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Hybrid genetic algorithm for parametric optimization of surface pipeline networks in underground natural gas storage harmonized injection and production conditions
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作者 Jun Zhou Zichen Li +4 位作者 Shitao Liu Chengyu Li Yunxiang Zhao Zonghang Zhou Guangchuan Liang 《Natural Gas Industry B》 2025年第2期234-250,共17页
The surface injection and production system(SIPS)is a critical component for effective injection and production processes in underground natural gas storage.As a vital channel,the rational design of the surface inject... The surface injection and production system(SIPS)is a critical component for effective injection and production processes in underground natural gas storage.As a vital channel,the rational design of the surface injection and production(SIP)pipeline significantly impacts efficiency.This paper focuses on the SIP pipeline and aims to minimize the investment costs of surface projects.An optimization model under harmonized injection and production conditions was constructed to transform the optimization problem of the SIP pipeline design parameters into a detailed analysis of the injection condition model and the production condition model.This paper proposes a hybrid genetic algorithm generalized reduced gradient(HGA-GRG)method,and compares it with the traditional genetic algorithm(GA)in a practical case study.The HGA-GRG demonstrated significant advantages in optimization outcomes,reducing the initial cost by 345.371×10^(4) CNY compared to the GA,validating the effectiveness of the model.By adjusting algorithm parameters,the optimal iterative results of the HGA-GRG were obtained,providing new research insights for the optimal design of a SIPS. 展开更多
关键词 Underground natural gas storage Surface injection and production pipeline Parameter optimization Hybrid genetic algorithm
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Study on Injection-Production System Adjustment of Fault Block Reservoir Based on Equilibrium Displacement
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作者 Ming Yang Cunliang Chen +2 位作者 Yu Wang Xiaohui Wu Dong Ma 《Open Journal of Yangtze Oil and Gas》 2020年第2期35-45,共11页
This paper proposed a method of injection-production system adjustment to solve the problem that the water flooding effect was restricted because of the horizontal and vertical contradictions during the development pr... This paper proposed a method of injection-production system adjustment to solve the problem that the water flooding effect was restricted because of the horizontal and vertical contradictions during the development process of fault block reservoirs. Considering the heterogeneity of reservoir, the Buckley-Leverett water flooding theory was applied to establish the relationship between the recovery and cumulative water injection. In order to achieve the goal of vertically balanced recovery of each section, the calculation method of vertical sectional injection allocation was proposed. The planar triangular seepage unit was assumed and sweep coefficients of different oil-water distribution patterns were characterized using multi-flow tube method. In order to balance and maximize the plane sweep coefficient, the calculation method of plane production system optimization was obtained. Then the injection-production system stereoscopic adjustment method based on equilibrium displacement was proposed with vertical sectional injection allocation and plane production system optimization. This method was applied to injection and production adjustment of BZ oilfield in southern Bohai. The effect of water control and oil increase was obvious. This method can greatly improve the effect of water flooding of offshore fault block reservoirs with the adjustment of injection-production system. 展开更多
关键词 Fault Block Reservoir Equilibrium Displacement Vertical Sectional injection Allocation Planar production System optimization Adjustment of injection-production System
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An optimized calculation method of critical erosionflow rates of UGS injection/production wells
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作者 Wang Yun Zhang Jianjun 《Natural Gas Industry B》 2020年第3期262-268,共7页
Critical erosionflow rate is the key factor restricting the injection/production capacity of an injection/production well.At present,it is commonly calculated according to API RP 14E standard and its calculation resul... Critical erosionflow rate is the key factor restricting the injection/production capacity of an injection/production well.At present,it is commonly calculated according to API RP 14E standard and its calculation result tends to be conservative.So far,however,there is no definite laboratory experiment orfield data that can prove that critical erosionflow rate can be increased on the basis of API RP 14E.To deal this end,the concept of critical erosionflow rate was proposed based on corrosion rate for thefirst time in this paper.Then,a laboratory equivalent simulation experiment under real injection and production conditions was carried out by comprehensively taking into account the factors influencing string erosion(including temperature,pressure,gas component,water content,solid particle content and string material)while introducing the wall shear stress.Accordingly,the critical erosion coefficient(C)under experimental working conditions was calculated.Finally,a C value chart for three kinds of strings that are commonly used onfield(N80,SM80S and S13Cr)was established.And the following research results are ob-tained.First,solid particle content,water content,CO_(2)differential pressure and wall shear stress are the main erosion controlling factors.Second,solid particle content is the most significant factor that affects the erosion of N80,SM80S and S13Cr strings,and erosion of N80 and SM80S strings is more sensitive to wall shear stress and water content.Third,as for S13Cr string,the C value can be 100 when the solid particle content is lower than 250 mg/L,180 when thefluid contains liquid but no solid particles,and 275 when thefluid is gas phase.Fourth,as for N80 and SM80S strings,the C value can be in the range of 100e180 based on different water content and wall shear stress when thefluid contains liquid but no solid particles,and 275 when thefluid is in gas phase.Fifth,in view that thefluid produced from the injection/production wells of Hutubi gas storage has a water content of 0.0010‰without solid particles,S13Cr is adopted as string material and the C value is set at 180.It is shown in the laboratory erosion experiments that no erosion trace occurs on the string samples under injection and production conditions and the erosion rate is extremely low without point erosion.In conclusion,the C value chart established in this paper is reliable and can provide the guidance for the scientific and reasonable determination of critical erosionflow rate. 展开更多
关键词 Underground gas storage injection/production capacity of an injection/production wel Critical erosion flow rate Critical crosion coefficient Wall shear stress injection and production optimization Chart
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Multi-Objective Image Optimization of Product Appearance Based on Improved NSGA-II 被引量:1
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作者 Yinxue Ao Jian Lv +1 位作者 Qingsheng Xie Zhengming Zhang 《Computers, Materials & Continua》 SCIE EI 2023年第9期3049-3074,共26页
A second-generation fast Non-dominated Sorting Genetic Algorithm product shape multi-objective imagery optimization model based on degradation(DNSGA-II)strategy is proposed to make the product appearance optimization ... A second-generation fast Non-dominated Sorting Genetic Algorithm product shape multi-objective imagery optimization model based on degradation(DNSGA-II)strategy is proposed to make the product appearance optimization scheme meet the complex emotional needs of users for the product.First,the semantic differential method and K-Means cluster analysis are applied to extract the multi-objective imagery of users;then,the product multidimensional scale analysis is applied to classify the research objects,and again the reference samples are screened by the semantic differentialmethod,and the samples are parametrized in two dimensions by using elliptic Fourier analysis;finally,the fuzzy dynamic evaluation function is used as the objective function of the algorithm,and the coordinates of key points of product contours Finally,with the fuzzy dynamic evaluation function as the objective function of the algorithm and the coordinates of key points of the product profile as the decision variables,the optimal product profile solution set is solved by DNSGA-II.The validity of the model is verified by taking the optimization of the shape scheme of the hospital connection site as an example.For comparison with DNSGA-II,other multi-objective optimization algorithms are also presented.To evaluate the performance of each algorithm,the performance evaluation index values of the five multi-objective optimization algorithms are calculated in this paper.The results show that DNSGA-II is superior in improving individual diversity and has better overall performance. 展开更多
关键词 Product appearance optimization NSGA-II multi-objective optimizations perceptual image semantic differential method
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Kansei Engineering Applied to the Form Design of Injection Molding Machines 被引量:2
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作者 Ming-Shyan Huang Hung-Cheng Tsai Wei-Wen Lai 《Open Journal of Applied Sciences》 2012年第3期198-208,共11页
This study investigated the relationship between a subject’s evaluation of injection molding machines (IMMs) and formal design features using Kansei engineering. This investigation used 12 word pairs to evaluate the ... This study investigated the relationship between a subject’s evaluation of injection molding machines (IMMs) and formal design features using Kansei engineering. This investigation used 12 word pairs to evaluate the IMM configurations and employed the semantic differential method to explore the perception of 60 interviewees of 12 examples. The relationship between product feature design and corresponding words was derived by multiple regression analysis. Factor analysis reveals that the 12 examples can be categorized as two styles—advanced style and succinct style. For the advanced style, an IMM should use a rectangular form for the clamping-unit cover and a full-cover for the injection-unit. For the succinct style, the IMM configuration should use a beveled form for the safety cover and a vertical rectangular form for the clamping-unit cover. Quantitative data and suggested guidelines for the relationship between design features and interviewee evaluations are useful to product designers when formulating design strategies. 展开更多
关键词 CATEGORY Classification Kansei Engineering injection MOLDING MACHINES Product FEATURE Design SEMANTIC Differential Method
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Optimization of Gas-Flooding Fracturing Development in Ultra-Low Permeability Reservoirs
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作者 Lifeng Liu Menghe Shi +3 位作者 Jianhui Wang Wendong Wang Yuliang Su Xinyu Zhuang 《Fluid Dynamics & Materials Processing》 EI 2024年第3期595-607,共13页
Ultra-low permeability reservoirs are characterized by small pore throats and poor physical properties, which areat the root of well-known problems related to injection and production. In this study, a gas injection f... Ultra-low permeability reservoirs are characterized by small pore throats and poor physical properties, which areat the root of well-known problems related to injection and production. In this study, a gas injection floodingapproach is analyzed in the framework of numerical simulations. In particular, the sequence and timing of fracturechanneling and the related impact on production are considered for horizontal wells with different fracturemorphologies. Useful data and information are provided about the regulation of gas channeling and possible strategiesto delay gas channeling and optimize the gas injection volume and fracture parameters. It is shown that inorder to mitigate gas channeling and ensure high production, fracture length on the sides can be controlled andlonger fractures can be created in the middle by which full gas flooding is obtained at the fracture location in themiddle of the horizontal well. A Differential Evolution (DE) algorithm is provided by which the gas injectionvolume and the fracture parameters of gas injection flooding can be optimized. It is shown that an improvedoil recovery factor as high as 6% can be obtained. 展开更多
关键词 Ultra-low permeability reservoir gas injection flooding component simulation fracture parameters intelligent optimization differential evolution
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Stable Production Technology for Horizontal Well Development in Shallow Water Delta Oilfield of Bohai Bay, China
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作者 Guangyi Sun Qiongyuan Wu +2 位作者 Huijiang Chang Xiaoming Chen Shangqi Zhai 《Open Journal of Yangtze Oil and Gas》 2019年第4期258-269,共12页
BZ Oilfield is a medium-sized oilfield with shallow delta facies deposits in Bohai Bay of China,compared with fluvial and delta facies oilfields,there is no mature experience for reference of reservoir configuration,w... BZ Oilfield is a medium-sized oilfield with shallow delta facies deposits in Bohai Bay of China,compared with fluvial and delta facies oilfields,there is no mature experience for reference of reservoir configuration,well pattern arrangement and development model in offshore oilfields in China.In view of the difficulty in describing the reservoir configuration of shallow water delta,the single distributary sand dam in shallow water delta is characterized by well-seismic combination and multi-attribute constraints.The mathematical mechanism model of pinch-out position of sand body is established,fine characterization of BZ shallow water delta reservoir is put forward.The horizontal well pattern arrangement type for shallow water delta reservoir is proposed and the method of well pattern optimization based on vertical displacement theory is put forward.A method of inversion of reservoir connectivity using production dynamic data by numerical well testing is proposed and a new method for optimizing water injection rate in water injection wells is proposed aiming at the difficulty of recognizing injection-production connectivity of shallow water delta reservoirs.The fine configuration of BZ shallow water delta reservoir based on distributary sand dam is proposed,which guides the recognition of remaining oil distribution law.By deploying adjustment wells,the water flooding coincidence degree of actual drilling is 86% compared with that of pre-drilling prediction,which indicates that the research results of reservoir configuration can effectively guide the understanding of oilfield geology.Through the theoretical well arrangement type of vertical displacement of single sand body in horizontal wells of shallow water delta reservoir,a high water flooding recovery rate of 35% is achieved in primary well pattern.The connectivity coefficients of injection-production boundary of shallow water delta reservoir configuration are calculated,and the water injection distribution coefficients are obtained by normalizing the directional coefficients.This paper presents a configuration method based on multi-attribute fusion under the constraints of sedimentary process.In this paper,a shallow water delta reservoir configuration method based on multi-attribute fusion constrained by sedimentary process is proposed,and the injection-production connectivity coefficient and injection well distribution coefficient of the configuration boundary are calculated. 展开更多
关键词 production Stabilization TECHNOLOGY SHALLOW WATER Delta OILFIELD RESERVOIR Configuration Horizontal Well Optimized WATER injection
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异常威克汉姆酵母产香条件优化及代谢组学分析
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作者 朱春阳 陈明 +6 位作者 李锋 王硕 崔成哲 李宝志 郑宇 王超 宋佳 《中国酿造》 北大核心 2026年第1期102-109,共8页
为了改善人参和覆盆子复合培养基制备香料香气品格特性,该研究采用从清香型大曲中分离得到的产香异常威克汉姆酵母(Wickerhamomyces anomalus)SMR-WA08发酵人参-覆盆子复合培养基。通过单因素试验探讨初始pH、发酵温度、转速、接种量、... 为了改善人参和覆盆子复合培养基制备香料香气品格特性,该研究采用从清香型大曲中分离得到的产香异常威克汉姆酵母(Wickerhamomyces anomalus)SMR-WA08发酵人参-覆盆子复合培养基。通过单因素试验探讨初始pH、发酵温度、转速、接种量、种龄、装液量和发酵时间对致香成分相对含量的影响,并结合响应面法优化菌株SMR-WA08产香条件,运用非靶向代谢组学技术分析其香气成分与差异代谢物。结果表明,最佳产香条件为:初始pH 5.5、发酵温度26℃、转速110 r/min、接种量5%、种龄30 h、装液量100 m L/250 m L、发酵时间4 d。在此优化条件下,致香成分相对含量为(184.55±2.84)%。代谢组学分析结果显示,实验组(T组)与空白对照组(C组)之间存在显著代谢差异,基于变量重要性投影(VIP)值>1且P<0.05共筛选出798个显著差异代谢物,其中333个上调,465个下调。该研究结果显示,异常威克汉姆酵母发酵能有效调控人参-覆盆子基质中相关代谢通路及代谢物,从而丰富和改善产香品质。 展开更多
关键词 异常威克汉姆酵母 产香条件优化 代谢组学 差异代谢物
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Multi-objective balanced method of optimizing the heat extraction performance for hot dry rock 被引量:1
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作者 Guofeng Song Gensheng Li +1 位作者 Xianzhi Song Yu Shi 《Natural Gas Industry B》 2022年第6期497-510,共14页
Geothermal energy,a kind of clean and environmentally friendly energy source,is an important object of future natural resource development and utilization,among which,hot dry rock is one of the important deep geotherm... Geothermal energy,a kind of clean and environmentally friendly energy source,is an important object of future natural resource development and utilization,among which,hot dry rock is one of the important deep geothermal resources.In the current multi-objective optimization of heat extraction performance,reservoir production models are less considered and the effects of different optimization ideas are not compared comprehensively.To improve the heat extraction efficiency and prolong the exploitation life of geothermal reservoirs,this paper determines the appropriate operating parameters of geothermal system(injection temperature,injection rate,production pressure and injection-production well spacing)based on the coupled thermal-hydraulic-mechanical model of hot dry rock exploitation in the Gonghe area of Qinghai and three heat extraction optimization methods.In addition,the heat extraction performances of different schemes are comparatively evaluated.And the following research results are obtained.First,the sensitivity analysis of injection and production parameters shows that power generation and recovery factor are in a reverse relation with injection-production pressure difference,which is the direct reason for the adoption of multiobjective optimization.Second,the optimization scheme prepared on the basis of parametric study indicates that the shortest life of a geothermal reservoir is 10 years,the injection-production pressure difference is up to 67 MPa,there is a significant thermal breakthrough phenomenon and the reservoir safety faces challenges.Third,by virtue of multi-objective optimization and decision making integration,the optimal operation parameter combination of hot dry rock system is determined,the life of geothermal reservoirs can exceed 20 years and balanced optimization is achieved.In conclusion,the idea of multi-objective optimization is feasible and applicable to geothermal energy exploitation and this method provides a reference for the efficient geothermal energy development and utilization and is helpful to the realization of“double carbon”goal in China. 展开更多
关键词 GEOTHERMAL Hot dry rock Enhanced geothermal system Heat extraction performance Multi-objective optimization Single-objective optimization injection and production parameter Balanced optimization
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Differential Evolution Algorithm with Application to Optimal Operation of Multipurpose Reservoir
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作者 D. G. Regulwar S. A. Choudhari P. Anand Raj 《Journal of Water Resource and Protection》 2010年第6期560-568,共9页
This paper includes an application of Differential Evolution (DE) for the optimal operation of multipurpose reservoir. The objective of the study is to maximize the hydropower production. The constraints for the optim... This paper includes an application of Differential Evolution (DE) for the optimal operation of multipurpose reservoir. The objective of the study is to maximize the hydropower production. The constraints for the optimization problem are reservoir capacity, turbine release capacity constraints, irrigation supply demand constraints and storage continuity. For initializing population, the upper and lower bounds of decision variables are fixed. The fitness of each vector is evaluated. The mutation and recombination is performed. The control parameters, i.e., population size, crossover constant and the weight are fixed according to their fitness value. This procedure is performed for the ten different strategies of DE. Sensitivity analysis performed for ten strategies of DE suggested that, De/best/1/bin is the best strategy which gives optimal solution. The DE algorithm application is presented through Jayakwadi project stage-I, Maharashtra State, India. Genetic algorithm is utilized as a comparative approach to assess the ability of DE. The results of GA and ten DE strategies for the given parameters indicated that both the results are comparable. The model is run for dependable inflows. Monthly maximized hydropower production and irrigation releases are presented. These values will be the basis for decision maker to take decisions regarding operation policy of the reservoir. Results of application of DE model indicate that the maximized hydropower production is 30.885 &#215;106 kwh and the cor-responding irrigation release is 928.44 Mm3. 展开更多
关键词 optimization HYDROPOWER production DIFFERENTIAL EVOLUTION RESERVOIR Operation
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基于多目标粒子群算法的油田水驱后加密聚驱注采参数优化方法
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作者 杨二龙 齐梦 +2 位作者 甘庭源 董驰 孙宁 《钻采工艺》 北大核心 2025年第5期100-106,共7页
B区块目前处于水驱开发阶段,储层非均质性强、油水井注采制度不合理等导致注水无效循环,剩余油动用不均衡。在后续开发阶段如何通过优化注采参数,减小渗流阻力差异,实现平面及纵向均衡驱替,对于油藏开发调整具有重要意义。基于油藏工程... B区块目前处于水驱开发阶段,储层非均质性强、油水井注采制度不合理等导致注水无效循环,剩余油动用不均衡。在后续开发阶段如何通过优化注采参数,减小渗流阻力差异,实现平面及纵向均衡驱替,对于油藏开发调整具有重要意义。基于油藏工程方法和多相渗流力学理论,以Buckley-Leverett方程为基础,建立了多层非均质油藏水驱井网加密后聚合物驱开发渗流阻力模型。在明确均衡驱替标准的基础上,以全区累积产油量最大、含水上升率最小、单井含水率变异系数最小为目标函数,以合理注采参数界限为约束条件,以单井分层注入量和单井产液量为优化变量,建立多层非均质油藏注采参数优化数学模型,并采用多目标粒子群算法进行求解优化。参数优化后的B区块在加密聚驱阶段累积产油量增加36.02×10^(4)m^(3),含水率降低3.75%,其典型井组在加密聚驱阶段累积产油量增加10.58×10^(4)m^(3),单井含水率变异系数减小0.03,含水上升率降低2.32%,增油降水效果显著。文章所建立的基于多目标粒子群算法的注采参数优化方法,可为油田高效开发提供技术参考。 展开更多
关键词 多层非均质油藏 加密聚驱 均衡驱替 多目标粒子群算法 注采参数优化
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数字孪生技术在注塑成型中的应用进展 被引量:1
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作者 尚劲 杨卫民 王建 《塑料》 北大核心 2025年第3期77-83,共7页
注塑成型技术是制造塑料零件的常用方法。为解决传统注塑技术存在的信息融合程度较差等问题,注塑行业正快速向数字化与智能化方向发展。数字孪生作为智能制造中的前沿技术,已经被应用于注塑成型的模拟过程中,通过模拟注塑过程,预测材料... 注塑成型技术是制造塑料零件的常用方法。为解决传统注塑技术存在的信息融合程度较差等问题,注塑行业正快速向数字化与智能化方向发展。数字孪生作为智能制造中的前沿技术,已经被应用于注塑成型的模拟过程中,通过模拟注塑过程,预测材料的流动行为、温度分布和变形量等参数,不仅能够减少试验次数和成本,同时也能够提高生产的灵活性和可持续性,以达到优化注塑工艺与提升产品质量的目的。对数字孪生技术在注塑成型中由车间与工厂到工艺与参数不同层级的应用方法进行了综述。并且,提出了一种适用于注塑系统建立数字孪生的技术路线与系统需求。最后,总结了数字孪生技术在注塑成型方面的发展方向。 展开更多
关键词 数字孪生 注塑成型 智能化 数字化建模 优化生产
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基于差异化注采优化的水驱经济采收率快速预测方法——以胜利油田整装水驱油藏为例
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作者 吕琦 曹伟东 +3 位作者 肖武 张海燕 徐永春 侯健 《油气地质与采收率》 北大核心 2025年第1期102-111,共10页
矿场开发单元在现有技术经济条件下的采收率是开发效果评价和提高采收率潜力分析的重要指标,也是科学编制中长远规划的重要依据。油藏的动静态非均质性对采收率影响较大,单井差异化注采优化能够实现非均质油藏的均衡注采,提高采收率。... 矿场开发单元在现有技术经济条件下的采收率是开发效果评价和提高采收率潜力分析的重要指标,也是科学编制中长远规划的重要依据。油藏的动静态非均质性对采收率影响较大,单井差异化注采优化能够实现非均质油藏的均衡注采,提高采收率。目前现行采收率预测方法未充分考虑动静态非均质性影响,难以实现单井差异化注采条件下的采收率准确预测。以胜利油田整装水驱油藏为例,应用油藏数值模拟技术以及数理统计分析方法,明确水驱油藏采收率的主控因素。提出基于单井差异化注采优化的水驱增效技术,采用正交试验设计方法,融合动静态主控影响因素、经济政策界限等,设计多组实操性强的方案进行模拟;借助多因素非线性拟合手段,充分考虑油藏非均质性适配最佳技术政策,结合经济条件约束,构建基于差异化注采优化的水驱经济采收率快速预测模型。矿场应用表明该方法能够实现水驱非均质油藏差异化注采开发经济采收率的快速、准确预测。 展开更多
关键词 动静态非均质性 差异化注采优化 经济极限 采收率快速预测 开发潜力
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有缆智能分层采油技术研究与现场试验
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作者 邓吉彬 康玉阳 +2 位作者 严卫杰 叶红 张向阳 《油气藏评价与开发》 北大核心 2025年第4期679-685,703,共8页
江苏油田复杂小断块油藏以水驱分层注水开发为主,目前采用智能分注来提升注采对应水平以提高采收率。由于采出井分层控制水平低,分层注水受效关系、受效程度认识不清,采油井层间干扰,单层突进,含水率上升快等问题突出,为注采协同缓解高... 江苏油田复杂小断块油藏以水驱分层注水开发为主,目前采用智能分注来提升注采对应水平以提高采收率。由于采出井分层控制水平低,分层注水受效关系、受效程度认识不清,采油井层间干扰,单层突进,含水率上升快等问题突出,为注采协同缓解高含水期层间与平面矛盾,减少无效水循环,控制采油井含水率上升,研发了有缆智能分层采油技术。通过筛选适应井下高温、高压、腐蚀及结垢环境的流量、含水率、压力、温度传感器,选用可靠的分层流量调节开关及控制技术,合理设计组件空间布局及分层配产器整体机械结构,选用不同的双向传输电缆及连接技术,开发配产器控制电路及地面集成控制系统,优化配套井下分层采油管柱,降低工具及实施成本,实现了井下分层生产参数的实时连续监测及对分层配产器的无线远程调控。现场开展了单层轮采、分层配产、耦合调整试验,证实了试验前油藏动态分析结论,验证了智能分层采油工具及管柱性能,实现注采耦合联动、增油控水和分层测调,试验井含水率下降38.8%。该技术的应用可为油藏精细地质分析与挖潜提供依据,大大提高了油田采油智能化水平。 展开更多
关键词 采油井 分层采油 分层配产器 管柱优化 注采耦合
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中深层稠油油藏注超临界CO_(2)吞吐开发室内实验研究
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作者 四郎洛加 周翔 +5 位作者 孙新革 赵玉龙 张烈辉 吴洋 普宏槟 蒋琪 《油气藏评价与开发》 北大核心 2025年第4期625-631,640,共8页
随着中国油气资源的勘探开发,稠油油藏在中国油藏开发中占比超20%,稠油资源的高效开发对中国能源安全具有重要意义。注CO_(2)开发技术是被证实了的有效提高稠油采收率的效益开发措施。研究区块中深层稠油油藏面临储层强水敏、规模注水... 随着中国油气资源的勘探开发,稠油油藏在中国油藏开发中占比超20%,稠油资源的高效开发对中国能源安全具有重要意义。注CO_(2)开发技术是被证实了的有效提高稠油采收率的效益开发措施。研究区块中深层稠油油藏面临储层强水敏、规模注水开发难度大的难题,亟须转变现有注水开发模式。针对研究区块注CO_(2)作用机理尚不明确、吞吐开发参数尚待优化、缺少实验研究成果支撑的问题,以新疆油田北10井区中深层稠油油藏为研究对象,开展CO_(2)在原油中的扩散、稠油超临界CO_(2)萃取和高温高压长岩心吞吐实验研究,探究稠油油藏注CO_(2)作用机理以及高效CO_(2)吞吐开发机制。实验结果表明:(1)CO_(2)在稠油中的扩散系数与注气温度、压力呈正相关关系且压力对于扩散系数的影响大于温度;(2)随萃取次数的增加,中—轻质组分C_(6)—C_(12)质量分数大幅降低,中—重质组分C14+质量分数逐渐上升,尤其在前三轮萃取尤为显著;(3)针对稠油油藏,衰竭方式开发采收率仅有7.01%,CO_(2)吞吐开发方式是有效的提高稠油采收率的方式,使累计采收率达到36.94%,换油率达到0.59 t/t(每注入1 t CO_(2)获得的产油量);(4)通过吞吐实验研究,优选焖井时间为1.0~2.0 h,优选压降速度为50 kPa/min。研究成果有助于明确中深层稠油注CO_(2)提高采收率机理,同时指导北10井区现场注CO_(2)开发注采参数设计,为后续CO_(2)吞吐规模化推广应用提供了参考依据,也为同类型油藏注CO_(2)开发提供了借鉴。 展开更多
关键词 中深层稠油油藏 CO_(2)吞吐 扩散 萃取 注采参数优化
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海上稠油热水化学驱主控因素分析及注采参数优化 被引量:1
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作者 尚儒源 罗珊 +3 位作者 路强 桑丹 李芳芳 尹彦君 《非常规油气》 2025年第1期106-116,共11页
为了明确海上稠油热水化学驱注入参数,通过LD油田实际地质模型,在历史拟合的基础上,对注入温度、注入量、化学剂浓度及转注时机进行了分析,利用正交实验及响应面法,得到影响采收率的因素和推荐参数,通过对比得到热和化学剂的协同增效作... 为了明确海上稠油热水化学驱注入参数,通过LD油田实际地质模型,在历史拟合的基础上,对注入温度、注入量、化学剂浓度及转注时机进行了分析,利用正交实验及响应面法,得到影响采收率的因素和推荐参数,通过对比得到热和化学剂的协同增效作用幅度,结果表明:1)与水驱方案对比,注入热能增产效果明显,最优热水化学驱注入温度为90℃;2)影响热水化学驱采收率的因素排序为化学剂浓度>转注时机>注入温度>注入量;3)注入温度为90℃,化学剂浓度为2000 mg/L,注入1.5 PV条件下,对比水驱、单纯化学驱、热水驱和热水化学驱增油效果,热水化学驱油作用机理中热作用增幅为2.03%,化学剂作用增幅为9.89%,热与化学剂的协同增效为1.97%;4)LD油田东二上区块最优注入组合为注入温度为90℃,化学剂浓度为2000 mg/L,注入量1.5 PV,转注时机为第1年。该研究结果为海上普通稠油热水化学驱技术的推广与应用提供重要指导。 展开更多
关键词 海上稠油 热水化学驱 数值模拟 注采参数优化 正交设计
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多模型油气开发智能诊断及优化技术研究与应用
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作者 景帅 吴建军 马承杰 《油气藏评价与开发》 北大核心 2025年第3期373-381,共9页
随着油气开发难度增加和资源接替不足,传统的油气藏开发面临诸多挑战,亟须引入智能化分析手段以提高开发效益。研究聚焦常规油气藏及页岩气藏效益开发的需求和应用场景,创新性地提出了基于多模型的油气开发智能技术,实现了油藏经营效益... 随着油气开发难度增加和资源接替不足,传统的油气藏开发面临诸多挑战,亟须引入智能化分析手段以提高开发效益。研究聚焦常规油气藏及页岩气藏效益开发的需求和应用场景,创新性地提出了基于多模型的油气开发智能技术,实现了油藏经营效益决策、异常态势全面感知和智能均衡注采优化,有效促进了油藏资源开采的智能化,为多层复杂水驱油藏均衡注采、效益开发提供了技术支撑;构建了页岩气藏压力预测与产能因素分析技术,建立气藏异常预警机制,推送异常因素及产生原因,实现气藏由事后分析到提前预警、事前找人的转变,支撑气藏的效益开发;攻关建立了油井多模态自诊断与评价技术,实现抽油机井工况智能诊断、电泵井况自诊断与智能评价技术和油井动液面实时计算,辅助措施制定,实现对油井的精细化管理,注采调整更加及时精准,有效提高了油井生产时率。通过技术的综合应用,支持油气藏动态管控过程中的“全面感知、集成协同、预警、分析优化”新业务模式构建。此研究技术已在中国石化上游企业广泛推广,实际应用围绕多模型油气开发技术展开,为当前油气藏效益开发中的关键问题提供新的思路和技术路径,推动油气领域的数智化转型,促进了油气田的高效开发和高质量发展。 展开更多
关键词 常规油气藏 页岩气藏 配产配效决策 开发态势感知 均衡注采优化 产能因素分析 工况智能诊断
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基于交叉熵策略优化的强化学习油藏注采优化方法
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作者 陈泽宇 刘浩旻 +2 位作者 刘丕养 张凯 胡丹丹 《青岛理工大学学报》 2025年第4期1-10,共10页
在水驱油藏开发过程中,注采优化是调整油藏渗流场分布、提高原油采收率的关键技术。针对现有方法中策略探索能力不足和历史经验样本利用效率低等问题,提出了一种基于交叉熵策略优化的强化学习油藏注采优化方法。该方法将注采优化问题建... 在水驱油藏开发过程中,注采优化是调整油藏渗流场分布、提高原油采收率的关键技术。针对现有方法中策略探索能力不足和历史经验样本利用效率低等问题,提出了一种基于交叉熵策略优化的强化学习油藏注采优化方法。该方法将注采优化问题建模为马尔可夫决策过程,以交叉熵策略优化的软演员-评论家算法为框架,利用最大熵策略探索机制增强策略探索能力,以避免陷入局部最优。同时结合交叉熵方法对策略采样过程进行优化,减少无效探索,快速适应油藏流场动态变化。利用与环境交互获得历史调控经验数据,不断迭代优化直至学会最优的注采调控优化策略。将所提出的算法应用于二维油藏模型实例上进行测试,实验结果表明,所提出的基于交叉熵策略优化的强化学习油藏注采优化方法在优化性能和增油控水方面优于传统的进化算法和强化学习算法。 展开更多
关键词 注采优化 强化学习 马尔可夫决策过程 最大熵策略探索机制 交叉熵策略优化
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同井注采井井口含水率优化调整分析
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作者 周新喆 张蕾蕾 +2 位作者 刘金堂 何志国 张怀钰 《石油石化节能与计量》 2025年第6期1-5,共5页
为解决大庆油田同井注采工业性试验区块投产后整体区块、部分单井未在最佳含水范围内生产,未能达到预期效果这一问题,通过可调节有效冲程抽油泵调整、管柱检测装置回流调整的方法对比,制定同井注采井井口含水率优化调整方案。某工业性... 为解决大庆油田同井注采工业性试验区块投产后整体区块、部分单井未在最佳含水范围内生产,未能达到预期效果这一问题,通过可调节有效冲程抽油泵调整、管柱检测装置回流调整的方法对比,制定同井注采井井口含水率优化调整方案。某工业性试验区44口井中有32口井需要含水率优化,优化后产油增加5.4%,单井产液降幅43.1%,含水率下降5.97个百分点,实现了整体区块内调整采出液量和注水量之比,使油田在全开发生命周期内都在最佳含水范围内生产,提高了油田开发效果。 展开更多
关键词 同井注采 可调节有效冲程抽油泵 回流 含水率优化 井下油水分离
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电驱动汽车差速器失效分析及优化研究
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作者 覃万龙 樊华远 《专用汽车》 2025年第6期98-100,共3页
随着以电驱动为代表的新能源汽车市场快速扩张,差速器失效问题愈发突出,严重影响车辆可靠性与用户体验。对某品牌电驱动汽车差速器失效案例展开详细分析,揭示了差速器在高转速差与大扭矩耦合作用下因润滑缺失导致失效的机理,并通过制定... 随着以电驱动为代表的新能源汽车市场快速扩张,差速器失效问题愈发突出,严重影响车辆可靠性与用户体验。对某品牌电驱动汽车差速器失效案例展开详细分析,揭示了差速器在高转速差与大扭矩耦合作用下因润滑缺失导致失效的机理,并通过制定优化方案及开展试验验证,解决了差速器失效问题。该实用方法有效提升了差速器总成的润滑性能及零件耐磨性,为电驱动汽车同类产品研发与优化提供了参考。 展开更多
关键词 电驱动汽车 差速器 产品优化
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