscosity, hydrate fraction, and DTHYD) are critical and provide more realistic insight about hydrate formation compared to using only one of the indicators for the evaluations.\u0000 This work investigates the three aforementioned indicators of hydrate formation rather than relying on only one indicator (e.g., hydrate fraction) under regular and cold restart operations. The study evaluates hydrate formation based on a hydrate fraction threshold of 0.2 for a potential plug, compared to thermodynamically preventing hydrate formation.","PeriodicalId":11077,"journal":{"name":"Day 2 Thu, March 17, 2022","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2022-03-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"80325335","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
Pore-Scale Modellings on the Impacts of Hydrate Distribution Morphology on Gas and Water Transport in Hydrate-Bearing Sediments 水合物分布形态对含水合物沉积物气水输运影响的孔隙尺度模拟
Pub Date : 2022-03-11 DOI: 10.2118/208983-ms
Zhuoran Li, Jiahui You, G. Qin
Gas and water transport behavior, which is controlled by the pore characteristics and capillarity in hydrate-bearing sediments (HBS), is one of the key factors affecting the gas production. Hydrate distribution morphology (HDM) can significantly influence the pore structures of HBS, affecting the relative permeabilities of gas and water. To elucidate the impacts of HDM in microscopic scale, a phase-field lattice Boltzmann (LB) model is developed to describe the gas and water transport in HBS.To simulate the transport of immiscible fluids, which exist obvious density and viscosity contrasts, a phase-field LB model with the conservative form of interface-tracking equation is developed to suppress the spurious currents at phase interfaces. To describe the fluid-solid interactions, the bounce-back condition is applied for both solid phases (hydrate and grains) to achieve the non-slip condition and the wettability condition is applied for grains and hydrate to describe the wettability behavior. To improve the numerical stability, the multi-relaxation-time (MRT) collision operator is applied and the discretization schemes with 8th order accuracy for the gradient operator are selected. In this work, we first validated our model by applying several benchmark cases aiming at fluids with obvious density contrasts such as the layered Couette/Poiseuille flows, Rayleigh–Taylor instability. Then the synthetic geometries of the pore-filling and grain-coating HBS with several hydrate saturation (Shyd) were constructed by guaranteeing the same extent of connectivity. Then the steady-state relative permeability measurement and drainage capillary pressure measurement processes were simulated by the LB model for two HDM cases under several Shyd. The results showed that in the hydrophilic HBS, the relative permeability of gas in the pore-filling case is obviously larger than that in the grain-coating case at the same Shyd, and larger capillary pressure can be obtained in the pore-filling case. In addition, as the Shyd increased, it would notably enhance these differences of fluids relative permeability and capillary pressure between two HDM cases. Because the HDM can not only influence the pore space structures but also the wettability of the porous medium by creating solid surfaces of varying wettability, the distribution and transport of fluid phases in different HDM cases can be obviously affected. The phase-filed LB model applied in this study is capable to handle and suppress the spurious currents at phase interfaces, ensuring a satisfactory numerical stability and accuracy. Thus, the real density and viscosity contrasts between the water and gas under the in-situ thermodynamic conditions can be considered in the simulation. The impacts of HDM on the gas and water transport were quantitively analyzed by simulating multiphase flow processes in HBS.
气、水输运行为是影响油气产量的关键因素之一,受含水合物沉积物孔隙特征和毛细作用的控制。水合物分布形态(HDM)能显著影响HBS的孔隙结构,影响气、水的相对渗透率。为了阐明HDM在微观尺度上的影响,建立了一个相场晶格玻尔兹曼(LB)模型来描述HBS中气体和水的输运。为了模拟存在明显密度和粘度差异的非混相流体的输运,建立了具有界面跟踪方程保守形式的相场LB模型,以抑制相界面处的杂散电流。为了描述流固相互作用,对固相(水合物和颗粒)均采用回弹条件来实现防滑条件,对颗粒和水合物采用润湿性条件来描述润湿性行为。为了提高数值稳定性,采用了多松弛时间(MRT)碰撞算子,并选择了梯度算子具有8阶精度的离散化方案。在这项工作中,我们首先通过应用几个基准案例来验证我们的模型,这些案例针对密度对比明显的流体,如分层Couette/Poiseuille流动、瑞利-泰勒不稳定性。在保证相同连通性的前提下,构建了具有不同水合物饱和度(Shyd)的孔隙填充和颗粒包覆HBS的合成几何形状。在此基础上,利用LB模型模拟了两种HDM工况下稳态相对渗透率测量和排水毛管压力测量过程。结果表明:在亲水HBS中,相同体积条件下,充孔情况下气体的相对渗透率明显大于包覆情况,充孔情况下可获得更大的毛管压力;此外,随着Shyd的增加,两种HDM情况下流体相对渗透率和毛细压力的差异会显著增强。由于HDM不仅可以影响孔隙空间结构,还可以通过形成不同润湿性的固体表面来影响多孔介质的润湿性,因此不同HDM情况下流体相的分布和输运会受到明显影响。本研究采用的相场LB模型能够处理和抑制相界面处的杂散电流,保证了满意的数值稳定性和精度。因此,可以在模拟中考虑原位热力学条件下水与气的真实密度和粘度差异。通过模拟HBS中多相流过程,定量分析了HDM对气、水输运的影响。
{"title":"Pore-Scale Modellings on the Impacts of Hydrate Distribution Morphology on Gas and Water Transport in Hydrate-Bearing Sediments","authors":"Zhuoran Li, Jiahui You, G. Qin","doi":"10.2118/208983-ms","DOIUrl":"https://doi.org/10.2118/208983-ms","url":null,"abstract":"\u0000 Gas and water transport behavior, which is controlled by the pore characteristics and capillarity in hydrate-bearing sediments (HBS), is one of the key factors affecting the gas production. Hydrate distribution morphology (HDM) can significantly influence the pore structures of HBS, affecting the relative permeabilities of gas and water. To elucidate the impacts of HDM in microscopic scale, a phase-field lattice Boltzmann (LB) model is developed to describe the gas and water transport in HBS.To simulate the transport of immiscible fluids, which exist obvious density and viscosity contrasts, a phase-field LB model with the conservative form of interface-tracking equation is developed to suppress the spurious currents at phase interfaces. To describe the fluid-solid interactions, the bounce-back condition is applied for both solid phases (hydrate and grains) to achieve the non-slip condition and the wettability condition is applied for grains and hydrate to describe the wettability behavior. To improve the numerical stability, the multi-relaxation-time (MRT) collision operator is applied and the discretization schemes with 8th order accuracy for the gradient operator are selected. In this work, we first validated our model by applying several benchmark cases aiming at fluids with obvious density contrasts such as the layered Couette/Poiseuille flows, Rayleigh–Taylor instability. Then the synthetic geometries of the pore-filling and grain-coating HBS with several hydrate saturation (Shyd) were constructed by guaranteeing the same extent of connectivity. Then the steady-state relative permeability measurement and drainage capillary pressure measurement processes were simulated by the LB model for two HDM cases under several Shyd. The results showed that in the hydrophilic HBS, the relative permeability of gas in the pore-filling case is obviously larger than that in the grain-coating case at the same Shyd, and larger capillary pressure can be obtained in the pore-filling case. In addition, as the Shyd increased, it would notably enhance these differences of fluids relative permeability and capillary pressure between two HDM cases. Because the HDM can not only influence the pore space structures but also the wettability of the porous medium by creating solid surfaces of varying wettability, the distribution and transport of fluid phases in different HDM cases can be obviously affected. The phase-filed LB model applied in this study is capable to handle and suppress the spurious currents at phase interfaces, ensuring a satisfactory numerical stability and accuracy. Thus, the real density and viscosity contrasts between the water and gas under the in-situ thermodynamic conditions can be considered in the simulation. The impacts of HDM on the gas and water transport were quantitively analyzed by simulating multiphase flow processes in HBS.","PeriodicalId":11077,"journal":{"name":"Day 2 Thu, March 17, 2022","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2022-03-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"88077099","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
Improvement of Energy Efficiency in Gas Condensate Stabilization Unit: Process Optimization Through Exergy Analysis 凝析稳定装置能源效率的提高:通过火用分析进行工艺优化
Pub Date : 2022-03-11 DOI: 10.2118/208957-ms
A. Hajizadeh, Mohamad Mohamadi-Baghmolaei, F. Mirghaderi, R. Azin, S. Zendehboudi, Taghi Saneei, H. Rajaei, Sajjad Keshavarzian
Gas condensate stabilization is a common process in gas refineries and petrochemical industries. This process is energy-consuming since it uses distillation columns and furnaces to separate different cuts from the condensate feed. This study aims to improve the performance of the gas condensate stabilization unit in a large petrochemical company in terms of energy efficiency and loss prevention. The case under investigation is the gas condensate stabilization unit in the Nouri Petrochemical Company, treating 568 t/h of raw condensate feed. This plant includes two distillation columns, two furnaces, pumps, heat exchangers, and air coolers. A hybrid energy and exergy analysis is conducted in this study. First, the validation of the simulation phase is performed, and a parametric sensitivity analysis is conducted to explore the effects of various parameters, such as operating temperature and pressure, on the process performance. After that, the most influential variables are identified using thermodynamic analyses for optimization and design purposes. An optimization method is employed to attain the maximum production improvement and exergy efficiency. The exergy analysis shows 187.4 MW total exergy destruction in the plant; furnaces account for 79% of the total exergy destruction. According to the sensitivity analysis results, the energy consumption of the process could be reduced by 33.7 MW; this is an 18% reduction in the plant's energy consumption. The optimal process conditions outperform the current and design states (4.6% improvement in exergy efficiency). The fuel gas consumption is reduced by 2.1 t/h, leading to a reduction of 128 t/d CO2 emissions.
凝析气稳定是炼油厂和石油化工行业的常见工艺。这个过程是耗能的,因为它使用蒸馏塔和熔炉从冷凝料中分离不同的切割。本研究旨在提高某大型石化公司凝析油稳定装置的能效和防损性能。正在调查的案例是努里石化公司的凝析油稳定装置,处理568 t/h的原料凝析油。该装置包括两个蒸馏塔、两个炉、泵、热交换器和空气冷却器。本研究进行了能量和火用混合分析。首先,对仿真阶段进行验证,并进行参数敏感性分析,探索操作温度、压力等各参数对工艺性能的影响。之后,使用热力学分析确定最具影响力的变量,以进行优化和设计。采用优化方法实现最大的生产改进和能源效率。火用分析表明,该电站共耗187.4 MW;炉子占总火用破坏的79%。根据灵敏度分析结果,该工艺能耗可降低33.7 MW;这将使工厂的能耗减少18%。最佳工艺条件优于当前和设计状态(能源效率提高4.6%)。燃料气体消耗减少2.1 t/h,从而减少128 t/d的二氧化碳排放量。
{"title":"Improvement of Energy Efficiency in Gas Condensate Stabilization Unit: Process Optimization Through Exergy Analysis","authors":"A. Hajizadeh, Mohamad Mohamadi-Baghmolaei, F. Mirghaderi, R. Azin, S. Zendehboudi, Taghi Saneei, H. Rajaei, Sajjad Keshavarzian","doi":"10.2118/208957-ms","DOIUrl":"https://doi.org/10.2118/208957-ms","url":null,"abstract":"\u0000 Gas condensate stabilization is a common process in gas refineries and petrochemical industries. This process is energy-consuming since it uses distillation columns and furnaces to separate different cuts from the condensate feed. This study aims to improve the performance of the gas condensate stabilization unit in a large petrochemical company in terms of energy efficiency and loss prevention. The case under investigation is the gas condensate stabilization unit in the Nouri Petrochemical Company, treating 568 t/h of raw condensate feed. This plant includes two distillation columns, two furnaces, pumps, heat exchangers, and air coolers. A hybrid energy and exergy analysis is conducted in this study. First, the validation of the simulation phase is performed, and a parametric sensitivity analysis is conducted to explore the effects of various parameters, such as operating temperature and pressure, on the process performance. After that, the most influential variables are identified using thermodynamic analyses for optimization and design purposes.\u0000 An optimization method is employed to attain the maximum production improvement and exergy efficiency. The exergy analysis shows 187.4 MW total exergy destruction in the plant; furnaces account for 79% of the total exergy destruction. According to the sensitivity analysis results, the energy consumption of the process could be reduced by 33.7 MW; this is an 18% reduction in the plant's energy consumption. The optimal process conditions outperform the current and design states (4.6% improvement in exergy efficiency). The fuel gas consumption is reduced by 2.1 t/h, leading to a reduction of 128 t/d CO2 emissions.","PeriodicalId":11077,"journal":{"name":"Day 2 Thu, March 17, 2022","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2022-03-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"79843733","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
Use of Rigorous Multiphase Flow Models for Leak Detection and Online Flow Assurance 使用严格的多相流模型进行泄漏检测和在线流量保证
Pub Date : 2022-03-11 DOI: 10.2118/208899-ms
K. Havre, C. Trudvang, G. Kjørrefjord, Sonia Smith, Colin C King, Jaqueline Vinicombe, Trevor A. Roberts
Cenovus Energy has deployed a rigorous multiphase flow assurance online solution to detect leaks and monitor hydrate formation conditions at the White Rose Field and satellite extensions 350 km east of St. John's, Newfoundland and Labrador, Canada. Twenty-five production wells are connected via subsea manifolds to the SeaRose floating production storage and offloading (FPSO) system, through four flexible flowlines and risers. An online subsea advisor has been developed to provide control-room operators with enhanced monitoring/visibility in detecting potential leaks and hydrate formation within the subsea system, including the mechanical flowline connectors. The online solution makes use of a commercial multiphase flow simulator. An online real-time mode (RTM) was developed to simulate the production loops connecting the manifolds to the SeaRose FPSO. The wells are equipped with multiphase flowmeters, which are calibrated at regular intervals during well test campaigns. Reconciled flow rates from the meters are used as inlet boundary conditions to the real-time multiphase model. This RTM acts as a digital twin of the production network. As part of the online subsea advisor leak detection system (LDS), Schlumberger has delivered improved algorithms for leak detection in multiphase production networks. The solution makes use of 14 signatures indicating leaks, which form the basis for a generalized multivariable LDS. Artificial intelligence and data clustering are used to determine whether the signature vector indicates a leak. By making use of multiple leak signatures, the system becomes more robust with respect to sensor faults and drift. Multiple signatures also reduce the number of false alarms and make the LDS less dependent on model calibration. The use of signatures, artificial intelligence and data clustering is new compared to traditional mass balance model-based LDS. The theory is described with results from four of these 14 signatures in the paper. The advisor system monitors the potential for hydrate formation conditions and calculates the hydrate margin at the flowline connectors, which have been identified as potential "cold spots." A rigorous flowline connector model has been implemented at positions along the flow path where they exist in the field. This model is fine-tuned to estimate mechanical flowline connector wall temperatures. This gives the control-room operators a realistic estimate of reaction time to manage an emergency shutdown and initiates an alarm when hydrate conditions will be reached, prompting immediate action of predefined safeguard measures.
Cenovus Energy公司在加拿大纽芬兰和拉布拉多省St. John’s以东350公里的White Rose油田和卫星延伸区部署了一套严格的多相流保证在线解决方案,用于检测泄漏和监测水合物形成状况。25口生产井通过水下管汇连接到SeaRose浮式生产储油和卸载(FPSO)系统,通过4条柔性管线和立管。该公司开发了一种在线海底咨询器,为控制室操作人员提供了更好的监控/可视性,以检测海底系统(包括机械管线连接器)内的潜在泄漏和水合物形成。在线解决方案利用了商用多相流模拟器。开发了一种在线实时模式(RTM)来模拟将管汇连接到seaose FPSO的生产循环。这些井配备了多相流量计,在试井期间定期进行校准。在实时多相模型中,从仪表得到的协调流量被用作入口边界条件。该RTM充当生产网络的数字孪生体。作为在线海底顾问泄漏检测系统(LDS)的一部分,斯伦贝谢为多相生产网络提供了改进的泄漏检测算法。该解决方案使用了14个表示泄漏的签名,这些签名构成了广义多变量LDS的基础。使用人工智能和数据聚类来确定签名向量是否表示泄漏。通过使用多重泄漏签名,系统在传感器故障和漂移方面变得更加鲁棒。多重签名还减少了假警报的数量,并使LDS减少了对模型校准的依赖。与传统的基于质量平衡模型的LDS相比,签名、人工智能和数据聚类的使用是新的。该理论是用论文中这14个签名中的4个签名的结果来描述的。顾问系统监测潜在的水合物形成条件,并计算管线连接处的水合物裕度,这些连接处已被确定为潜在的“冷点”。严格的流线连接器模型已经在沿着流道的位置实施,因为它们在现场存在。该模型经过微调,可用于估计机械管线接头壁温度。这为控制室操作人员提供了一个实际的反应时间估计,以管理紧急关闭,并在达到水合物条件时启动警报,提示立即采取预定义的保护措施。
{"title":"Use of Rigorous Multiphase Flow Models for Leak Detection and Online Flow Assurance","authors":"K. Havre, C. Trudvang, G. Kjørrefjord, Sonia Smith, Colin C King, Jaqueline Vinicombe, Trevor A. Roberts","doi":"10.2118/208899-ms","DOIUrl":"https://doi.org/10.2118/208899-ms","url":null,"abstract":"\u0000 Cenovus Energy has deployed a rigorous multiphase flow assurance online solution to detect leaks and monitor hydrate formation conditions at the White Rose Field and satellite extensions 350 km east of St. John's, Newfoundland and Labrador, Canada. Twenty-five production wells are connected via subsea manifolds to the SeaRose floating production storage and offloading (FPSO) system, through four flexible flowlines and risers.\u0000 An online subsea advisor has been developed to provide control-room operators with enhanced monitoring/visibility in detecting potential leaks and hydrate formation within the subsea system, including the mechanical flowline connectors. The online solution makes use of a commercial multiphase flow simulator. An online real-time mode (RTM) was developed to simulate the production loops connecting the manifolds to the SeaRose FPSO. The wells are equipped with multiphase flowmeters, which are calibrated at regular intervals during well test campaigns. Reconciled flow rates from the meters are used as inlet boundary conditions to the real-time multiphase model. This RTM acts as a digital twin of the production network.\u0000 As part of the online subsea advisor leak detection system (LDS), Schlumberger has delivered improved algorithms for leak detection in multiphase production networks. The solution makes use of 14 signatures indicating leaks, which form the basis for a generalized multivariable LDS. Artificial intelligence and data clustering are used to determine whether the signature vector indicates a leak. By making use of multiple leak signatures, the system becomes more robust with respect to sensor faults and drift. Multiple signatures also reduce the number of false alarms and make the LDS less dependent on model calibration. The use of signatures, artificial intelligence and data clustering is new compared to traditional mass balance model-based LDS. The theory is described with results from four of these 14 signatures in the paper.\u0000 The advisor system monitors the potential for hydrate formation conditions and calculates the hydrate margin at the flowline connectors, which have been identified as potential \"cold spots.\" A rigorous flowline connector model has been implemented at positions along the flow path where they exist in the field. This model is fine-tuned to estimate mechanical flowline connector wall temperatures. This gives the control-room operators a realistic estimate of reaction time to manage an emergency shutdown and initiates an alarm when hydrate conditions will be reached, prompting immediate action of predefined safeguard measures.","PeriodicalId":11077,"journal":{"name":"Day 2 Thu, March 17, 2022","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2022-03-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"84400113","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
Thermal Stimulation on Enhanced Coalbed Methane Recovery Under Microwave Heating Based on a Fully Coupled Numerical Model 基于全耦合数值模型的微波加热下煤层气采收率的热模拟
Pub Date : 2022-03-11 DOI: 10.2118/208904-ms
Jingyi Zhu, Hao Wang, Zhaozhong Yang, Xiaogang Li, Jie Zhou
For the desorption of methane, thermal stimulation is an alternative to develop coalbed methane (CBM) when it is difficult to reduce the formation pressure. Microwave heating is a promising thermal method to increase the gas recovery of CBM especially for the CBM reservoir with high heterogeneity and low water content. The current study aims to establish a fully coupled numerical model to understand the enhanced gas recovery (EGR) mechanism of CBM under microwave heating. In the study, the CBM reservoir model was developed first. Then a mathematical model considering electromagnetic excitation, heat transfer, mass transfer, Langmuir adsorption, and fluid flow was built. Moreover, some important parameters were set as temperature-dependent to achieve the coupling effects among the multiphysics. Based on the above two models, a fully coupled electromagnetic-thermal-hydraulic-mechanical model was solved by the finite element, so that the distributions of electric field, reservoir temperature, methane concentration were able to be investigated. Finally, a sensitivity analysis including water content, microwave power and microwave heating mode was done based on the heating efficiency and EGR. Under microwave heating, the electric field distributes near the microwave heater with the maximum electric intensity as 1.07×103 V/m. The high electric intensity and low thermal conductivity easily enables microwaves to generate the required temperature region within CBM reservoir, so that 200 W power was applied to continuous heat the formation. Under 1 day, the maximum temperature of CBM reservoir increased to 81 °C, enabling the desorption of methane. Moreover, heating efficiency is controlled by the dielectric properties as well as electric field intensity of the CBM reservoir, although the existence of water content increases the dielectric constant within the CBM reservoir. In addition, by setting the temperature-dependent properties, microwave heating shows the ability to induce the pore volume changes by generating thermal stress, so that the porosity and permeability of CBM reservoir near the heater increase from 0.15 to 0.24 and from 0.36 mD to 1.47 mD, respectively. Based on the above positive effects of microwave heating, the CBM recovery could be significantly enhanced. Finally, in order to transfer the heat deeper into the reservoir, the feasibility of stepwise microwave heating mode has been successfully proven based on the temperature distribution within the CBM reservoir. In the study, microwave has showed great potential in enhancing the CBM recovery resulting from its high heating efficiency and pore induction effect. The results presented in this paper can provide comprehensive guidance for the optimization of microwave heating parameters.
对于甲烷的解吸,在地层压力难以降低的情况下,热采是开发煤层气的一种替代方法。微波加热是一种很有前途的提高煤层气采收率的热采方法,尤其适用于高非均质、低含水率的煤层气储层。本研究旨在建立一个全耦合的数值模型,以了解微波加热下煤层气提高采收率(EGR)机理。本研究首先建立了煤层气储层模型。然后建立了考虑电磁激励、传热、传质、Langmuir吸附和流体流动的数学模型。此外,为了实现多物理场之间的耦合效应,还将一些重要参数设置为与温度相关。基于上述两种模型,采用有限元方法求解了全耦合的电磁-热-水-力模型,从而研究了电场、储层温度、甲烷浓度的分布。最后,基于加热效率和EGR对微波加热方式、微波功率和含水量进行敏感性分析。微波加热时,电场分布在微波加热器附近,最大电强度为1.07×103 V/m。高电强度和低热导率使微波能够在煤层气储层内产生所需的温度区域,因此可以使用200 W功率对储层进行连续加热。1天内,煤层气储层最高温度升至81℃,有利于甲烷的解吸。此外,尽管含水率的存在增加了煤层气储层内的介电常数,但加热效率受储层介电性质和电场强度的控制。此外,通过设定温度相关性质,微波加热能够通过产生热应力诱发孔隙体积变化,使靠近加热器的煤层气储层孔隙度和渗透率分别从0.15 mD和0.36 mD增加到0.24 mD和1.47 mD。基于上述积极效应,微波加热可显著提高煤层气采收率。最后,根据煤层气储层内部温度分布,成功验证了微波分步加热模式的可行性,为将热量更深入地传递给储层。在研究中,微波由于具有较高的加热效率和孔隙诱导效应,在提高煤层气采收率方面显示出很大的潜力。研究结果可为微波加热参数的优化提供全面的指导。
{"title":"Thermal Stimulation on Enhanced Coalbed Methane Recovery Under Microwave Heating Based on a Fully Coupled Numerical Model","authors":"Jingyi Zhu, Hao Wang, Zhaozhong Yang, Xiaogang Li, Jie Zhou","doi":"10.2118/208904-ms","DOIUrl":"https://doi.org/10.2118/208904-ms","url":null,"abstract":"\u0000 For the desorption of methane, thermal stimulation is an alternative to develop coalbed methane (CBM) when it is difficult to reduce the formation pressure. Microwave heating is a promising thermal method to increase the gas recovery of CBM especially for the CBM reservoir with high heterogeneity and low water content. The current study aims to establish a fully coupled numerical model to understand the enhanced gas recovery (EGR) mechanism of CBM under microwave heating.\u0000 In the study, the CBM reservoir model was developed first. Then a mathematical model considering electromagnetic excitation, heat transfer, mass transfer, Langmuir adsorption, and fluid flow was built. Moreover, some important parameters were set as temperature-dependent to achieve the coupling effects among the multiphysics. Based on the above two models, a fully coupled electromagnetic-thermal-hydraulic-mechanical model was solved by the finite element, so that the distributions of electric field, reservoir temperature, methane concentration were able to be investigated. Finally, a sensitivity analysis including water content, microwave power and microwave heating mode was done based on the heating efficiency and EGR.\u0000 Under microwave heating, the electric field distributes near the microwave heater with the maximum electric intensity as 1.07×103 V/m. The high electric intensity and low thermal conductivity easily enables microwaves to generate the required temperature region within CBM reservoir, so that 200 W power was applied to continuous heat the formation. Under 1 day, the maximum temperature of CBM reservoir increased to 81 °C, enabling the desorption of methane. Moreover, heating efficiency is controlled by the dielectric properties as well as electric field intensity of the CBM reservoir, although the existence of water content increases the dielectric constant within the CBM reservoir. In addition, by setting the temperature-dependent properties, microwave heating shows the ability to induce the pore volume changes by generating thermal stress, so that the porosity and permeability of CBM reservoir near the heater increase from 0.15 to 0.24 and from 0.36 mD to 1.47 mD, respectively. Based on the above positive effects of microwave heating, the CBM recovery could be significantly enhanced. Finally, in order to transfer the heat deeper into the reservoir, the feasibility of stepwise microwave heating mode has been successfully proven based on the temperature distribution within the CBM reservoir.\u0000 In the study, microwave has showed great potential in enhancing the CBM recovery resulting from its high heating efficiency and pore induction effect. The results presented in this paper can provide comprehensive guidance for the optimization of microwave heating parameters.","PeriodicalId":11077,"journal":{"name":"Day 2 Thu, March 17, 2022","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2022-03-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"83303862","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
The Impact of Increase in Lateral Length on Production Performance of Horizontal Thermal Wells 水平段长度增加对水平井生产动态的影响
Pub Date : 2022-03-11 DOI: 10.2118/208977-ms
H. Izadi, Morteza Roostaei, Mahdi Mahmoudi, S. A. Hosseini, M. Soroush, G. Rosi, J. Stevenson, Aubrey Tuttle, Colby Sutton, J. Leung, Vahidoddin Fattahpour
Drilling the horizontal wells was the beginning of unlocking the enormous potential of Western Canada oil-sands. However, several technical and operational challenges avoid the so-called extended reach Steam Assisted Gravity Drainage (SAGD) wells. The last few years drive to reduce Capital Expenditures (CAPEX) encouraged the development of key innovative tools to make long thermal wells a reality. SAGD pad development using maximum possible well-length has taken significant leaps in economical assessment of SAGD projects. The goal of this paper is investigating the impact of Flow Control Devices (FCDs) on the overall performance of the long wells in SAGD projects. In this paper, seven major thermal projects in Western Canada were investigated. Production history of all the wells is normalized by the variation of the geological condition, operational parameters, and well length. Following a convention in the industry, the wells with lateral length longer than 850 meters are labeled as "long" and those shorter than 850 meters are labeled as "short". Eventually, normalized oil production by long wells completed or retrofitted with FCDs is compared with those without FCDs to supply insight on the role of completion design on relative performance of drilling long wells. The comparison has been conducted with respect to different completion types such as Liner or Tubing Deployed FCDs (LDFCD or TDFCDs). On average, long wells produced 2% more normalized oil compared to short wells for all projects, while they produced on average 16% more normalized oil in the projects 1, 2, 6, and 7 in which long wells successfully drilled. The historical production performances show that FCDs are the key enablers and innovative strategy to drill longer wells. For successful long wells with FCDs, the normalized oil production is improved as high as 81%, and the improvement rate is 108% and 10% for LD and TD FCDs, respectively. Furthermore, the completion strategy of combining long wells with FCDs improved the normalized oil production about 33% compared to short wells. This study shows that switching from short wells to long wells in SAGD projects and completing them with FCDs is a synergic approach to increase the oil production (33%). The results of this paper confirmed that drilling long wells with FCDs is a win-win strategy resulted in more oil production compared to long/ short wells without FCDs; since CAPEX is reduced by long wells and oil production is increased by FCDs. The results also help completion and production engineers to get a better understanding of the contribution of FCDs in long lateral wells.
钻水平井是释放加拿大西部油砂巨大潜力的开始。然而,一些技术和操作挑战避免了所谓的大位移蒸汽辅助重力泄油(SAGD)井。过去几年,为了降低资本支出(CAPEX),开发了一些关键的创新工具,使长热井成为现实。利用最大可能井长进行SAGD垫块开发,在SAGD项目的经济评估方面取得了重大飞跃。本文的目的是研究流量控制装置(fcd)对SAGD项目中长井整体性能的影响。本文对加拿大西部的七个大型热力项目进行了调查。所有井的生产历史通过地质条件、操作参数和井长的变化进行归一化。按照行业惯例,横向长度超过850米的井被标记为“长”井,横向长度小于850米的井被标记为“短”井。最后,将使用fcd完井或改造的长井的正常产油量与不使用fcd的长井进行比较,以了解完井设计对长井钻井相对性能的作用。对不同完井类型进行了比较,如尾管或油管下入式fcd (LDFCD或tdfcd)。在所有项目中,与短井相比,长井的标准化产油量平均高出2%,而在长井成功钻探的项目1、2、6和7中,长井的标准化产油量平均高出16%。历史生产表现表明,fcd是钻更长井的关键推动因素和创新策略。对于成功使用fcd的长井,标准化产油量提高高达81%,LD和TD fcd的提高率分别为108%和10%。此外,与短井相比,长井与fcd相结合的完井策略使正常产油量提高了约33%。该研究表明,在SAGD项目中,从短井转向长井并使用fcd完井是一种提高石油产量(33%)的协同方法。本文的研究结果证实,与不使用FCDs的长/短井相比,使用FCDs钻长井是一种双赢的策略,可以获得更多的石油产量;因为长井减少了资本支出,fcd增加了石油产量。该结果还有助于完井和生产工程师更好地了解fcd在长分支井中的作用。
{"title":"The Impact of Increase in Lateral Length on Production Performance of Horizontal Thermal Wells","authors":"H. Izadi, Morteza Roostaei, Mahdi Mahmoudi, S. A. Hosseini, M. Soroush, G. Rosi, J. Stevenson, Aubrey Tuttle, Colby Sutton, J. Leung, Vahidoddin Fattahpour","doi":"10.2118/208977-ms","DOIUrl":"https://doi.org/10.2118/208977-ms","url":null,"abstract":"\u0000 Drilling the horizontal wells was the beginning of unlocking the enormous potential of Western Canada oil-sands. However, several technical and operational challenges avoid the so-called extended reach Steam Assisted Gravity Drainage (SAGD) wells. The last few years drive to reduce Capital Expenditures (CAPEX) encouraged the development of key innovative tools to make long thermal wells a reality. SAGD pad development using maximum possible well-length has taken significant leaps in economical assessment of SAGD projects. The goal of this paper is investigating the impact of Flow Control Devices (FCDs) on the overall performance of the long wells in SAGD projects.\u0000 In this paper, seven major thermal projects in Western Canada were investigated. Production history of all the wells is normalized by the variation of the geological condition, operational parameters, and well length. Following a convention in the industry, the wells with lateral length longer than 850 meters are labeled as \"long\" and those shorter than 850 meters are labeled as \"short\". Eventually, normalized oil production by long wells completed or retrofitted with FCDs is compared with those without FCDs to supply insight on the role of completion design on relative performance of drilling long wells. The comparison has been conducted with respect to different completion types such as Liner or Tubing Deployed FCDs (LDFCD or TDFCDs).\u0000 On average, long wells produced 2% more normalized oil compared to short wells for all projects, while they produced on average 16% more normalized oil in the projects 1, 2, 6, and 7 in which long wells successfully drilled. The historical production performances show that FCDs are the key enablers and innovative strategy to drill longer wells. For successful long wells with FCDs, the normalized oil production is improved as high as 81%, and the improvement rate is 108% and 10% for LD and TD FCDs, respectively. Furthermore, the completion strategy of combining long wells with FCDs improved the normalized oil production about 33% compared to short wells. This study shows that switching from short wells to long wells in SAGD projects and completing them with FCDs is a synergic approach to increase the oil production (33%).\u0000 The results of this paper confirmed that drilling long wells with FCDs is a win-win strategy resulted in more oil production compared to long/ short wells without FCDs; since CAPEX is reduced by long wells and oil production is increased by FCDs. The results also help completion and production engineers to get a better understanding of the contribution of FCDs in long lateral wells.","PeriodicalId":11077,"journal":{"name":"Day 2 Thu, March 17, 2022","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2022-03-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"90715934","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: 1
Quantitative Production Steering through High-Definition Boundary Detection Service for the Sustainable Development of the Bottomwater Reservoir 通过高清边界检测服务实现井底油藏可持续开发的定量生产导向
Pub Date : 2022-03-11 DOI: 10.2118/208892-ms
Junli Huang, Qingyou Meng, B. Chang, Chao Wang, Youliang Zeng, Xingbao Wu, Chengwen He
In the northern part of the South China Sea, P oilfield entered the mature stage with a high water cut. As an important contribution to the sustainable development of this field, a horizonal infill campaign targeted the unexploited areas for their valuable remaining oil for improving oil recovery. However, the sparse well control and low-resolution seismic data induced high uncertainties regarding the structural profile, reservoir properties, effective oil column, and remaining reserves with the bottomwater drive in the infill well area. These uncertainties greatly affected the production steering efficiency in the complex reservoirs and well performance, which cannot be effectively addressed by the conventional logging and modeling technologies. Predrilling modeling results and global successful cases could increase operators the confidence in using the high-definition boundary detection service (HDBDS) for achieving well objectives. Without any artificial assumptions, HDBDS could provide the stochastic resistivity inversion to remotely identify the quantitative subsurface features, including layer numbers, resistivity and anisotropy distribution, thickness, and dip. In the specific operation area, the inversion can detect the reservoir features up to 3 m from the borehole, which could quantitatively reconstruct the subsurface profile to efficiently guide the horizontal geosteering operation for maximum standoff from the water zone. Furthermore, the production steering can be enhanced through optimizing the corresponding water-controlled completion configurations. During the real-time execution of the horizontal infill wells with an approximate 500- to 600-m section, HDBDS inversion could map the effective boundaries with a distance of up to approximately 3 m, including reservoir top and bottom, water zone top, as well as some interbed boundaries. Combining conventional measurements and HDBDS inversion, the subsurface model was quantitatively reconstructed with the obvious deviations from the original elements. Subsequently, the horizontal wells were precisely controlled for enough oil column, even with a shorter production interval than prognosis in some wells. In the updated reservoir model, the inflow control device (ICD) water-controlled completion configuration was specifically optimized to delay bottomwater breakthrough. As a result, the effective production steering was achieved, with the actual well performance better than expected. Furthermore, the oil trap column and remaining oil reserves could be reassessed to evaluate the production potential and further development direction in this field. Generally, HDBDS inversion could update the quantitative model to induce the production steering, which was valuable to contribute to the sustainability of this bottomwater field in the deep-development stage.
南海北部P油田进入成熟期,含水较高。水平井水平井水平井水平井水平井水平井水平井水平井水平井水平井水平井水平井水平井水平井水平井水平井水平井水平井水平井水平井水平井水平井水平井水平井水平井水平井水平井水平井然而,稀疏的井控和低分辨率的地震数据导致了在填充井区进行底水驱时,在构造剖面、储层性质、有效油柱和剩余储量方面存在很大的不确定性。这些不确定性极大地影响了复杂油藏的生产转向效率和井的性能,而传统的测井和建模技术无法有效地解决这些问题。钻前建模结果和全球成功案例可以提高运营商使用高清边界检测服务(HDBDS)实现钻井目标的信心。在没有任何人为假设的情况下,HDBDS可以提供随机电阻率反演,远程识别定量的地下特征,包括层数、电阻率和各向异性分布、厚度和倾角。在具体作业区域,反演可以探测到距井眼3 m以内的储层特征,定量重建地下剖面,有效指导水平地质导向作业,最大限度地远离水区。此外,通过优化相应的水控完井配置,可以增强生产导向。在500 ~ 600米水平井段的实时执行过程中,HDBDS反演可以绘制出3米左右的有效边界,包括储层顶底、含水层顶以及一些互层边界。结合常规测量和HDBDS反演,定量重建了地下模型,与原始元素偏差明显。随后,对水平井进行了精确控制,以获得足够的油柱,甚至有些井的生产间隔比预测要短。在更新的油藏模型中,专门优化了流入控制装置(ICD)控水完井配置,以延迟底水突破。结果,实现了有效的生产导向,实际井的性能优于预期。在此基础上,对圈闭油柱和剩余油储量进行重新评价,评价该区的生产潜力和进一步开发方向。一般来说,HDBDS反演可以更新定量模型,诱导生产转向,这对该底水油田在深部开发阶段的可持续性有重要价值。
{"title":"Quantitative Production Steering through High-Definition Boundary Detection Service for the Sustainable Development of the Bottomwater Reservoir","authors":"Junli Huang, Qingyou Meng, B. Chang, Chao Wang, Youliang Zeng, Xingbao Wu, Chengwen He","doi":"10.2118/208892-ms","DOIUrl":"https://doi.org/10.2118/208892-ms","url":null,"abstract":"\u0000 In the northern part of the South China Sea, P oilfield entered the mature stage with a high water cut. As an important contribution to the sustainable development of this field, a horizonal infill campaign targeted the unexploited areas for their valuable remaining oil for improving oil recovery. However, the sparse well control and low-resolution seismic data induced high uncertainties regarding the structural profile, reservoir properties, effective oil column, and remaining reserves with the bottomwater drive in the infill well area. These uncertainties greatly affected the production steering efficiency in the complex reservoirs and well performance, which cannot be effectively addressed by the conventional logging and modeling technologies.\u0000 Predrilling modeling results and global successful cases could increase operators the confidence in using the high-definition boundary detection service (HDBDS) for achieving well objectives. Without any artificial assumptions, HDBDS could provide the stochastic resistivity inversion to remotely identify the quantitative subsurface features, including layer numbers, resistivity and anisotropy distribution, thickness, and dip. In the specific operation area, the inversion can detect the reservoir features up to 3 m from the borehole, which could quantitatively reconstruct the subsurface profile to efficiently guide the horizontal geosteering operation for maximum standoff from the water zone. Furthermore, the production steering can be enhanced through optimizing the corresponding water-controlled completion configurations.\u0000 During the real-time execution of the horizontal infill wells with an approximate 500- to 600-m section, HDBDS inversion could map the effective boundaries with a distance of up to approximately 3 m, including reservoir top and bottom, water zone top, as well as some interbed boundaries. Combining conventional measurements and HDBDS inversion, the subsurface model was quantitatively reconstructed with the obvious deviations from the original elements. Subsequently, the horizontal wells were precisely controlled for enough oil column, even with a shorter production interval than prognosis in some wells. In the updated reservoir model, the inflow control device (ICD) water-controlled completion configuration was specifically optimized to delay bottomwater breakthrough. As a result, the effective production steering was achieved, with the actual well performance better than expected. Furthermore, the oil trap column and remaining oil reserves could be reassessed to evaluate the production potential and further development direction in this field.\u0000 Generally, HDBDS inversion could update the quantitative model to induce the production steering, which was valuable to contribute to the sustainability of this bottomwater field in the deep-development stage.","PeriodicalId":11077,"journal":{"name":"Day 2 Thu, March 17, 2022","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2022-03-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"89781346","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
Machine Learning Enhanced Upscaling of Anisotropic Shear Strength for Heterogeneous Oil Sands 机器学习增强非均质油砂各向异性抗剪强度升级
Pub Date : 2022-03-11 DOI: 10.2118/208885-ms
Bo Zhang, Zhiwei Ma, Dongming Zheng, R. Chalaturnyk, J. Boisvert
Weak shale beddings are widely distributed in the overburden and reservoir of oil sand deposits and lead to reduced anisotropic shear strength. Understanding the shear strength of the overburden and the reservoir is important in risk assessment of slope stability in open-pit mining and caprock integrity of in-situ thermal recovery of oil sands while optimizing the production of bitumen. Due to the restrictions of computational efficiency, cells used for simulation cannot be smaller enough to capture the details of heterogeneity in the reservoir. Therefore, a robust and efficient upscaling technique is important for modeling the impact of heterogeneity on the deformation and failure of oil sands during mining and in-situ recovery. However, current analytical and numerical upscaling techniques cannot provide computationally efficient geomechanical models that consider the impact of inclined shale beddings on shear strength. Therefore, we propose a machine learning enhanced upscaling (MLEU) technique that leverages the accuracy of local numerical upscaling and the efficiency of machine learning techniques. MLEU generates a fast and accurate machine learning-based proxy model using an artificial neural network (ANN) to predict the anisotropic shear strength of heterogeneous oil sands embedded with shale beddings. The trained model improves accuracy by 12%-76% compared to traditional methods such as response surface methodology (RSM). MLEU provides a reasonable estimate of anisotropic shear strength while considering uncertainties caused by different configurations of shale beddings. With the increasing demand for regional scale modeling of geotechnical problems, the proposed MLEU technique can be extended to other geological settings where weak beddings play a significant role and the impact of heterogeneity on shear strength is important.
弱页岩层理在油砂上覆层和储层中广泛分布,导致各向异性抗剪强度降低。了解覆盖层和储层的抗剪强度对露天矿边坡稳定性风险评估和油砂原位热采盖层完整性风险评估以及沥青优化生产具有重要意义。由于计算效率的限制,用于模拟的单元不能小到足以捕捉储层非均质性的细节。因此,对于模拟非均质性对开采和原位开采过程中油砂变形和破坏的影响来说,一种强大而有效的升级技术是非常重要的。然而,目前的分析和数值升级技术无法提供考虑倾斜页岩层理对抗剪强度影响的计算高效的地质力学模型。因此,我们提出了一种机器学习增强升级(MLEU)技术,该技术利用了局部数值升级的准确性和机器学习技术的效率。MLEU利用人工神经网络(ANN)生成了一个基于机器学习的快速准确的代理模型,用于预测嵌入页岩层理的非均质油砂的各向异性抗剪强度。与响应面法(RSM)等传统方法相比,训练后的模型准确率提高了12%-76%。MLEU在考虑页岩层理不同配置带来的不确定性的同时,提供了合理的各向异性抗剪强度估计。随着岩土工程问题区域尺度建模需求的增加,本文提出的MLEU技术可以扩展到其他地质环境中,在这些地质环境中,弱层理起重要作用,非均质性对抗剪强度的影响也很重要。
{"title":"Machine Learning Enhanced Upscaling of Anisotropic Shear Strength for Heterogeneous Oil Sands","authors":"Bo Zhang, Zhiwei Ma, Dongming Zheng, R. Chalaturnyk, J. Boisvert","doi":"10.2118/208885-ms","DOIUrl":"https://doi.org/10.2118/208885-ms","url":null,"abstract":"\u0000 Weak shale beddings are widely distributed in the overburden and reservoir of oil sand deposits and lead to reduced anisotropic shear strength. Understanding the shear strength of the overburden and the reservoir is important in risk assessment of slope stability in open-pit mining and caprock integrity of in-situ thermal recovery of oil sands while optimizing the production of bitumen.\u0000 Due to the restrictions of computational efficiency, cells used for simulation cannot be smaller enough to capture the details of heterogeneity in the reservoir. Therefore, a robust and efficient upscaling technique is important for modeling the impact of heterogeneity on the deformation and failure of oil sands during mining and in-situ recovery. However, current analytical and numerical upscaling techniques cannot provide computationally efficient geomechanical models that consider the impact of inclined shale beddings on shear strength. Therefore, we propose a machine learning enhanced upscaling (MLEU) technique that leverages the accuracy of local numerical upscaling and the efficiency of machine learning techniques. MLEU generates a fast and accurate machine learning-based proxy model using an artificial neural network (ANN) to predict the anisotropic shear strength of heterogeneous oil sands embedded with shale beddings. The trained model improves accuracy by 12%-76% compared to traditional methods such as response surface methodology (RSM). MLEU provides a reasonable estimate of anisotropic shear strength while considering uncertainties caused by different configurations of shale beddings. With the increasing demand for regional scale modeling of geotechnical problems, the proposed MLEU technique can be extended to other geological settings where weak beddings play a significant role and the impact of heterogeneity on shear strength is important.","PeriodicalId":11077,"journal":{"name":"Day 2 Thu, March 17, 2022","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2022-03-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"85865054","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
A Step-Change Improvement in Fluid Diversion, Oil Sweep Efficiency, and CO2 Storage Using Novel Nanoparticle-Based Foam 新型纳米颗粒泡沫在流体导流、驱油效率和二氧化碳储存方面的阶段性改进
Pub Date : 2022-03-11 DOI: 10.2118/208933-ms
A. Telmadarreie, Christopher Johnsen, S. Bryant
A significant amount of hydrocarbon in reservoirs is inaccessible even after deploying enhanced oil recovery methods such as gas, water, and chemical injections. Foams have been used for mobility control and fluid diversion for gas-based enhanced oil recovery, but they often lack stability in reservoir conditions. This study introduces the application of highly stable nanoparticle-based foam (nanofoam) for gas and water diversion and improving sweep efficiency and CO2 storage. A series of flow experiments in uniquely designed dual porous media were performed to investigate the performance of nanofoam in fluid diversion, sweep improvement, and CO2 storage. A permeability contrast of 5 was created to mimic the heterogeneity and fluid diversion capability of different fluids including CO2 gas, water, surfactant-based CO2 foam, and nanofoam. High permeability and low permeability porous media were saturated with water and oil (viscosity of 20 cp) respectively, mimicking a swept thief zone and bypassed oil zone. Two different types of nanoparticles were used to stabilize the nanofoam (silica-based and cellulose-based nanoparticles). These nanofoams were compared with a conventional foam stabilized only by surfactant. Due to high mobility contrast, injecting CO2 and water resulted only in displacement of water from the high permeability core, with negligible flow into the oil-saturated core. Foam was then injected with the intention of preferentially filling the high permeability core, so that subsequent CO2/water injection would be diverted into the oil-saturated core. Although surfactant foam generated relatively strong foam, it failed to divert subsequent water/CO2 into the oil-saturated core. The amount of oil recovery and additional CO2 storage was minimal. On the other hand, nanofoam (made with either type of nanoparticles) diverted both water and CO2 to the low permeability media improving oil recovery and increasing CO2 storage. Compared to pure CO2/water injection, nanofoam enhanced the incremental oil recovery by 40% of original oil in place with additional CO2 storage. This study reveals that an engineered designed nanofoam could result in step-change improvement of conventional foams performance hence delivering the results desired in field applications. A highly stable foam can play an important role to access more pore space for CO2 storage and which is inaccessible otherwise without drilling new wells.
即使采用了提高采收率的方法,如天然气、水和化学注入,油藏中仍有大量的碳氢化合物无法开采。泡沫已被用于流动性控制和流体分流,以提高气基采收率,但它们在储层条件下往往缺乏稳定性。本研究介绍了高度稳定的纳米颗粒泡沫(纳米泡沫)在气、水导流、提高波及效率和二氧化碳储存方面的应用。研究人员在独特设计的双孔介质中进行了一系列流动实验,以研究纳米泡沫在流体导流、改善扫描和二氧化碳储存方面的性能。为了模拟不同流体(包括CO2气体、水、表面活性剂基CO2泡沫和纳米泡沫)的非均质性和流体导流能力,建立了5的渗透率对比。高渗透和低渗透多孔介质分别被水和油饱和(粘度为20 cp),模拟被扫过的小偷层和被绕过的油层。两种不同类型的纳米颗粒被用来稳定纳米泡沫(硅基纳米颗粒和纤维素基纳米颗粒)。将这些纳米泡沫与仅用表面活性剂稳定的传统泡沫进行了比较。由于高流度对比,注入CO2和水只会导致水从高渗透率岩心排出,流入含油岩心的流量可以忽略不计。然后注入泡沫,目的是优先填充高渗透岩心,以便随后的CO2/水注入将被转移到含油饱和的岩心中。虽然表面活性剂泡沫产生了相对较强的泡沫,但它不能将随后的水/二氧化碳转移到油饱和的岩心中。采油量和额外的二氧化碳储存量很少。另一方面,纳米泡沫(由两种类型的纳米颗粒制成)将水和二氧化碳转移到低渗透介质中,提高了石油采收率,增加了二氧化碳的储存。与纯二氧化碳/水注入相比,纳米泡沫提高了40%的原油采收率,同时增加了二氧化碳的储存量。这项研究表明,经过工程设计的纳米泡沫材料可以逐步改善传统泡沫材料的性能,从而在现场应用中达到预期的效果。高度稳定的泡沫在获得更多的孔隙空间以储存二氧化碳方面发挥着重要作用,如果不钻新井,这些孔隙空间是无法获得的。
{"title":"A Step-Change Improvement in Fluid Diversion, Oil Sweep Efficiency, and CO2 Storage Using Novel Nanoparticle-Based Foam","authors":"A. Telmadarreie, Christopher Johnsen, S. Bryant","doi":"10.2118/208933-ms","DOIUrl":"https://doi.org/10.2118/208933-ms","url":null,"abstract":"\u0000 A significant amount of hydrocarbon in reservoirs is inaccessible even after deploying enhanced oil recovery methods such as gas, water, and chemical injections. Foams have been used for mobility control and fluid diversion for gas-based enhanced oil recovery, but they often lack stability in reservoir conditions. This study introduces the application of highly stable nanoparticle-based foam (nanofoam) for gas and water diversion and improving sweep efficiency and CO2 storage.\u0000 A series of flow experiments in uniquely designed dual porous media were performed to investigate the performance of nanofoam in fluid diversion, sweep improvement, and CO2 storage. A permeability contrast of 5 was created to mimic the heterogeneity and fluid diversion capability of different fluids including CO2 gas, water, surfactant-based CO2 foam, and nanofoam. High permeability and low permeability porous media were saturated with water and oil (viscosity of 20 cp) respectively, mimicking a swept thief zone and bypassed oil zone. Two different types of nanoparticles were used to stabilize the nanofoam (silica-based and cellulose-based nanoparticles). These nanofoams were compared with a conventional foam stabilized only by surfactant.\u0000 Due to high mobility contrast, injecting CO2 and water resulted only in displacement of water from the high permeability core, with negligible flow into the oil-saturated core. Foam was then injected with the intention of preferentially filling the high permeability core, so that subsequent CO2/water injection would be diverted into the oil-saturated core. Although surfactant foam generated relatively strong foam, it failed to divert subsequent water/CO2 into the oil-saturated core. The amount of oil recovery and additional CO2 storage was minimal. On the other hand, nanofoam (made with either type of nanoparticles) diverted both water and CO2 to the low permeability media improving oil recovery and increasing CO2 storage. Compared to pure CO2/water injection, nanofoam enhanced the incremental oil recovery by 40% of original oil in place with additional CO2 storage.\u0000 This study reveals that an engineered designed nanofoam could result in step-change improvement of conventional foams performance hence delivering the results desired in field applications. A highly stable foam can play an important role to access more pore space for CO2 storage and which is inaccessible otherwise without drilling new wells.","PeriodicalId":11077,"journal":{"name":"Day 2 Thu, March 17, 2022","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2022-03-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"90651281","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
Assessment of Oil Recovery Methods for Reservoirs in the Flemish Pass Basin 佛兰德斯山口盆地油藏采油方法评价
Pub Date : 2022-03-11 DOI: 10.2118/208906-ms
C. Lafitte, L. James
In recent years, the Flemish Pass Basin has been gaining momentum as an area of potential high-volume resources on the frontier of remote, deep-water offshore oil development. This simulation study utilizes three sector models representing regional, discovered reservoirs, and two tuned fluid models representing oil sampled from wells in the Flemish Pass Basin. Generally speaking, WAG is considered a late-life enhanced oil recovery (EOR) technique, while implementing WAG immediately upon first oil for secondary recovery is less common; however, may be equally or more valuable. This study aims to evaluate three secondary oil recovery methods, water flooding, gas flooding, and water-alternating-gas (WAG) flooding. Each recovery method is simulated with Schlumberger’s ECLIPSE reservoir simulator and uses a combination of three distinct reservoir geo-models and two fluid models. This study is a sensitivity analysis using geo-models that represent three discovered regions and two sampled fluids from the Flemish Pass Basin. The study is aimed at evaluating the effects of the various recovery methods over a duration of either five- or twenty-year forecast periods. Results from this study capture an inherent uncertainty by drawing from eighteen simulation cases to quantify the relative benefit of each recovery method. These results indicate that using WAG as a secondary recovery method can yield a 4% to 10% increase in recovery over water or gas flood, and that secondary WAG can extend a well pair’s production plateau by up to 80% in specific circumstances. Further observations indicate that secondary WAG in light oil reservoirs yield a ∼10% increase in recovery over secondary water or gas flooding. Using WAG in a medium oil reservoir yields a 4% to 9% increase in recovery over water flood, and a 2% to 16% increase in recovery over gas flood. In terms of geology, WAG is observed to be most valuable in ultra-high-quality reservoirs. The better the reservoir quality, the more recovery improvement. In terms of fluids, the medium oil responds best to the gas injection phase of WAG while the light oil appears to respond well to both phases. During development optimization, these trends can be accounted for in the injection cycle timing and duration for each phase. In terms of using WAG as a tertiary recovery method after a period of water or gas flooding, tertiary WAG is observed to be most beneficial in the low to medium quality reservoirs. Tertiary WAG extends the production duration and results in a ∼4% increase in recovery beyond water flooding. Study results go on to quantify the differences in water and gas breakthrough as a factor of pore volume injected (PVI) and conclusions further indicate which reservoirs are best suited for each recovery method.
近年来,佛兰德斯山口盆地(Flemish Pass Basin)作为偏远、深水海上石油开发前沿的潜在高容量资源地区,势头日益强劲。该模拟研究使用了三个扇形模型来代表区域已发现的油藏,以及两个调整后的流体模型来代表Flemish Pass盆地油井的石油样本。一般来说,WAG被认为是一种后期提高采收率(EOR)的技术,而在第一次采油后立即实施WAG进行二次采油的情况并不常见;然而,可能是同等或更有价值的。本研究旨在评价水驱、气驱和水-气交替驱(WAG)三种二次采油方法。每种采收率方法都使用斯伦贝谢的ECLIPSE油藏模拟器进行模拟,并结合了三种不同的油藏地质模型和两种流体模型。本研究是利用地质模型进行敏感性分析,该模型代表了佛兰德斯山口盆地的三个发现区域和两个采样流体。这项研究的目的是在5年或20年的预测期内评价各种恢复方法的效果。本研究的结果通过绘制18个模拟案例来量化每种恢复方法的相对效益,从而捕获了固有的不确定性。这些结果表明,使用WAG作为二次采收率方法可以使采收率比水驱或气驱提高4%至10%,并且在特定情况下,二次WAG可以将一口井的生产平台延长80%。进一步的观察表明,轻质油储层中的二次WAG比二次水驱或气驱的采收率提高了~ 10%。在中等油藏中使用WAG,采收率比水驱提高4% ~ 9%,比气驱提高2% ~ 16%。在地质方面,WAG被认为在超高质量储层中最有价值。储层质量越好,采收率越高。在流体方面,介质油对WAG注气阶段的反应最好,而轻质油对两个阶段的反应都很好。在开发优化过程中,这些趋势可以在每个阶段的注入周期时间和持续时间中得到解释。在经过一段时间的水驱或气驱后,将WAG作为三次采油方法,在中低质量油藏中,WAG是最有利的。第三系WAG延长了生产时间,并使采收率比水驱提高了4%。研究结果进一步量化了水和气突破的差异作为注入孔隙体积(PVI)的一个因素,并进一步指出了哪种储层最适合每种开采方法。
{"title":"Assessment of Oil Recovery Methods for Reservoirs in the Flemish Pass Basin","authors":"C. Lafitte, L. James","doi":"10.2118/208906-ms","DOIUrl":"https://doi.org/10.2118/208906-ms","url":null,"abstract":"\u0000 In recent years, the Flemish Pass Basin has been gaining momentum as an area of potential high-volume resources on the frontier of remote, deep-water offshore oil development. This simulation study utilizes three sector models representing regional, discovered reservoirs, and two tuned fluid models representing oil sampled from wells in the Flemish Pass Basin. Generally speaking, WAG is considered a late-life enhanced oil recovery (EOR) technique, while implementing WAG immediately upon first oil for secondary recovery is less common; however, may be equally or more valuable.\u0000 This study aims to evaluate three secondary oil recovery methods, water flooding, gas flooding, and water-alternating-gas (WAG) flooding. Each recovery method is simulated with Schlumberger’s ECLIPSE reservoir simulator and uses a combination of three distinct reservoir geo-models and two fluid models. This study is a sensitivity analysis using geo-models that represent three discovered regions and two sampled fluids from the Flemish Pass Basin. The study is aimed at evaluating the effects of the various recovery methods over a duration of either five- or twenty-year forecast periods.\u0000 Results from this study capture an inherent uncertainty by drawing from eighteen simulation cases to quantify the relative benefit of each recovery method. These results indicate that using WAG as a secondary recovery method can yield a 4% to 10% increase in recovery over water or gas flood, and that secondary WAG can extend a well pair’s production plateau by up to 80% in specific circumstances.\u0000 Further observations indicate that secondary WAG in light oil reservoirs yield a ∼10% increase in recovery over secondary water or gas flooding. Using WAG in a medium oil reservoir yields a 4% to 9% increase in recovery over water flood, and a 2% to 16% increase in recovery over gas flood. In terms of geology, WAG is observed to be most valuable in ultra-high-quality reservoirs. The better the reservoir quality, the more recovery improvement. In terms of fluids, the medium oil responds best to the gas injection phase of WAG while the light oil appears to respond well to both phases. During development optimization, these trends can be accounted for in the injection cycle timing and duration for each phase.\u0000 In terms of using WAG as a tertiary recovery method after a period of water or gas flooding, tertiary WAG is observed to be most beneficial in the low to medium quality reservoirs. Tertiary WAG extends the production duration and results in a ∼4% increase in recovery beyond water flooding. Study results go on to quantify the differences in water and gas breakthrough as a factor of pore volume injected (PVI) and conclusions further indicate which reservoirs are best suited for each recovery method.","PeriodicalId":11077,"journal":{"name":"Day 2 Thu, March 17, 2022","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2022-03-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"80744495","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
期刊
Day 2 Thu, March 17, 2022
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1