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A liquid loading prediction method of gas pipeline based on machine learning 被引量:5
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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
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On the Development of a Model for the Prediction of Liquid Loading in Gas Wells with an Inclined Section 被引量:2
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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
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Abnormal liquid loading in gas wells of the Samandepe Gasfield in Turkmenistan and countermeasures
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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
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Mode selection of Lamb waves for the evaluation of solid plates with liquid loading
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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
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Optimization of plunger lift working systems using reinforcement learning for coupled wellbore/reservoir
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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
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A new model for predicting the critical liquid-carrying velocity in inclined gas wells
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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
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Study on the Optimization of Agaricus bisporus Liquid Spawn Production Process
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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
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A calculation model of critical liquid-carrying velocity of gas wells considering the influence of droplet shapes
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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
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Phosphorus recovery from biogas fermentation liquid by Ca-Mg loaded biochar 被引量:29
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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
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Research and Development of Gadolinium Loaded Liquid Scintillator for Daya Bay Neutrino Experiment 被引量:1
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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
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A new wellbore fluid load diagnosing model based on the energy conservation law
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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
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