期刊文献+
共找到697篇文章
< 1 2 35 >
每页显示 20 50 100
A liquid loading prediction method of gas pipeline based on machine learning 被引量:5
1
作者 Bing-Yuan Hong Sheng-Nan Liu +5 位作者 Xiao-Ping Li Di Fan Shuai-Peng Ji Si-Hang Chen Cui-Cui Li Jing Gong 《Petroleum Science》 SCIE CAS CSCD 2022年第6期3004-3015,共12页
The liquid loading is one of the most frequently encountered phenomena in the transportation of gas pipeline,reducing the transmission efficiency and threatening the flow assurance.However,most of the traditional mech... The liquid loading is one of the most frequently encountered phenomena in the transportation of gas pipeline,reducing the transmission efficiency and threatening the flow assurance.However,most of the traditional mechanism models are semi-empirical models,and have to be resolved under different working conditions with complex calculation process.The development of big data technology and artificial intelligence provides the possibility to establish data-driven models.This paper aims to establish a liquid loading prediction model for natural gas pipeline with high generalization ability based on machine learning.First,according to the characteristics of actual gas pipeline,a variety of reasonable combinations of working conditions such as different gas velocity,pipe diameters,water contents and outlet pressures were set,and multiple undulating pipeline topography with different elevation differences was established.Then a large number of simulations were performed by simulator OLGA to obtain the data required for machine learning.After data preprocessing,six supervised learning algorithms,including support vector machine(SVM),decision tree(DT),random forest(RF),artificial neural network(ANN),plain Bayesian classification(NBC),and K nearest neighbor algorithm(KNN),were compared to evaluate the performance of liquid loading prediction.Finally,the RF and KNN with better performance were selected for parameter tuning and then used to the actual pipeline for liquid loading location prediction.Compared with OLGA simulation,the established data-driven model not only improves calculation efficiency and reduces workload,but also can provide technical support for gas pipeline flow assurance. 展开更多
关键词 liquid loading Data-driven method Machine learning Gas pipeline Multiphase flow
原文传递
On the Development of a Model for the Prediction of Liquid Loading in Gas Wells with an Inclined Section 被引量:2
2
作者 Mengna Liao Ruiquan Liao +4 位作者 Jie Liu Shuangquan Liu Li Li Xiuwu Wang Yang Cheng 《Fluid Dynamics & Materials Processing》 EI 2019年第5期527-544,共18页
The ability to predict liquid loading in horizontal gas wells is of great importance for determining the time of drainage and optimizing the related production technology.In the present work,we describe the outcomes o... The ability to predict liquid loading in horizontal gas wells is of great importance for determining the time of drainage and optimizing the related production technology.In the present work,we describe the outcomes of experiments conducted using air-water mixtures in a horizontal well.The results show that the configuration with an inclined section is the most susceptible to liquid loading.Laboratory experiments in an inclined pipe were also conducted to analyze the variation of the critical gas flow rate under different angles,pressure and liquid volume(taking the equal liquid volume at inlet and outlet as the criterion for judging on the critical state).According to these results,the related angle of the inclined section ranges from 45°to 60°.Finally,a modified approach based on the Belfroid model has been used to predict the critical gas flow rate for the inclined section.After comparison with field data,this modified model shows an accuracy of 96%,indicating that it has better performances with respect to other models used in the past to predict liquid loading. 展开更多
关键词 Horizontal gas well inclined section liquid loading critical gas flow rate air-water flow
在线阅读 下载PDF
Abnormal liquid loading in gas wells of the Samandepe Gasfield in Turkmenistan and countermeasures
3
作者 Zhang Peijun Cheng Xubin +2 位作者 Liu Ronghe Yang Jihui Zheng Ke 《Natural Gas Industry B》 2015年第4期341-346,共6页
With complicated formation mechanisms,liquid loading in gas wells during gasfield development may significantly affect the productivity of gas wells and the ultimate recovery rate.Dynamic monitoring data of the Samand... With complicated formation mechanisms,liquid loading in gas wells during gasfield development may significantly affect the productivity of gas wells and the ultimate recovery rate.Dynamic monitoring data of the Samandepe Gasfield in Turkmenistan shows that liquid loading can be found extensively in gas wells.Their formation mechanisms and negative impacts on gasfield development severely restrict the productivity enhancement of this gasfield.With their origins taken into consideration,liquid loads in gas wells were classified into three types:formation water,condensed liquid,and external liquid.By using the hydrostatic pressure gradient method and through PLT monitoring,properties of liquid loads in the Samandepe Gasfield were determined.In addition,formation mechanisms related to liquid loading in gas wells were obtained through analyses of critical fluid-carrying capacities and by using gas-reservoir production data.The following findings were obtained.Liquid loading was commonly found in this gas well with majority of reservoir formations in lower well intervals flooded.However,the formation mechanisms for these liquid loads are different from those of other gasfields.Due to long-term shut-down of gas wells,killing fluids precipitated and pores in lower reservoir formations were plugged.As a result,natural gas had no access to boreholes,killing fluids were impossibly carried out of the borehole.Instead,the killing fluid was detained at the bottomhole to generate liquid load and eliminate the possibility of formation water coning.Moreover,since the gasfield was dominated by block reservoirs with favorable physical properties and connectivity,impacts of liquid load on gasfield development were insignificant.Thus,to enhance the recovery rate of the Samandepe Gasfield significantly,it is necessary to expand the gasfield development scale and strengthen the development of marginal gas reservoirs. 展开更多
关键词 Turkmenistan Samandepe Gasfield Development Gas well ABNORMAL liquid loading Formation mechanism IMPACT COUNTERMEASURE
在线阅读 下载PDF
Mode selection of Lamb waves for the evaluation of solid plates with liquid loading
4
作者 GAO GuangJian DENG MingXi +1 位作者 LI MingLiang PEI JunFeng 《Science China(Physics,Mechanics & Astronomy)》 SCIE EI CAS 2014年第10期1840-1847,共8页
This paper studies the mode selection of Lamb waves for evaluating solid plates with liquid loading. For this purpose, the Lamb wave selected should have the features such as zero normal displacement components at the... This paper studies the mode selection of Lamb waves for evaluating solid plates with liquid loading. For this purpose, the Lamb wave selected should have the features such as zero normal displacement components at the plate surface in contact with liquid, small dispersion, and maximum group velocity. It is found that when the phase velocity of Lamb wave is equal to the longitudinal wave velocity of the plate material, its normal displacement at the plate surface is always zero. Through the numerical analyses, the specific S2 Lamb wave that has zero normal displacement component at the plate surface, small dispersion and maximum group velocity compared with the other Lamb waves has been found. With respect to the specific S2 Lamb wave, some experimental examinations have been carried out. It is found that the liquid loading on the plate surface has less influence on the specific S2 Lamb wave signal but it can effectively eliminate the other signals. Moreover, the specific S2 Lamb wave selected exhibits the capability of detecting multiple defects in the solid plate with the liquid loading. It can be concluded that the specific S2 Lamb wave selected is suitable for the evaluation of solid plates with liquid loading. 展开更多
关键词 lamb waves mode selection solid plate liquid loading DISPERSION
原文传递
Phosphorus recovery from biogas fermentation liquid by Ca-Mg loaded biochar 被引量:29
5
作者 Ci Fang Tao Zhang +4 位作者 Ping Li Rongfeng Jiang Shubiao Wu Haiyu Nie Yingcai Wang 《Journal of Environmental Sciences》 SCIE EI CAS CSCD 2015年第3期106-114,共9页
Shortage in phosphorus (P) resources and P wastewater pollution is considered as a serious problem worldwide. The application of modified biochar for P recovery from wastewater and reuse of recovered P as agricultur... Shortage in phosphorus (P) resources and P wastewater pollution is considered as a serious problem worldwide. The application of modified biochar for P recovery from wastewater and reuse of recovered P as agricultural fertilizer is a preferred process. This work aims to develop a calcium and magnesium loaded biochar (Ca-Mg/biochar) application for P recovery from biogas fermentation liquid. The physico-chemical characterization, adsorption efficiency, adsorption selectivity, and postsorption availability of Ca-Mg/biochar were investigated. The synthesized Ca-Mg/biochar was rich in organic functional groups and in CaO and MgO nanoparticles. With the increase in synthesis temperature, the yield decreased, C content increased, H content decreased, N content remained the same basically, and BET surface area increased. The P adsorption of Ca-Mg/biochar could be accelerated by nano-CaO and nano-MgO particles and reached equilibrium after 360min. The process was endothermic, spontaneous, and showed an increase in the disorder of the solid-liquid interface. Moreover, it could be fitted by the Freundlich model. The maximum P adsorption amounts were 294.22, 315.33, and 326.63 mg/g. The P adsorption selectivity of Ca-Mg/biochar could not be significantly influenced by the typical pH level of biogas fermentation liquid. The nano-CaO and nano-MgO particles of Ca-Mg/biochar could reduce the negative interaction effects of coexisting ions. The P releasing amounts of postsorption Ca-Mg/biochar were in the order of Ca-Mg/B600 〉 Ca-Mg/B4S0 〉 Ca-Mg/B300. Results revealed that postsorption Ca-Mg/biochar can continually release P and is more suitable for an acid environment. 展开更多
关键词 Phosphorus Ca-Mg loaded biochar Biogas fermentation liquid Recovery
原文传递
Research and Development of Gadolinium Loaded Liquid Scintillator for Daya Bay Neutrino Experiment 被引量:1
6
作者 丁雅韵 张智勇 +3 位作者 周鹏举 刘金昌 王志民 赵宇亮 《Journal of Rare Earths》 SCIE EI CAS CSCD 2007年第S1期310-313,共4页
Daya Bay reactor anti-neutrino experiment is designed to measure an important parameter, θ13, of neutrino by using anti-neutrino created by Daya Bay and Ling Ao nuclear power plants. The experiment need 200 tonnes ga... Daya Bay reactor anti-neutrino experiment is designed to measure an important parameter, θ13, of neutrino by using anti-neutrino created by Daya Bay and Ling Ao nuclear power plants. The experiment need 200 tonnes gadolinium loaded liquid scintillator (Gd-LS) as target. The purpose of this research is to develop suitable Gd-LS candidates for this experiment, which should have long attenuation length, high light yield, long term stability, and should be compatible with the material used to build the containers. Two kinds of Gd-LS were developed using carboxylic acids 2-ethylhexanoic acid (EHA) and 3, 5, 5-trimethylhexanoic acid (TMHA) as complexing ligands and mesitylene and linear alkyl benzene (LAB) as scintillator solvents. Four Gd-LS samples with different Gd content and complexing ligands were prepared and characterized. The relative light yields and the stabilities of all samples are satisfying, and the values of attenuation length show that TMHA is a better ligand than EHA. 展开更多
关键词 reactor neutrino theta 13 gadolinium loaded liquid scintillator rare earths
在线阅读 下载PDF
A novel 4π Gd-loaded liquid scintillator detection system
7
作者 于国梁 董连洁 +2 位作者 侯龙 卢翰林 唐洪庆 《Nuclear Science and Techniques》 SCIE CAS CSCD 2014年第5期47-52,共6页
With a Geant4 software package based on the Monte Carlo method, a multi-cell 4π detection system is designed, which consists of 40 Gadolinium-loaded liquid scintillation detectors. These detectors, associated with a ... With a Geant4 software package based on the Monte Carlo method, a multi-cell 4π detection system is designed, which consists of 40 Gadolinium-loaded liquid scintillation detectors. These detectors, associated with a fission chamber in its geometrical center, constitute a platform. This platform is mainly used for the measurement of a fissionable nucleus(n, 2n) reaction cross section. In order to properly determine the experimental set-up, we carry out a systematic numerical simulation using our model which is established by the Geant4 software package. This work provides rich and valuable reference data for experiments on the fissionable nucleus(n, 2n) cross section measurement in the future. 展开更多
关键词 检测系统 液体闪烁体 液体闪烁探测器 GEANT4 蒙特卡洛方法 实验设置 断面测量 裂变室
在线阅读 下载PDF
BIAXIAL LOADING OF NEO-CLASSICAL LIQUID CRYSTAL ELASTOMERS:CONSTITUTIVE RELATIONS AND SOFT BEHAVIOR
8
作者 Hao Huang Zhi Zeng Yongzhong Huo 《Acta Mechanica Solida Sinica》 SCIE EI 2012年第5期493-509,共17页
The thermo-order-mechanical behaviors of liquid crystal elastomers (LCEs) under biaxial loading are studied in this paper. Inverse method for nonlinear elastic problems is utilized by imposing biaxial stretching to ... The thermo-order-mechanical behaviors of liquid crystal elastomers (LCEs) under biaxial loading are studied in this paper. Inverse method for nonlinear elastic problems is utilized by imposing biaxial stretching to thin rectangular samples. Neo-classical elastic energy is used together with the Landau-de Gennes nematic free energy. Under plane stress assumptions, the constitutive equations are derived. Due to the possible reorientations of the liquid crystal molecules induced by the imposed biaxial loading, the in-plane nonlinear stress-strain relations can have different expressions depending on which loading axis will have the largest effective principal strain. And the free energy is a multi-well non-convex potential function. As shown by some typical loading paths, the LCE samples will exhibit an anisotropic nonlinear elastic behavior, as long as the loading has not induced a reorientation of the liquid crystal molecules. When this did occur, jumps of stresses could take place for dead loadings due to the losing of stability. 展开更多
关键词 soft materials constitutive relation NONLINEAR biaxial loading larger deformation inverse methods liquid crystal elastomer
原文传递
Study on the Optimization of Agaricus bisporus Liquid Spawn Production Process
9
作者 Xingyuan LI Taoying ZHOU +1 位作者 Quansheng CHEN Baoqing ZHENG 《Agricultural Biotechnology》 CAS 2014年第5期55-57,共3页
On the basis of single-factor experiment, an orthogonal experiment was carried out with culture temperature, initial pH, inoculation amount and liquid loading volume as factors at three levels. With the mycelium bioma... On the basis of single-factor experiment, an orthogonal experiment was carried out with culture temperature, initial pH, inoculation amount and liquid loading volume as factors at three levels. With the mycelium biomass as an index, the optimal secondary liquid seed culture conditions were obtained: culture temperature 27 ℃, initial pH 6.5, inoculation amount 13%, liquid loading volume 100 ml. Under the optimized conditions, mycelium biomass reached the maximum. 展开更多
关键词 Culture temperature Initial Ph Inoculation amount liquid loading volume
在线阅读 下载PDF
A new model for predicting the critical liquid-carrying velocity in inclined gas wells
10
作者 WANG Wujie CUI Guomin +1 位作者 WEI Yaoqi PAN Jie 《Petroleum Exploration and Development》 CSCD 2021年第5期1218-1226,共9页
Based on the assumption of gas-liquid stratified flow pattern in inclined gas wells,considering the influence of wettability and surface tension on the circumferential distribution of liquid film along the wellbore wa... Based on the assumption of gas-liquid stratified flow pattern in inclined gas wells,considering the influence of wettability and surface tension on the circumferential distribution of liquid film along the wellbore wall,the influence of the change of the gas-liquid interface configuration on the potential energy,kinetic energy and surface free energy of the two-phase system per unit length of the tube is investigated,and a new model for calculating the gas-liquid distribution at critical conditions is developed by using the principle of minimum energy.Considering the influence of the inclination angle,the calculation model of interfacial friction factor is established,and finally closed the governing equations.The interface shape is more vulnerable to wettability and surface tension at a low liquid holdup,resulting in a curved interface configuration.The interface is more curved when the smaller is the pipe diameter,or the smaller the liquid holdup,or the smaller the deviation angle,or the greater gas velocity,or the greater the gas density.The critical liquid-carrying velocity increases nonlinearly and then decreases with the increase of inclination angle.The inclination corresponding to the maximum critical liquid-carrying velocity increases with the increase of the diameter of the wellbore,and it is also affected by the fluid properties of the gas phase and liquid phase.The mean relative errors for critical liquid-carrying velocity and critical pressure gradient are 1.19%and 3.02%,respectively,and the misclassification rate is 2.38%in the field trial,implying the new model can provide a valid judgement on the liquid loading in inclined gas wells. 展开更多
关键词 inclined gas well gas-liquid phase distribution interfacial friction factor critical liquid-carrying velocity bottom-hole liquid loading
在线阅读 下载PDF
A calculation model of critical liquid-carrying velocity of gas wells considering the influence of droplet shapes
11
作者 Pan Jie Wang Wujie +2 位作者 Wei Yaoqi Chen Junbin Wang Liangliang 《Natural Gas Industry B》 2018年第4期337-343,共7页
To clarify the existence of liquid loading and optimize the production allocation in gas wells,we constructed a model for calculating the critical liquid-carrying velocity based on the equal relationship between the t... To clarify the existence of liquid loading and optimize the production allocation in gas wells,we constructed a model for calculating the critical liquid-carrying velocity based on the equal relationship between the total surface free energy of droplets and the total turbulent kinetic energy of gas and considering the droplet size,droplet deformation and the influence of droplet deformation on surface free energy.Based on the ellipsoid hypothesis and by analyzing the influence of droplet deformation on the surface area and free energy of droplets,the equation for calculation of the maximum diameter of windward surface of droplets was developed.With consideration to the influence of droplet deformation on drags,the expression for the critical liquid-carrying velocity of ellipsoid droplets was clarified.With consideration to the influence of deformation and internal flow of droplets,the drag coefficient of the ellipsoid droplets was determined to be 20%higher than that of the Brauer Model for spheroid.A functional relationship between the deformation parameter K and the critical Weber number W_(ec) was established based on the energy conservation law.In addition,the calculation results were reduced by 10%.During the course,the impacts of gas-well pressure and temperature on surface tension were taken into account.The proposed model was compared with the models developed by Turner,Li Min,Wang Yizhong,Wang Zhibin and Xiong Yu,and on-site verification was conducted in 44 gas wells.The results show that the proposed model provides the prediction results in best coincidence with the actual performance of gas wells.In conclusion,the proposed model can be used to predict liquid loading in gas wells effectively. 展开更多
关键词 Water-bearing gas well liquid loading Critical liquid-carrying velocity liquid droplet shape Deformation parameter Drag coefficient CRITICAL
在线阅读 下载PDF
A new wellbore fluid load diagnosing model based on the energy conservation law
12
作者 Geng Xinzhong 《Natural Gas Industry B》 2020年第2期141-148,共8页
Liquid load in the borehole would affect the rate stability of gas well adversely.However,the existing liquid load detection techniques are somewhat limited by practical application.For the purpose of clarifying the l... Liquid load in the borehole would affect the rate stability of gas well adversely.However,the existing liquid load detection techniques are somewhat limited by practical application.For the purpose of clarifying the liquid-carrying mechanism of two-phase flow in the wellbore with a higher liquid rate,it is necessary to accurately diagnose the presence of liquid loading in the wellbore and reasonably formulate the production measures of the gas well.On the basis of previous studies,this paper established a new model for diagnosing the liquid-carrying conditions of gas-liquid two-phase vertical pipe flow according to the law of energy conservation.Then,by comparing with field practice statistics and indoor experimental data,the accuracy of the new model was verified.Finally,the new model was applied to analyze the liquid-carrying condition of one certain liquid-producing gas well.And the following research results were obtained.First,when the liquid production rate is lower,the critical liquid-carrying gas rate calculated by the new model is much lower than the calculation result of the Turner model.Second,with the increase of the liquid production rate,the critical liquid-carrying gas rate calculated by the new model increases gradually.And the higher the pressure is,the more obvious the increase of the critical liquid-carrying gas rate is.Third,from the perspective of flow pattern,the gas-liquid two-phase vertical pipe flow can be divided into 5 kinds,including bubble flow,slug flow,transition flow,wavy flow and annular mist flow.When the two-phase flow is transition flow,wavy flow or annular mist flow,there is no liquid loading in the wellbore.In conclusion,the calculation result of the new model is basically accordant with field practice statistics and indoor experimental data,and its diagnostic conclusion conforms to the actual situations.Obviously,this model is of universality and provides a theoretical support for the diagnosis of liquid-carrying condition and the prevention of fluid loading in liquid-producing gas wells. 展开更多
关键词 liquid-producing gas well liquid carrying mechanism Flow pattern Wellbore Diagnosis on liquid loading Critical liquid-carrying gas rate Energy conservation
在线阅读 下载PDF
Contribution of tuned liquid column gas dampers to the performance of offshore wind turbines under wind, wave, and seismic excitations 被引量:8
13
作者 Khosrow Bargi Reza Dezvareh Seyed Amin Mousavi 《Earthquake Engineering and Engineering Vibration》 SCIE EI CSCD 2016年第3期551-561,共11页
The main intention of the present study is to reduce wind, wave, and seismic induced vibrations of jacket- type offshore wind turbines (JOWTs) through a newly developed vibration absorber, called tuned liquid column... The main intention of the present study is to reduce wind, wave, and seismic induced vibrations of jacket- type offshore wind turbines (JOWTs) through a newly developed vibration absorber, called tuned liquid column gas damper (TLCGD). Using a Simulink-based model, an analytical model is developed to simulate global behavior of JOWTs under different dynamic excitations. The study is followed by a parametric study to explore efficiency of the TLCGD in terms of nacelle acceleration reduction under wind, wave, and earthquake loads. Study results indicate that optimum frequency of the TLCGD is rather insensitive to excitation type. In addition, while the gain in vibration control from TLCGDs with higher mass ratios is generally more pronounced, heavy TLCGDs are more sensitive to their tuned frequency such that ill-regulated TLCGD with high mass ratio can lead to destructive results. It is revealed that a well regulated TLCGD has noticeable contribution to the dynamic response of the JOWT under any excitation. 展开更多
关键词 offshore wind turbine wind load wave load seismic load tuned liquid column gas damper
在线阅读 下载PDF
Influence of Particles on the Loading Capacity and the Temperature Rise of Water Film in Ultra-high Speed Hybrid Bearing 被引量:3
14
作者 ZHU Aibin LI Pei +2 位作者 ZHANG Yefan CHEN Wei YUAN Xiaoyang 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2015年第3期541-548,共8页
Ultra-high speed machining technology enables high efficiency, high precision and high integrity of machined surface. Previous researches of hybrid bearing rarely consider influences of solid particles in lubricant an... Ultra-high speed machining technology enables high efficiency, high precision and high integrity of machined surface. Previous researches of hybrid bearing rarely consider influences of solid particles in lubricant and ultra-high speed of hybrid bearing, which cannot be ignored under the high speed and micro-space conditions of ultra-high speed water-lubricated hybrid bearing. Considering the impact of solid particles in lubricant, turbulence and temperature viscosity effects of lubricant, the influences of particles on pressure distribution, loading capacity and the temperature rise of the lubricant film with four-step-cavity ultra-high speed water-lubricated hybrid bearing are presented in the paper. The results show that loading capacity of the hybrid bearing can be affected by changing the viscosity of the lubricant, and large particles can improve the bearing loading capacity higher. The impact of water film temperature rise produced by solid particles in lubricant is related with particle diameter and minimum film thickness. Compared with the soft particles, hard particles cause the more increasing of water film temperature rise and loading capacity. When the speed of hybrid bearing increases, the impact of solid particles on hybrid bearing becomes increasingly apparent, especially for ultra-high speed water-lubricated hybrid bearing. This research presents influences of solid particles on the loading capacity and the temperature rise of water film in ultra-high speed hybrid bearings, the research conclusions provide a new method to evaluate the influence of solid particles in lubricant of ultra-high speed water-lubricated hybrid bearing, which is important to performance calculation of ultra-high speed hybrid bearings, design of filtration system, and safe operation of ultra-high speed hybrid bearings. 展开更多
关键词 hybrid bearing liquid-solid flow solid particles loading capacity temperature rise
在线阅读 下载PDF
气井携液临界气流速计算新模型
15
作者 罗程程 李楠 +2 位作者 刘永辉 曹光强 叶长青 《西南石油大学学报(自然科学版)》 北大核心 2025年第4期146-154,共9页
准确预测气井积液时机并提前采取合理排采措施可有效降低积液带来的风险。现有积液预测模型缺乏与气井积液特征对比分析,导致适应性较差。为此,开展了可视化物理模拟实验,分析了不同气流速下液膜流动规律,基于液膜流动特征,定义了新的... 准确预测气井积液时机并提前采取合理排采措施可有效降低积液带来的风险。现有积液预测模型缺乏与气井积液特征对比分析,导致适应性较差。为此,开展了可视化物理模拟实验,分析了不同气流速下液膜流动规律,基于液膜流动特征,定义了新的积液临界点;基于液膜层受力分析,建立了携液临界气流速机理模型。研究结果表明,液膜反转后,液体并不会在井底聚集,而是以液体波动形式向上带液,液膜反转越严重,波动越明显;液膜反转时井筒流动相对稳定,与气井积液时所表现的特征不符,导致其计算携液临界气量值偏大;将液膜层流层向上和向下流动流量相等定义为积液临界点能够更好地捕捉气井积液动态;新模型在不同影响参数条件下均与液膜模型呈现良好的对应关系,在公开发表文献中的实例井数据中预测精度最高。模型能够为气井积液判断提供参考。 展开更多
关键词 积液 Turner模型 液膜模型 可视化实验 携液临界气流速
在线阅读 下载PDF
基于LSTM-WGAN模型的柱塞-泡排复合排采系统预测控制方法
16
作者 赖欣 钱中程 +3 位作者 杨肖 刘永辉 叶长青 王强 《电子测量与仪器学报》 北大核心 2025年第2期11-20,共10页
高效的生产过程和智能化管理是天然气井可持续发展的关键,目前实际生产中页岩气开采仍然面临着井底积液造成气井产能下降的问题。为提高天然气井的产能和排水效率,充分利用泡沫排水采气和柱塞气举的优点,设计了一套“双元合一”的柱塞-... 高效的生产过程和智能化管理是天然气井可持续发展的关键,目前实际生产中页岩气开采仍然面临着井底积液造成气井产能下降的问题。为提高天然气井的产能和排水效率,充分利用泡沫排水采气和柱塞气举的优点,设计了一套“双元合一”的柱塞-泡排复合排采装置,提出了一种新颖的基于长短期记忆网络(LSTM)和Wasserstein生成对抗网络(WGAN)的复合排采LSTM-WGAN预测控制方法。利用基于密度的抗噪聚类算法(DBSCAN)对数据进行预处理,避免异常数据对模型预测的影响。通过生成器和判别器相互对抗并更新各自梯度方向的权重,不断优化使油套压差、水气比预测值逼近真值,从而准确预测下一时刻的油套压差和水气比。通过柱塞-泡排复合排采智能管理系统,实施预测的柱塞泡排投放策略。实验结果表明,LSTMWGAN模型的误差最小,与LSTM模型相比,LSTM-WGAN模型的油套压差和水气比预测结果的均方根误差、均方误差、平均绝对误差分别降低了2.64%、5.13%、11.75%和8.81%、8.07%、6.60%。LSTM-WGAN预测模型可以准确地预测油套压差和水气比,指导柱塞-泡排复合排采系统发出正确的投放泡排球和柱塞指令,实现了泡排-柱塞的全智能化投放。 展开更多
关键词 复合排采 预测控制 LSTM-WGAN 油套压差 水气比 井底积液
原文传递
天然气气田集气管道流动仿真算法
17
作者 吕宇玲 姜振河 +2 位作者 李晓伟 石家凯 曹华平 《油气储运》 北大核心 2025年第6期693-702,共10页
【目的】天然气气田开采进入中后期,其气井产液量逐渐增多,管道内流动介质的持液率升高,由此导致的集气管道局部积液、季节性冻堵等问题将严重影响气田产量与安全生产。探究集气管道内流体沿程流动规律,预测管内积液情况,对集气管道的... 【目的】天然气气田开采进入中后期,其气井产液量逐渐增多,管道内流动介质的持液率升高,由此导致的集气管道局部积液、季节性冻堵等问题将严重影响气田产量与安全生产。探究集气管道内流体沿程流动规律,预测管内积液情况,对集气管道的安全运行、提高集气效率具有重要意义。【方法】结合某气田现场生产资料与多相流理论,建立集气管道水力计算模型与热力计算模型,提出一种集气管道流动仿真模拟算法,通过管道特征识别与离散、流动参数初始化、物性数据库调用等环节求解管内任意截面流体流型、持液率、压力、温度等流动状态。将新建仿真算法对该气田的部分集气管道两端压差的计算结果、主流商业软件OLGA计算结果与气田现场的实测数据进行对比,验证该集气管道流动仿真算法的准确性。最后,采用该仿真算法预测该气田某集气管道的积液情况。【结果】新建算法、OLGA软件的压差计算结果的平均相对误差(Mean Relative Error,MRE)为0.101、0.267,与OLGA软件相比,该算法的计算结果更贴近于现场实测值。在此基础上,改变混合物的质量流量、含水率、出站温度等条件,分析获得集气管道内流型、压力、持液率的变化规律。利用该算法预测该气田5#站—6#站间集气管段积液情况,得到最大持液率为0.37,积液问题严重,应采取相应处理措施,以免产生危险工况。【结论】该算法对研究集气管道的流动特性与积液预测具有实践意义,气田企业工程技术人员可利用其对现场管道进行工艺模拟计算,从而制定合理的积液处理计划与方案。该算法是打破国外商业软件垄断的一次有益尝试,下一步应在其他气田区块进行调试验证,提高算法的通用性与稳定性。(图7,表3,参33). 展开更多
关键词 集气管道 仿真算法 水力计算 热力计算 积液预测
原文传递
Optimization of plunger lift working systems using reinforcement learning for coupled wellbore/reservoir
18
作者 Zhi-Sheng Xing Guo-Qing Han +5 位作者 You-Liang Jia Wei Tian Hang-Fei Gong Wen-Bo Jiang Pei-Dong Mai Xing-Yuan Liang 《Petroleum Science》 2025年第5期2154-2168,共15页
In the mid-to-late stages of gas reservoir development,liquid loading in gas wells becomes a common challenge.Plunger lift,as an intermittent production technique,is widely used for deliquification in gas wells.With t... In the mid-to-late stages of gas reservoir development,liquid loading in gas wells becomes a common challenge.Plunger lift,as an intermittent production technique,is widely used for deliquification in gas wells.With the advancement of big data and artificial intelligence,the future of oil and gas field development is trending towards intelligent,unmanned,and automated operations.Currently,the optimization of plunger lift working systems is primarily based on expert experience and manual control,focusing mainly on the success of the plunger lift without adequately considering the impact of different working systems on gas production.Additionally,liquid loading in gas wells is a dynamic process,and the intermittent nature of plunger lift requires accurate modeling;using constant inflow dynamics to describe reservoir flow introduces significant errors.To address these challenges,this study establishes a coupled wellbore-reservoir model for plunger lift wells and validates the computational wellhead pressure results against field measurements.Building on this model,a novel optimization control algorithm based on the deep deterministic policy gradient(DDPG)framework is proposed.The algorithm aims to optimize plunger lift working systems to balance overall reservoir pressure,stabilize gas-water ratios,and maximize gas production.Through simulation experiments in three different production optimization scenarios,the effectiveness of reinforcement learning algorithms(including RL,PPO,DQN,and the proposed DDPG)and traditional optimization algorithms(including GA,PSO,and Bayesian optimization)in enhancing production efficiency is compared.The results demonstrate that the coupled model provides highly accurate calculations and can precisely describe the transient production of wellbore and gas reservoir systems.The proposed DDPG algorithm achieves the highest reward value during training with minimal error,leading to a potential increase in cumulative gas production by up to 5%and cumulative liquid production by 252%.The DDPG algorithm exhibits robustness across different optimization scenarios,showcasing excellent adaptability and generalization capabilities. 展开更多
关键词 Plunger lift liquid loading Deliquification Reinforcement learning Deep deterministic policy gradient(DDPG) Artificial intelligence
原文传递
负载型离子液体制备及其对湿法磷酸提纯研究
19
作者 杨虎 杨思原 +3 位作者 罗梦恒 吴晨旭 匡步肖 包申旭 《现代化工》 北大核心 2025年第7期112-118,共7页
将离子液体通过化学接枝法负载在树脂上,制备了一种能从湿法磷酸中高效选择性吸附磷的负载型离子液体,并采用FT-IR、SEM-EDS和XPS对其进行表征分析。在制备温度为95℃、时间为16 h、液固比(mL∶g)为40∶1、氨基乙酸溶液浓度为2.66 mmol/... 将离子液体通过化学接枝法负载在树脂上,制备了一种能从湿法磷酸中高效选择性吸附磷的负载型离子液体,并采用FT-IR、SEM-EDS和XPS对其进行表征分析。在制备温度为95℃、时间为16 h、液固比(mL∶g)为40∶1、氨基乙酸溶液浓度为2.66 mmol/g的条件下,制备的材料对磷的平衡吸附量达到333.1 mg/g。在选择性吸附方面,对磷的吸附量远高于杂质离子(铁、铝和镁),说明材料对磷与杂质离子有较好的分离性能。尤其是磷与镁的分离系数达到636.83。这表明此材料能够实现复杂磷酸溶液中磷与杂质离子的选择性分离,特别是在含镁量高的磷酸溶液中提纯效果显著。还通过表征分析推断该材料对磷酸吸附机理主要是络合反应与阴离子交换的协同作用。 展开更多
关键词 湿法磷酸 负载型离子液体 吸附 选择性 提纯
原文传递
氢溴酸高乌甲素可溶性微针的制备及表征
20
作者 肖卫红 余南才 +2 位作者 杨艺 官鹭 洪怡 《中国医院药学杂志》 北大核心 2025年第18期2114-2118,共5页
目的:制备氢溴酸高乌甲素可溶性微针并对其进行表征。方法:采用两步离心法制备氢溴酸高乌甲素可溶性微针,通过单因素试验以硬度、韧性、平整度、完整性、气泡为评价指标对微针的针尖及背衬层处方进行了筛选,采用扫描电子显微镜和质构仪... 目的:制备氢溴酸高乌甲素可溶性微针并对其进行表征。方法:采用两步离心法制备氢溴酸高乌甲素可溶性微针,通过单因素试验以硬度、韧性、平整度、完整性、气泡为评价指标对微针的针尖及背衬层处方进行了筛选,采用扫描电子显微镜和质构仪对微针的外观形态和机械强度进行考察,采用高效液相色谱法对微针的载药量进行测定。结果:最优处方为由5%聚乙烯醇+10%聚乙烯吡咯烷酮K30的基质材料组成背衬层,5%聚乙烯醇+5%聚乙烯吡咯烷酮K30处方组成制成针尖部分,制备得到的氢溴酸高乌甲素可溶性微针的针尖阵列完整,机械强度较高,背衬层的柔韧性、平整度、硬度合适,3批微针样品断裂应力平均为29.64 N,针尖长度为(331.05±5.78)μm,微针的平均载药量在(741.30±15.94)μg。结论:制备得到的氢溴酸高乌甲素可溶性微针的机械强度及柔韧性好,方法简单,质量稳定可靠。 展开更多
关键词 氢溴酸高乌甲素 可溶性微针 高效液相色谱仪 载药量
原文传递
上一页 1 2 35 下一页 到第
使用帮助 返回顶部