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Temporary plugging agent transport behavior within visualized multi-fracture created during TPDF in a horizontal well: An experimental study
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作者 Yu-Shi Zou Dian-Yu Li +4 位作者 Can Yang Yan-Chao Li Shi-Cheng Zhang Long-Qing Zou Xin-Fang Ma 《Petroleum Science》 2025年第9期3671-3687,共17页
Temporary plugging and diversion fracturing(TPDF)is widely used to promote the uniform and complex distribution of multi-clustered hydraulic fractures(HFs)in a horizontal well of the unconventional formations.However,... Temporary plugging and diversion fracturing(TPDF)is widely used to promote the uniform and complex distribution of multi-clustered hydraulic fractures(HFs)in a horizontal well of the unconventional formations.However,the migration behavior of temporary plugging agent(TPA),as a function of the concentration and particle size of TPA and cluster-perforation numbers,etc.,determining the effectiveness of this technique,remains unclear.Therefore,this study conducted innovatively a series of TPDF simulation experiments on transparent polymethyl methacrylate(PMMA)specimens(cubic block of 30 cm×30 cm×30 cm)to explore visually the migration behavior of TPA in multi-clustered HFs in a horizontal well.A laboratory hydraulic sandblasting perforation completion technique was implemented to simulate the multi-cluster perforations.All the distributions of wellbore,perforations,HFs,and TPA can be seen clearly inside the PMMA specimen post the experiment.The results show that there are four characteristic plugging positions for the TPA:mouth of HF,middle of HF,tip of HF,and the intersection of HFs.Small particle size TPA tends to migrate to the fracture tip for plugging,while large particle size TPA tends to plug at the fracture mouth.The migration of the TPA is influenced obviously by the morphology of the fracture wall.A smooth fracture wall is conducive to the migration of the TPA to the far end of HFs,but not conducive to generating the plugging zone and HF diversion.In contrast,a"leaf vein"fracture of rough wall is conducive to generating the plugging layer and the diversion of HFs,but not conducive to the migration of the TPA to the far end of HFs.The migration ability of TPA in a"shell"pattern is intermediate between the two above cases.Increasing TPA concentration can encourage TPA to migrate more quickly to the characteristic plugging position,and thereby to promote the creation of effective plugging and subsequently the multi-stage diversion of the HFs.Nevertheless,excessive concentration may cause the TPA to settle prematurely,affecting the propagation of the HFs to the far end.Increasing the number of clusters to a certain extent can encourage TPA to migrate into the HFs and form plugging,and promote the diversion.An evaluation system for the migration ability of granular TPA has been established,and it was calculated that when there is no plugging expectation target,the comprehensive migration ability of small particle size TPA is stronger than that of large particle size TPA.This research provides theoretical foundation for the optimization of temporary plugging parameters. 展开更多
关键词 Temporary plugging and diversion fracturing(TPDF) Polymethyl methacrylate(PMMA) Multi-cluster perforation Temporary plugging agent migration Visualization plugging position
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Numerical modeling validation of the sealability of bismuth alloy plugs
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作者 Marcelo Anunciação Jaculli Lewaa Hmadeh +1 位作者 Sigbjørn Sangesland Behzad Elahifar 《Petroleum Research》 2025年第4期923-935,共13页
Due to the high demand for plugging and abandonment(P&A)of wells,concerns have been raised regarding existing solutions in terms of their capability of long-term sealing-such as cement,which is the only qualified ... Due to the high demand for plugging and abandonment(P&A)of wells,concerns have been raised regarding existing solutions in terms of their capability of long-term sealing-such as cement,which is the only qualified barrier material for downhole plugs.Therefore,alternative materials that can ensure better long-term sealability than cement are sought.Metal plugs have been actively researched and tested in the field,especially the ones made of bismuth alloys,due to their characteristics of impermeability and expansion upon solidification.This work focuses on the numerical modeling of bismuthtin plugs for potential field applications.Bismuth is unique due to its expansion upon solidification,a beneficial characteristic that achieves better sealability.However,due to the low melting point of bismuth alloys,they can be susceptible to creep and aging effects if the plug is placed in high-temperature wells.In this work,the mechanical behavior of the eutectic bismuth-tin alloy is modeled using commercial finite element analysis software and then validate this model with available laboratory data.Such modeling includes expansion,creep,and aging effects of the alloy;expansion data is taken from manufacturers,while creep and aging use data found in the literature.The sealability is then checked by carrying out numerical push-out tests.The results obtained do not agree completely with laboratory data,especially at lower temperatures,highlighting the uncertainties in the input data used,especially on creep parameters.The conclusion from this validation procedure is that it is fundamental to acquire good input data for the model to match experimental results accurately.In particular,the creep parameters-for whichever fitting model is adopted-and the friction coefficient are the major sources of uncertainties,while being the main drivers of the sealability mechanism of metal plugs.This leads to a recommendation for thorough sample testing,under test conditions that replicate actual field conditions to obtain more accurate parameters.Further,this work contributes by providing a working numerical model that can be used to simulate different laboratory and field scenarios,thus assessing the sealing capabilities of any bismuth-based alloy. 展开更多
关键词 plugging and abandonment Bismuth plugs Eutectic bismuth-tin alloy Finite element analysis
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Enhanced Load-Settlement Curve Forecasts for Open-Ended Pipe Piles Incorporating Soil Plug Constraints Using Shallow and Deep Neural Networks
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作者 Luttfi A.AL-HADDAD Mohammed Y.FATTAH +2 位作者 Wissam H.S.AL-SOUDANI Sinan A.AL-HADDAD Alaa Abdulhady JABER 《China Ocean Engineering》 2025年第3期562-572,共11页
This study investigates the load-bearing capacity of open-ended pipe piles in sandy soil, with a specific focus on the impact of soil plug constraints at four levels(no plug, 25% plug, 50% plug, and full plug). Levera... This study investigates the load-bearing capacity of open-ended pipe piles in sandy soil, with a specific focus on the impact of soil plug constraints at four levels(no plug, 25% plug, 50% plug, and full plug). Leveraging a dataset comprising open-ended pipe piles with varying geometrical and geotechnical properties, this research employs shallow neural network(SNN) and deep neural network(DNN) models to predict plugging conditions for both driven and pressed installation types. This paper underscores the importance of key parameters such as the settlement value,applied load, installation type, and soil configuration(loose, medium, and dense) in accurately predicting pile settlement. These findings offer valuable insights for optimizing pile design and construction in geotechnical engineering,addressing a longstanding challenge in the field. The study demonstrates the potential of the SNN and DNN models in precisely identifying plugging conditions before pile driving, with the SNN achieving R2 values ranging from0.444 to 0.711 and RMSPE values ranging from 24.621% to 48.663%, whereas the DNN exhibits superior performance, with R2 values ranging from 0.815 to 0.942 and RMSPE values ranging from 4.419% to 10.325%. These results have significant implications for enhancing construction practices and reducing uncertainties associated with pile foundation projects in addition to leveraging artificial intelligence tools to avoid long experimental procedures. 展开更多
关键词 pipe piles soil plug artificial neural network bearing capacity forecasts
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Technology of milling bridge plugs and field applications in shale gas horizontal wells with severe casing deformation
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作者 Gang Xiang Jialin Liu Xiaolong Ma 《Natural Gas Industry B》 2025年第1期64-70,共7页
Milling bridge plugs in shale gas wells with severe casing deformation often leads to the accumulation of cuttings,increasing the risk of stuck drill bits.Friction in the wellbore further complicates tool deployment i... Milling bridge plugs in shale gas wells with severe casing deformation often leads to the accumulation of cuttings,increasing the risk of stuck drill bits.Friction in the wellbore further complicates tool deployment into the horizontal section,posing challenges to efficient plug drilling and achieving wellbore access to the target layer.This paper integrates the theory of positive displacement motors and models their actual working characteristics to study the milling of bridge plugs in severely deformed horizontal wells.It examines the effects of coiled tubing diameter and wall thickness on the bending load of horizontal sections and discusses key technical requirements,including the timing of plug drilling,extending the run in the horizontal section,parameter control,and real-time field analysis.Field practices have shown that after casing deformation occurs,priority should be given to drilling out the bridge plugs below the point of deformation.The primary factors contributing to stuck drills in deformed wells include smaller mill shoe sizes and larger cuttings sizes.Short well-washing cycles and targeted cuttings removal can effectively reduce sticking risks.If sticking occurs,high-tonnage pulling should be avoided.Instead,releasing the stick through up-anddown string motion,combined with high-volume nozzle spraying and annulus pumping,is recommended.The selection of coiled tubing should consider diameter,wall thickness,and steel grade to handle complex situations.Larger diameters,thicker walls,and low-frequency,multi-head hydraulic oscillators are more effective for unlocking horizontal sections.This approach can reduce the risk of drill sticking and solve the problem of horizontal section lock-ups,offering a reliable solution for smooth drilling and efficient production in wells with severe casing deformation. 展开更多
关键词 Shale gas Coiled tubing Casing deformation Milling bridge plug Risk control
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Plugging mode of flaky lost circulation materials within fractures and mechanism to enhance pressure-bearing capacity for the plugging zone
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作者 Kun Guo Yi-Li Kang +3 位作者 Cheng-Yuan Xu Chong Lin Ling-Jie Zhang Li-Jun You 《Petroleum Science》 2025年第8期3315-3332,共18页
During drilling operations in deep fractured tight gas reservoirs,lost circulation of working fluid frequently occurs due to the formationʼs low pressure-bearing capacity.Adding lost circulation materials(LCMs)to dril... During drilling operations in deep fractured tight gas reservoirs,lost circulation of working fluid frequently occurs due to the formationʼs low pressure-bearing capacity.Adding lost circulation materials(LCMs)to drilling fluids is the most common method for controlling lost circulation.Among these,granular LCMs are widely used,but the application frequency of flaky LCMs has been increasing annually due to their unique morphology.However,the migration and plugging behavior of flaky LCMs within fractures,and the mechanisms enhancing the pressure-bearing capacity of the plugging zone are not well understood.Therefore,this study conducted visual plugging experiments and dynamic fracture plugging experiments to evaluate the plugging mode and pressure-bearing capacity of the plugging slurry with various particle sizes and concentrations of flaky LCMs.The experimental results demonstrate that the fracture plugging process can be divided into four stages:uniform flow stage of the plugging slurry,formation and development stage of the bridging area,formation and development stage of the plugging area,and pressure-bearing stage of the plugging zone.The inclusion of flaky LCMs notably reduces the duration of stages 1 and 2,while simultaneously increasing the proportion of the plugging zone and enhancing its surface porosity.Flaky LCMs reduce the effective fracture width through“interception”and“co-bridging”modes,thus improving plugging zone formation efficiency.Appropriate particle size and concentration of flaky LCMs increase the area and length of the plugging zone.This reduces the fracture width increment caused by injection pressure and enhances frictional force between the plugging zone and fracture surface,thereby improving the pressure-bearing capacity of the plugging zone.However,excessively high concentrations of flaky LCMs result in decreased structural stability of the plugging zone,and excessively large particle sizes increase the risk of plugging outside fracture inlet.The recommended concentration of flaky LCMs in the plugging slurry is 2%–3%,with a particle size 1.2 to 1.5 times that of the bridging granular LCMs and not exceeding twice the fracture width.This study provides a theoretical foundation for selecting LCMs and designing plugging formulations for field applications. 展开更多
关键词 Lost circulation Flaky lost circulation materials Fracture plugging zone Visualization Pressure-bearing capacity
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Preparation and Application of an Epoxy Soybean Oil-Based Plugging Agent
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作者 Yongming Li Dingyuan Zhang +1 位作者 Yadong Chen Jiandu Ye 《Fluid Dynamics & Materials Processing》 2025年第2期261-277,共17页
Resin plugging agents play a pivotal role in addressing casing damage in oil and gas fields.However,the widespread use of epoxy resin is constrained by its high cost and non-renewable origin,while plant-based resins o... Resin plugging agents play a pivotal role in addressing casing damage in oil and gas fields.However,the widespread use of epoxy resin is constrained by its high cost and non-renewable origin,while plant-based resins often suffer from inadequate mechanical properties,which limit their effectiveness in such applications.This study introduces BEOPA,an innovative,renewable,high-strength resin plugging agent derived from epoxidized soybean oil(ESO)and enhanced with bisphenol A-type benzoxazine(BZ).In this study,the synthesis process,reactionmechanism,and application performance of this novelmaterial are systematically presented,explored and optimized.It is shown that the optimal formulation of BEOPA includes 41.4 wt%ESO,24.8 wt%BZ,24.8 wt%methylhexahydrophthalic anhydride(MHHPA),8.2 wt%styrene(ST),and 0.8 wt%N,N-dimethylbenzylamine(BDMA),yielding an impressive compressive strength of 93.7 MPa.The integration of ESO and BZ creates an intricate and robust double crosslinking network,significantly enhancing material strength and durability.BEOPA exhibits a tunable curing time,ranging from 0.5 to 15 h,with viscosities below 300 mPa⋅s at 25℃and 75mPa⋅s at 50℃.Furthermore,it demonstrates exceptional thermal stability within the 100℃-150℃range,even in environments with mineral salt concentrations as high as 43,330 mg/L.Remarkably,BEOPA achieves superior plugging performance,sustaining breakthrough pressures exceeding 29.7 MPa in 1 mm crack cores. 展开更多
关键词 Casing damage epoxidized soybean oil BENZOXAZINE mechanical properties plugging properties
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Experimental study of a circulation agent dynamic plugging for multi-scale natural fractures
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作者 Zhao-Wen Hu Yi-Qun Zhang +3 位作者 Jin-Shan Wang Xin-Yu Wang Yu Qin Ya Liu 《Petroleum Science》 2025年第9期3641-3654,共14页
Lost circulation critically jeopardizes drilling safety and efficiency,and remains an unresolved challenge in oil and gas engineering.In this paper,by utilizing the self-developed dynamic plugging apparatus and synthe... Lost circulation critically jeopardizes drilling safety and efficiency,and remains an unresolved challenge in oil and gas engineering.In this paper,by utilizing the self-developed dynamic plugging apparatus and synthetic cores containing large-scale fractures,experimental research on the circulation plugging of different materials was conducted.Based on the D90 rule and fracture mechanical aperture model,we analyze the location of plugging layer under dynamic plugging mechanism.By setting different parameters of fracture width and injection pressure,the laws of cyclic plugging time,pressure bearing capacity and plugging layers formation were investigated.The results show that the comprehensive analysis of particle size and fracture aperture provides an accurate judgment of the entrance-plugging phenomenon.The bridging of solid materials in the leakage channel is a gradual process,and the formation of a stable plug requires 2–3 plug-leakage cycles.The first and second cyclic plugging time was positively correlated with the fracture width.Different scales of fractures were successfully plugged with the bearing pressure greater than 6 MPa,but there were significant differences in the composition of the plugging layer.The experimental results can effectively prove that the utilized plugging agent is effective and provides an effective reference for dynamic plugging operation. 展开更多
关键词 Dynamic plugging Large scale fracture Lost circulation material Laboratory experiments Fracture aperture
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Enhancing uniformity of multi-fracture propagation by temporary plugging and diversion fracturing in a horizontal well with multicluster perforations
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作者 Xin Chang Shi-Long Teng +2 位作者 Xing-Yi Wang Yin-Tong Guo Chun-He Yang 《Petroleum Science》 2025年第9期3688-3708,共21页
Multi-stage and multi-cluster fracturing(MMF)is a crucial technology in unconventional oil and gas development,aiming to enhance production by creating extensive fracture networks.However,achieving uniform expansion o... Multi-stage and multi-cluster fracturing(MMF)is a crucial technology in unconventional oil and gas development,aiming to enhance production by creating extensive fracture networks.However,achieving uniform expansion of multi-cluster hydraulic fractures(HFs)in MMF remains a significant challenge.Field practice has shown that the use of temporary plugging and diversion fracturing(TPDF)can promote the balanced expansion of multi-cluster HFs.This study conducted TPDF experiments using a true triaxial fracturing simulation system setting a horizontal well completion with multi-cluster jetting perforations to investigate the equilibrium initiation and extension of multi-cluster fractures.The influence of key parameters,including cluster spacing,fracturing fluid viscosity,differential stress,and fracturing fluid injection rate,on fracture initiation and propagation was systematically examined.The results indicate that while close-spaced multi-cluster fracturing significantly increases the number of HFs,it also leads to uneven extension of HFs in their propagation.In contrast,TPDF demonstrates effectiveness in mitigating uneven HF extension,increasing the number of HFs,and creating a larger stimulated reservoir volume,ultimately leading to improved oil and gas well productivity.Moreover,under conditions of high differential stress,the differential stress within the formation exerts a stronger guiding effect in HFs,which are more closely aligned with the minimum principal stress.Low-viscosity fluids facilitate rapid and extensive fracture propagation within the rock formation.High-volume fluid injection,on the other hand,more comprehensively fills the formation.Therefore,employing lowviscosity and high-volume fracturing is advantageous for the initiation and extension of multi-cluster HFs. 展开更多
关键词 Non-uniformity of fracture propagation Temporary plugging and diversion FRACTURING Multi-cluster hydraulic fracturing Fracture propagation
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Single-image super-resolution of gamma-ray imaging system using deep denoiser prior based on plug-and-play framework
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作者 Guo-Guang Li Liang Sheng +6 位作者 Bao-Jun Duan Yang Li Yan Song Zi-Jian Zhu Wei-Peng Yan Dong-Wei Hei Qing-Zi Xing 《Matter and Radiation at Extremes》 2025年第2期56-70,共15页
Gamma-ray imaging systems are powerful tools in radiographic diagnosis.However,the recorded images suffer from degradations such as noise,blurring,and downsampling,consequently failing to meet high-precision diagnosti... Gamma-ray imaging systems are powerful tools in radiographic diagnosis.However,the recorded images suffer from degradations such as noise,blurring,and downsampling,consequently failing to meet high-precision diagnostic requirements.In this paper,we propose a novel single-image super-resolution algorithm to enhance the spatial resolution of gamma-ray imaging systems.A mathematical model of the gamma-ray imaging system is established based on maximum a posteriori estimation.Within the plug-and-play framework,the half-quadratic splitting method is employed to decouple the data fidelit term and the regularization term.An image denoiser using convolutional neural networks is adopted as an implicit image prior,referred to as a deep denoiser prior,eliminating the need to explicitly design a regularization term.Furthermore,the impact of the image boundary condition on reconstruction results is considered,and a method for estimating image boundaries is introduced.The results show that the proposed algorithm can effectively addresses boundary artifacts.By increasing the pixel number of the reconstructed images,the proposed algorithm is capable of recovering more details.Notably,in both simulation and real experiments,the proposed algorithm is demonstrated to achieve subpixel resolution,surpassing the Nyquist sampling limit determined by the camera pixel size. 展开更多
关键词 deep denoiser prior enhance spatial resolution maximum posteriori estimationwithin radiographic diagnosishoweverthe maximum posteriori estimation gamma ray imaging plug play framework recorded images
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页岩气储层缝内暂堵压裂技术研究进展及展望
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作者 路千里 匡斌 +5 位作者 郭建春 张航 龚新伟 何乐 曾冀 李成佳 《油气地质与采收率》 北大核心 2026年第1期70-84,共15页
缝内暂堵压裂技术是实现页岩气储层高效开发的重要增产措施之一,而暂堵施工参数的合理选择对能否实现高效封堵至关重要。对缝内暂堵压裂技术的研究现状进行深入剖析,以明确其未来的发展需求,为页岩气的高效开发提供新的思路和方法。通... 缝内暂堵压裂技术是实现页岩气储层高效开发的重要增产措施之一,而暂堵施工参数的合理选择对能否实现高效封堵至关重要。对缝内暂堵压裂技术的研究现状进行深入剖析,以明确其未来的发展需求,为页岩气的高效开发提供新的思路和方法。通过文献调研及分析,回顾了缝内暂堵压裂技术的发展历程,概述了缝内暂堵压裂技术机理及暂堵效果监测技术。综合分析对比了暂堵剂缝内运移-封堵实验和数值模拟及暂堵裂缝扩展模拟在优选暂堵施工参数上的方法特点及评价指标。结果表明,优选暂堵施工参数不仅可以实现高效封堵,还可以促进裂缝扩展,达到降本增效的目的。但现有优选技术难以实现高压、高温下的高精度模拟。通常室内的实验条件被简化为理想状态,往往忽略了实际地层条件下复杂多变的因素,并且实验装置普遍存在承压能力低、实验位移小等问题,均限制了实验的准确性;而数值模拟方法,模型多数为简单模型,缺乏自适应计算封堵位置及评价封堵能力的算法,并且忽略了裂缝壁面粗糙度及液体漏失等因素的影响,使得模拟结果难以准确反映实际封堵过程。为获取最优暂堵施工参数,建议改进实验装置,同时深化对微观机制的理解,加强多因素精确模型的开发,还原真实裂缝环境下的暂堵压裂效果。 展开更多
关键词 页岩气 缝内暂堵压裂技术 暂堵施工参数优选 暂堵机理 压裂监测
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井下低熔点合金封堵套管的密封性
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作者 查春青 陶文超 +5 位作者 朱治国 李栋 郑建锋 王政国 柳贡慧 汪伟 《中国石油大学学报(自然科学版)》 北大核心 2026年第1期212-221,共10页
针对井下低熔点金属封堵中Bi基合金与套管之间密封性能,构建合金塞成型试验及气密封试验装置,开展合金塞与套管结合后的承压能力与气密封性能试验,利用光学显微镜分析密封面的微观结构,研究轴向压力及环境温度对合金塞密封性能的影响。... 针对井下低熔点金属封堵中Bi基合金与套管之间密封性能,构建合金塞成型试验及气密封试验装置,开展合金塞与套管结合后的承压能力与气密封性能试验,利用光学显微镜分析密封面的微观结构,研究轴向压力及环境温度对合金塞密封性能的影响。结果表明:所形成的合金塞密封性能受环境温度影响较大,随着环境温度升高,合金塞/套管之间结合能力降低,其承压能力下降;在合金塞凝固成型过程中,通过施加轴向压力,有益于提高合金塞承压与气密封能力;当合金塞被推动后,其与套管内壁会发生剪切破坏移动,但其气密封性能不会完全破坏;Bi基合金作为一种井下套管封堵的新型材料,能够通过材料本体的膨胀性来实现套管的封堵。 展开更多
关键词 Bi基合金 密封性能 合金塞成型 轴向压力 套管封堵
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可连续堵漏钻进多功能工具研制与试验
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作者 姚建林 黄伟 +2 位作者 郑凯中 刘彬 李润泽 《石油机械》 北大核心 2026年第2期40-48,共9页
近些年,深井、超深井钻井完井技术虽有了长足进步,但井漏仍然是深层、超深层油气开发过程中常见的井下复杂问题之一,钻井工程中因井漏而带来的经济损失占总成本的25%~40%。针对井漏问题,提出一种用于水泥浆堵漏的连续堵漏-钻塞作业方法... 近些年,深井、超深井钻井完井技术虽有了长足进步,但井漏仍然是深层、超深层油气开发过程中常见的井下复杂问题之一,钻井工程中因井漏而带来的经济损失占总成本的25%~40%。针对井漏问题,提出一种用于水泥浆堵漏的连续堵漏-钻塞作业方法,能够减少水泥浆堵漏和钻水泥塞作业的起下钻趟数,从而极大缩短水泥浆堵漏作业周期。基于此,对比分析了液压式、机械式、机械可控节流+液压驱动、液压可控节流+液压驱动等4种技术原理的优缺点,优选“机械可控节流+液压驱动”作为研究的技术原理;利用《水力计算手册》和《钻井工程技术手册》以及流体仿真分析,建立了液压推力理论计算公式;采用刀块误扩张结构、45°扩张斜角刀块、防水泥浆堆积固化结构、三长中心相连刀翼、钻头一体式结构、大通径水眼等设计,研发出了可连续堵漏钻进多功能工具。室内测试和现场试验结果表明:液压推力理论公式计算结果较准确,能够为可连续堵漏钻塞多功能工具系列化提供理论支撑;多功能工具在钻试-X井“一趟钻”完成了注水泥浆和钻水泥塞作业,且钻水泥塞形成的井眼尺寸达到设计直径,实现了不起钻条件下的连续堵漏-钻塞作业,较常规作业节约1趟钻,其推广应用有望大幅缩短水泥浆堵漏作业周期。 展开更多
关键词 深井 超深井 井漏 水泥浆堵漏 钻水泥塞 不起钻堵漏钻塞 注水泥作业
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基于YOLO11n的叶菜穴盘育苗播种性能检测系统设计及试验
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作者 谭穗妍 钟磊 +7 位作者 刘长江 王杰 黄俊明 胡希红 王宇唯 郑惠文 陈学深 马旭 《农业工程学报》 北大核心 2026年第1期25-36,共12页
针对叶菜穴盘育苗播种过程中单播率低、漏播率高等问题,该研究提出一种基于YOLO11n(you only look once11 nano)改进的轻量化模型Seed-YOLO进行3种不同叶菜种子穴盘育苗播种性能检测,并在边缘计算设备Nvidia Jetson Xavier NX上进行部署... 针对叶菜穴盘育苗播种过程中单播率低、漏播率高等问题,该研究提出一种基于YOLO11n(you only look once11 nano)改进的轻量化模型Seed-YOLO进行3种不同叶菜种子穴盘育苗播种性能检测,并在边缘计算设备Nvidia Jetson Xavier NX上进行部署,开发了高效叶菜穴盘育苗播种性能检测系统。Seed-YOLO通过引入上下文锚点注意力(context anchor attention,CAA)模块构建的C2PSA_CAA模块、分组混洗卷积(group shuffle convolution,GSConv)及GSBottleneck模块构建的C3K2_GS模块、WIoU v3(wise intersection over union version 3)损失函数、特小目标检测头等改进,提升对小粒径叶菜种子的分类识别能力。试验结果显示,Seed-YOLO对3种叶菜种子穴盘播种的性能检测表现如下:其平均精度均值达到96.7%,F1分数达到93.79%,相比YOLO11n的91.3%和84.92%,分别高出5.4和8.87个百分点,其参数量仅为1.58 M,较YOLO11n的2.58 M降低38.7%。在Nvidia Jetson进行模型部署,并开发用户界面,设计叶菜穴盘播种性能实时检测系统,该系统在播种效率为120盘/h时的单粒率、重播、漏播正确预报率分别为99.19%、94.79%和93.43%,每穴盘平均运算时间为121 ms。研究结果可为叶菜穴盘育苗播种性能检测系统研制提供支持。 展开更多
关键词 叶菜 种子 穴盘育苗 播种 检测 边缘计算 YOLO11n
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基于深度学习的海上压裂砂堵风险实时预警方法
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作者 郭布民 徐延涛 +4 位作者 王晓鹏 王新根 宫红亮 巴广东 赵明泽 《深圳大学学报(理工版)》 北大核心 2026年第1期65-73,共9页
为有效解决压裂过程砂堵事故识别方法费时费力、精度低且无法实时预警的问题,基于施工压力、排量和砂比等多参数数据分析和深度学习算法,提出了海上压裂井砂堵风险自动识别与智能预警方法.利用具有注意力机制的长短期记忆(attention lon... 为有效解决压裂过程砂堵事故识别方法费时费力、精度低且无法实时预警的问题,基于施工压力、排量和砂比等多参数数据分析和深度学习算法,提出了海上压裂井砂堵风险自动识别与智能预警方法.利用具有注意力机制的长短期记忆(attention long short-term memory,Att-LSTM)神经网络,构建了施工压力实时预测模型,可提前40 s预测压力变化,精度高于92%;改进具有注意力机制的卷积—长短期记忆(attention-based convolutional neural network–LSTM,Att-CNN-LSTM)神经网络,建立了压裂砂堵识别模型,时间误差少于1 min.耦合两种模型并嵌入迁移学习技术,构建了具有可继续学习功能的压裂砂堵风险实时预警方法.结果表明,压裂砂堵风险实时预警模型通过压力预测值驱动砂堵识别,输出当前及未来40 s砂堵概率(取最高5个概率值均值),现场验证显示可提前38~42 s触发预警.同时,该模型中迁移学习模块使正式训练迭代次数从2000次降至300次,计算效率提升5.7倍.研究表明,机器学习方法可以提高压裂砂堵识别精度和效率,有效加快压裂决策智能化进程. 展开更多
关键词 石油与天然气工程 深度学习 压裂砂堵自动识别 压力智能预测 砂堵风险实时预警 迁移学习 数据特征增强
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纳米气泡驱油技术的动态封堵机理与渗透率适配性研究
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作者 于春磊 孙强 +3 位作者 张翼飞 张瑞超 王硕亮 黄迎松 《油气地质与采收率》 北大核心 2026年第1期117-125,共9页
常规水驱是油田开发的基础技术,但在高含水后期,储层非均质性易诱发产生优势渗流通道,导致注入水低效循环,制约了采收率的进一步提升。为突破此技术瓶颈,开展了基于纳米气泡动态封堵机理的渗流调控研究。岩心单相渗流实验表明,纳米气泡... 常规水驱是油田开发的基础技术,但在高含水后期,储层非均质性易诱发产生优势渗流通道,导致注入水低效循环,制约了采收率的进一步提升。为突破此技术瓶颈,开展了基于纳米气泡动态封堵机理的渗流调控研究。岩心单相渗流实验表明,纳米气泡水在渗透率为10.12×10^(-3)~100.30×10^(-3)μm^(2)的储层中表现出显著的封堵能力,其阻力系数为1.33~1.51,残余阻力系数为1.18~1.38。大尺寸微观可视化驱替实验进一步直观揭示其提高采收率机理:纳米气泡通过选择性封堵高渗透通道,有效引导液流转向未动用区域,使波及体积扩大28.6%,采收率提高20百分点。基于此,提出了三区段孔喉适配认识,明确了气泡-孔喉直径比为0.1~0.3是封堵效率的有效区间。胜利油田W39井组的矿场试验验证了该技术的工程有效性,在连续注入10^(8)00 m^(3)纳米气泡水(平均直径为550 nm,浓度>4.0×10^(8)个/mL,制备成本为0.5元/m^(3))后,注入井压力上升2.4 MPa,主流线生产井的日产油量提升17.6%,含水率下降4.1百分点。 展开更多
关键词 纳米气泡 动态封堵 孔喉匹配 液流转向 高含水油藏
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基于核磁共振的微球调驱微观滞留与封堵特征
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作者 韩波 高辉 +4 位作者 刘云龙 易萍 王琛 程志林 李腾 《新疆石油地质》 北大核心 2026年第1期103-110,共8页
微球调驱技术可有效改善低渗透油藏高渗透层水窜严重及低渗透层原油难以动用的问题。通过将双岩心并联微球调驱物理模拟实验与低场核磁共振测试相结合的方式,对微球的微观滞留与封堵特征进行研究。通过定义岩心封堵程度以及大、小孔封... 微球调驱技术可有效改善低渗透油藏高渗透层水窜严重及低渗透层原油难以动用的问题。通过将双岩心并联微球调驱物理模拟实验与低场核磁共振测试相结合的方式,对微球的微观滞留与封堵特征进行研究。通过定义岩心封堵程度以及大、小孔封堵贡献率,对微球的微观封堵能力进行定量评价。结果表明,微球调驱可进一步提高原油采收率,在水驱基础上开展不同注入速度的微球调驱后,低渗透岩心和高渗透岩心采收率分别平均增大9.47%和5.80%。调驱后岩心渗透率均不同程度下降,且低渗透岩心渗透率下降幅度大于高渗透岩心。核磁共振测试结果表明,微球对低渗透岩心的封堵程度大于高渗透岩心,不同注入速度下低渗透岩心和高渗透岩心的平均封堵程度分别为5.44%和1.02%,表明实验所用直径为50 nm的微球在低渗透岩心的适用性更好。计算发现大孔的封堵贡献率大于小孔,小孔的封堵贡献率为负值,表明微球优先在岩心大孔内沉积,并将大孔中的水驱替至小孔,从而实现对小孔中氟油的动用。 展开更多
关键词 低渗透油藏 微球调驱 核磁共振 采收率 微观滞留 封堵特征 物理模拟
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控缝高酸压增产技术在伊拉克米桑油田的首次应用
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作者 车争安 张亮 +2 位作者 贺占国 辛懿陶然 刘若凡 《石油钻采工艺》 北大核心 2026年第1期94-102,共9页
米桑油田储层主要为碳酸盐岩储层,部分井的储层物性较差,常规基质酸化措施无法保证提高产量并稳定生产,需要考虑酸压增产措施。米桑油田酸压改造的主要目标为形成较长且具有一定导流能力的酸蚀裂缝,A井裸眼水平段长度为656.5 m且距离水... 米桑油田储层主要为碳酸盐岩储层,部分井的储层物性较差,常规基质酸化措施无法保证提高产量并稳定生产,需要考虑酸压增产措施。米桑油田酸压改造的主要目标为形成较长且具有一定导流能力的酸蚀裂缝,A井裸眼水平段长度为656.5 m且距离水层的距离仅15~18 m,为确保酸压效果的同时避免沟通水层,首次采用控缝高酸压增产技术,通过降低排量、降低前置液黏度、低排量起裂及阶梯式增加排量来控制缝高。对已下入打孔管的水平裸眼段实施了2段裂缝酸压作业,每段压裂酸液用量为400 m^(3)。在裂缝导流能力与常规酸压设计相当的情况下,平均缝高由31.6 m降低至19.4 m,平均缝高降低幅度达38.6%,距离水层的最近距离由常规设计的平均值1.6 m,增加至控制缝高的平均值10.4 m,增加5.5倍。A井作业后投产2个月平均含水率由26.5%逐步降低至0.5%,累计产油1.71×10^(4) m^(3),达到了较好增产和避免沟通水层的实施效果,探索出酸压增产技术在该油田使用的边界条件,扩展了该技术的应用范围。 展开更多
关键词 碳酸盐岩储层 酸压 缝高控制 增产技术 化学暂堵 近水层 米桑油田
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一种面向深部复杂地层的纳米凝胶增黏堵漏剂性能评价
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作者 罗平亚 贺佳宁 +7 位作者 段永强 张勇 游子卫 刘平江 陈利 白杨 王韧 白英睿 《新疆石油天然气》 2026年第1期1-8,共8页
针对超深井钻完井过程中钻井液在高温、高盐、高地应力复杂地层环境下普遍存在的流变性失控、滤失量剧增及井壁失稳难题,设计并合成了一种基于丙烯酰胺(AM)与甲基丙烯酰氧乙基三甲基氯化铵(DMC)的阳离子型纳米凝胶增黏堵漏剂P(AM-DMC)... 针对超深井钻完井过程中钻井液在高温、高盐、高地应力复杂地层环境下普遍存在的流变性失控、滤失量剧增及井壁失稳难题,设计并合成了一种基于丙烯酰胺(AM)与甲基丙烯酰氧乙基三甲基氯化铵(DMC)的阳离子型纳米凝胶增黏堵漏剂P(AM-DMC)。该材料采用反相悬浮聚合法制备,兼具了聚合物柔性链的增黏特性与纳米颗粒的高界面活性及尺寸效应。利用扫描电镜(SEM)对其形貌进行表征,结果显示其呈现不规则多面体结构,粒径分布为200~500 nm;系统评价了其在低固相水基钻井液基浆中的流变性能、滤失性能和抗盐性;并结合接触角与Zeta电位测试揭示了其微观界面特性。微观机理分析表明,材料表面接触角为13°,Zeta电位为+59.1 mV,这赋予了其高亲水性和优异的分散稳定性,是实现增黏与堵漏协同作用的基础。P(AM-DMC)纳米凝胶通过阳离子链段与黏土颗粒间的强静电吸附作用,以及自身形成的三维空间网络结构,能显著提升钻井液体系的结构黏度与抗剪切能力。当P(AM-DMC)加量增加时,钻井液的表观黏度和动切力较基浆有显著提升,同时API滤失量与高温高压滤失量显著降低;经170℃高温老化后,体系仍能保持优异的流变稳定性和低滤失量,证明其具备突出的热稳定性。P(AM-DMC)纳米凝胶为深部复杂地层钻井液体系的高性能化提供了一种兼具高效增黏、精细封堵和卓越抗温能力的新思路,对保障超深井安全高效钻探具有重要的工程应用价值。 展开更多
关键词 钻井液 纳米凝胶 增黏堵漏剂 流变性 降滤失性 抗盐性
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混凝土面板堆石坝蓄水期渗漏成因与堵漏技术研究
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作者 李伟 蔡黎明 +2 位作者 孙琰 陈新辉 叶志勇 《科技创新与应用》 2026年第6期167-172,共6页
该文以贵州省某水库为样本,针对面板堆石坝渗漏这一工程痛点,系统整合渗漏成因与部位的精准识别技术,详解经实践检验的灌浆堵漏优化方案及核心施工工艺。研究构建“诊断—治理—验证”的闭环技术路径,不仅为同类坝体渗漏治理提供可复用... 该文以贵州省某水库为样本,针对面板堆石坝渗漏这一工程痛点,系统整合渗漏成因与部位的精准识别技术,详解经实践检验的灌浆堵漏优化方案及核心施工工艺。研究构建“诊断—治理—验证”的闭环技术路径,不仅为同类坝体渗漏治理提供可复用的技术范式,更丰富病险水库防渗处理的实践体系,对提升水利工程安全运维水平具有重要参考价值。 展开更多
关键词 混凝土 面板堆石坝 蓄水期 渗漏成因 堵漏技术
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苏北盆地高邮凹陷深层页岩油压裂关键技术研究
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作者 黄晓凯 黄越 +1 位作者 金智荣 何雷宇 《油气藏评价与开发》 北大核心 2026年第2期443-450,共8页
苏北盆地高邮凹陷花庄地区是江苏油田页岩油勘探的重点区块。其中,花庄Ⅱ区块页岩埋深超4000 m,其资源量占花庄地区页岩油总资源量的42%,实现该区块高效开发对江苏油田的页岩油勘探开发工作具有重大战略意义。然而,随着埋深增加,该区块... 苏北盆地高邮凹陷花庄地区是江苏油田页岩油勘探的重点区块。其中,花庄Ⅱ区块页岩埋深超4000 m,其资源量占花庄地区页岩油总资源量的42%,实现该区块高效开发对江苏油田的页岩油勘探开发工作具有重大战略意义。然而,随着埋深增加,该区块页岩油压裂面临施工压力高、加砂难度大等挑战。针对上述问题,研究团队以提高复杂度、扩大支撑面积和提升导流能力等思路为目标,开展了水力压裂物理模拟实验,分析不同排量和压裂液黏度对裂缝形态的影响规律,并采用数值模拟方法对分段分簇设计、投球暂堵工艺、支撑剂组合等进行优化。研究表明:采用中高黏度压裂液高排量注入,可提高裂缝穿层能力,但会导致开启的层理数量减少,且裂缝扩展面积相对较小;而采用低黏度压裂液和常规排量注入,更易于沟通开启层理缝。在分段分簇设计方面,单段少簇布缝有利于集中造缝能量,促进各簇裂缝均衡进液、进砂。模拟结果显示:单段设置5~6簇时,能满足裂缝均衡扩展和裂缝支撑效果,同时开展不同送球排量、暂堵球数量和直径下暂堵球对炮眼暂堵影响模拟研究,并对投球暂堵工艺参数进行优化,送球排量在12~14 m^(3)/min之间、暂堵球直径为15 mm、暂堵球数量为孔眼数的50%~60%。结合复杂裂缝支撑剂运移铺置模拟,通过模拟确定最佳支撑剂组合及泵注参数,提高改造效果。该工艺在HY7井成功实施,峰值日产油量达到52.3 t,单井最终可采储量为4.6×10^(4)t,为江苏油田花庄Ⅱ区块深层页岩勘探带来重大突破,对同类型页岩油开发具有重要的借鉴意义。 展开更多
关键词 苏北盆地 深层页岩油 密切割布缝 投球暂堵 组合粒径
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