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Multi-Stage-Based Siamese Neural Network for Seal Image Recognition
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作者 Jianfeng Lu Xiangye Huang +3 位作者 Caijin Li Renlin Xin Shanqing Zhang Mahmoud Emam 《Computer Modeling in Engineering & Sciences》 SCIE EI 2025年第1期405-423,共19页
Seal authentication is an important task for verifying the authenticity of stamped seals used in various domains to protect legal documents from tampering and counterfeiting.Stamped seal inspection is commonly audited... Seal authentication is an important task for verifying the authenticity of stamped seals used in various domains to protect legal documents from tampering and counterfeiting.Stamped seal inspection is commonly audited manually to ensure document authenticity.However,manual assessment of seal images is tedious and laborintensive due to human errors,inconsistent placement,and completeness of the seal.Traditional image recognition systems are inadequate enough to identify seal types accurately,necessitating a neural network-based method for seal image recognition.However,neural network-based classification algorithms,such as Residual Networks(ResNet)andVisualGeometryGroup with 16 layers(VGG16)yield suboptimal recognition rates on stamp datasets.Additionally,the fixed training data categories make handling new categories to be a challenging task.This paper proposes amulti-stage seal recognition algorithmbased on Siamese network to overcome these limitations.Firstly,the seal image is pre-processed by applying an image rotation correction module based on Histogram of Oriented Gradients(HOG).Secondly,the similarity between input seal image pairs is measured by utilizing a similarity comparison module based on the Siamese network.Finally,we compare the results with the pre-stored standard seal template images in the database to obtain the seal type.To evaluate the performance of the proposed method,we further create a new seal image dataset that contains two subsets with 210,000 valid labeled pairs in total.The proposed work has a practical significance in industries where automatic seal authentication is essential as in legal,financial,and governmental sectors,where automatic seal recognition can enhance document security and streamline validation processes.Furthermore,the experimental results show that the proposed multi-stage method for seal image recognition outperforms state-of-the-art methods on the two established datasets. 展开更多
关键词 seal recognition seal authentication document tampering siamese network spatial transformer network similarity comparison network
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Finite element analysis and experimental study on the sealing performance of low-phenyl silicone rubber sealing rings
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作者 Ming Gao Dongkai Li +6 位作者 Kun Liu Shuliang Xu Feng Zhao Ben Guo Anhui Pan Xiao Xie Huanre Han 《Railway Sciences》 2025年第1期123-137,共15页
Purpose–The brake pipe system was an essential braking component of the railway freight trains,but the existing E-type sealing rings had problems such as insufficient low-temperature resistance,poor heat stability an... Purpose–The brake pipe system was an essential braking component of the railway freight trains,but the existing E-type sealing rings had problems such as insufficient low-temperature resistance,poor heat stability and short service life.To address these issues,low-phenyl silicone rubber was prepared and tested,and the finite element analysis and experimental studies on the sealing performance of its sealing rings were carried out.Design/methodology/approach–The low-temperature resistance and thermal stability of the prepared lowphenyl silicone rubber were studied using low-temperature tensile testing,differential scanning calorimetry,dynamic thermomechanical analysis and thermogravimetric analysis.The sealing performance of the lowphenyl silicone rubber sealing ring was studied by using finite element analysis software abaqus and experiments.Findings–The prepared low-phenyl silicone rubber sealing ring possessed excellent low-temperature resistance and thermal stability.According to the finite element analysis results,the finish of the flange sealing surface and groove outer edge should be ensured,and extrusion damage should be avoided.The sealing rings were more susceptible to damage in high compression ratio and/or low-temperature environments.When the sealing effect was ensured,a small compression ratio should be selected,and rubbers with hardness and elasticity less affected by temperature should be selected.The prepared low-phenyl silicone rubber sealing ring had zero leakage at both room temperature(RT)and�508C.Originality/value–The innovation of this study is that it provides valuable data and experience for the future development of the sealing rings used in the brake pipe flange joints of the railway freight cars in China. 展开更多
关键词 Low-phenyl silicone rubber sealing ring sealing performance Finite element analysis LEAKAGE
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Treatment of refractory thoracolumbar spine infection by thirteen times of vacuum sealing drainage:A case report 被引量:1
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作者 Jun-Jie Wu Zheng-Qi Chang 《World Journal of Orthopedics》 2025年第3期105-114,共10页
BACKGROUND A case study of multiple distinct levels of skipped thoracolumbar spine infection was reported in which 13 successful vacuum sealing drainage(VSD)surgeries were treated.CASE SUMMARY The patient underwent a ... BACKGROUND A case study of multiple distinct levels of skipped thoracolumbar spine infection was reported in which 13 successful vacuum sealing drainage(VSD)surgeries were treated.CASE SUMMARY The patient underwent a total of 13 procedures within our medical facility,including five performed under local anesthesia and eight performed under general anesthesia.The source of the ailment was ultimately identified as Enterobacter cloacae.After the last procedure,the patient's symptoms were alleviated,and the recovery process was satisfactory.Three months post-operation,the Japanese Orthopaedic Association scores had improved to 100%.Imageological examination revealed a satisfactory position of internal fixation,and the abnormal signals in the vertebral body and intervertebral space had been eliminated when compared to the pre-operative results.CONCLUSION The study demonstrates that the extreme lateral approach debridement combined with multiple VSD operations is a secure and successful method of treatment for recurrent spinal infection,providing an alternative to traditional surgery. 展开更多
关键词 Infectious diseases of the spine Intervertebral space infection Refractory thoracolumbar spine infection Vacuum sealing drainage Extreme lateral interbody fusion Case report
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Preparation and Performance of Ternary Early Strength Agent and Quercetin Composite Cement Sealing Material
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作者 LIU Jian CHEN Meiting +2 位作者 JI Xiaoli XU Chao WANG Chunmei 《Journal of Wuhan University of Technology(Materials Science)》 SCIE EI CAS 2025年第1期130-140,共11页
A ternary early-strengthening agent consisting of calcium formate+triethanolamine+lithium sulfate was compounded with quercetin to shorten the setting time of cementitious materials while ensuring their early strength... A ternary early-strengthening agent consisting of calcium formate+triethanolamine+lithium sulfate was compounded with quercetin to shorten the setting time of cementitious materials while ensuring their early strength.The optimum ratio of the three early-strengthening agents was determined as 0.5%calcium formate+0.04%triethanolamine+0.4%lithium sulfate by response surface methodology.The effects of the ternary early-strengthening agent composed of calcium formate+triethanolamine(TEA)+lithium sulfate on cementitious pore sealing materials under the synergistic effect of quercetin were studied by means of the performance tests of compressive strength,fluidity,and setting time,and the microstructural characterizations of X-ray powder diffractometer(XRD),thermogravimetry(TG-DSC)and scanning electron microscopy(SEM).The study shows that the synergistic effect of ternary early-strengthening agent and quercetin forms a multi-performance composite admixture for cementitious materials.The best performance was obtained with the compounding scheme of 0.5%calcium formate+0.04%triethanolamine+0.4%lithium sulfate ternary early-strengthening agent and 0.05%quercetin.The compressive strength of 1,3,7,and 28 d are 94.8%,39.8%,42%,and 28%higher than those of the blank group,respectively.The initial time and final setting time are 41 and 57 minutes,respectively.According to the microscopic analysis,the network and fibrous C-S-H gels generated by ternary early-strengthening agents are attached to the surface promoted by quercetin,which forms skeleton support while thickening and solidifying the cement slurry,which enhances the early compressive strength of the cement-based materials. 展开更多
关键词 sealing material ternary early-strengthening agent QUERCETIN synergetic effect response surface methodology
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Effect of Bi/Si Ratio of BiBSi Glass on Its Structure, Properties and Laser Sealing Shear Strength for Vacuum Glazing
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作者 LIU Wei JIAO Jinxu +7 位作者 LUO Dusha ZHOU Junjie SHI Lifen WANG Weiwei LI Changqing WANG Peng XIONG Dehua LI Hong 《Journal of Wuhan University of Technology(Materials Science)》 SCIE EI CAS 2025年第1期13-24,共12页
The low-melting glass of Bi2O_(3)-B2O_(3)-SiO_(2)(BiBSi)system was used for the first time for laser sealing of vacuum glazing.Under the condition of constant boron content,how the structure and properties vary with B... The low-melting glass of Bi2O_(3)-B2O_(3)-SiO_(2)(BiBSi)system was used for the first time for laser sealing of vacuum glazing.Under the condition of constant boron content,how the structure and properties vary with Bi/Si ratio in low-melting glass was investigated.In addition,the relationships between laser power,low-melting glass solder with different Bi/Si ratios and laser sealing shear strength were revealed.The results show that a decrease in the Bi/Si ratio can cause a contraction of the glass network of the low-melting glass,leading to an increase of its characteristic temperature and a decrease of its coefficient of thermal expansion.During laser sealing,the copper ions in the low-melting glass play an endothermic role.A change in the Bi/Si ratio will affect the valence state transition of the copper ions in the low-melting glass.The absorbance of the low-melting glass does not follow the expected correlation with the Bi/Si ratio,but shows a linear correlation with the content of divalent copper ions.The greater the concentration of divalent copper ions,the greater the absorbance of the low-melting glass,and the lower the laser power required for laser sealing.The shear strength of the low melting glass solder after laser sealing was tested,and it was found that the maximum shear strength of Z1 glass sample was the highest up to 2.67 MPa. 展开更多
关键词 Bi2O_(3)-B2O_(3)-SiO_(2)(BiBSi) Bi/Si ratio low-melting glass laser sealing vacuum glazing
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Characteristics of Transition Layer at Soft Metal-Substrate Interface for Metal Seal
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作者 Zhang Dawei Zhang Xuekai +5 位作者 Cao Zixuan Ge Ziyi Lv Shichang Li Zhijun Zhao Shengdun Hu Yanghu 《稀有金属材料与工程》 北大核心 2025年第1期1-9,共9页
The pressure-actuated metal seal with soft metal coating has been widely used in complex working conditions such as high temperature,low temperature and high pressure.The investigation of the characteristics and bindi... The pressure-actuated metal seal with soft metal coating has been widely used in complex working conditions such as high temperature,low temperature and high pressure.The investigation of the characteristics and binding strength of the transition layer between the soft metal coating and the superalloy substrate is important to improve the sealing performance and to model and simplify the working through-process of metal sealing.The distribution characteristics of elements at soft metal-substrate interface and the binding strength between coating and substrate under different thicknesses and material combinations of coating layer were studied by experimental methods.The results indicate that the thickness of soft metal coating has little influence on the interface morphology of GH4169-Cu,GH4169-Ag and Cu-Ag,but has an influence on the thickness of transition layer between different metals,while this influence is weakened with increasing the coating thickness,and the thickness of transition layer is about 2μm when the coating thickness is more than 30μm.The cross-cut test shows that the Cu,Ag and Cu-Ag coatings are all well combined with nickel-based superalloy GH4169 substrate.The materials of soft metal,i.e.the coating materials,have significant influence on the characteristic of transition layer and the surface characteristics of coating after cross-cut test. 展开更多
关键词 pressure-actuated metal seal nickel-based superalloy copper coating silver coating element transition layer
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Design and Performance Study of an Automatic Compensation Wear High-Pressure Rotary Sealing Device
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作者 Hongxiang Jiang Huihe Zhao +2 位作者 Xiaodi Zhang Hongsheng Li Chao Xia 《Chinese Journal of Mechanical Engineering》 2025年第3期514-530,共17页
A rotary sealing device that automatically compensates for wear is designed to address the issues of easy wear and the short service life of the rotary sealing device with automatic wear compensation in mining machine... A rotary sealing device that automatically compensates for wear is designed to address the issues of easy wear and the short service life of the rotary sealing device with automatic wear compensation in mining machinery.After the end face of the guide sleeve wears out,it still tightly adheres to the sealing valve seat under the pressure difference,achieving automatic wear compensation.Based on fluid-solid coupling technology,the structural strength of the rotary sealing device was checked.The influence of factors on the sealing performance of rotary sealing devices was studied using the control variable method.The results show that as the pressure of water increases,the leakage rate of the sealing device decreases,and after 30 MPa,the leakage rate is almost 0 mL/h.The temperature of the rotating sealing device increases with the increase of rotation speed or pressure,and the temperature is more affected by the rotation speed factor.The frictional torque increases with increasing pressure and is independent of rotational speed.Comprehensive analysis shows that the wear resistance and reliability level of the sealing guide sleeve material is PVDF>PEEK>PE>PA.This study designs a high-pressure automatic compensation wear rotary sealing device and selects the optimal sealing material,providing technical support for the application of high-pressure water jet in mining machinery. 展开更多
关键词 Rotary seal High-pressure water Automatic compensation Fluid-solid Performance analysis
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Evaluation index and evolution law of fault sealing in caprock above depleted reservoir
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作者 Kai Zhao Xiaoyun Wang +4 位作者 Wenjie Song Zhihui Xu Shuyi Shi Simin Zhang Chenxi Yang 《International Journal of Coal Science & Technology》 2025年第3期180-206,共27页
In the process of oil and gas production,reservoir pressure depletion leads to changes in pore pressure and in-situ stress in caprock,which may reactivate closed faults in caprock,break the sealing of caprock,and make... In the process of oil and gas production,reservoir pressure depletion leads to changes in pore pressure and in-situ stress in caprock,which may reactivate closed faults in caprock,break the sealing of caprock,and make depleted oil and gas reservoirs unsuitable for gas storage.In order to effectively evaluate the sealing of faults in caprock above depleted reservoir and provide a basis for a reasonable selection of injection time and location for gas storage,this paper comprehensively considers fault slip potential(FSP)and fault tensile potential(FTP),and establishes a fault sealing evaluation model in caprock above depleted reservoir.The influences of distance of fault from reservoir top,reservoir pressure depletion degree,cap mechanical property,fault occurrence,fault frictional property and in-situ stress anisotropy in caprock on different types of FSP and FTP are analyzed.The results show that for normal faults,reverse faults,and strike-slip faults,FTP increases with reservoir depletion and does not cause tensile failure,among which FTP is the smallest for normal faults.FSP is the key to controlling fault sealing in caprock above depleted reservoir.For reverse faults and strike-slip faults,in the early stage of reservoir depletion,the FsP is larger when the fault is farther away from the top of the reservoir,while normal faults are the opposite.When the normal fault is closer to the top of the reservoir,the cap poisson ratio is smaller,the Biot's coefficient is larger,the internal friction coefficient of the fault is smaller,the inherent shear strength of the fault is smaller,σH/σv is smaller,σh/σv is smaller,45°<β<75°,α=0° or α=180°,the FSP is larger with the reservoir depletion,and the shear failure of the fault is the most likely.At this time,the reservoir pressure should be strictly controlled not to be too small,so that it can be suitable for the construction of gas storage.Under other conditions,the possibility of shear failure of the caprock is less.For reverse faults and strike-slip faults,when is smaller,the FSP decreases first and then increases with reservoir depletion.Although the possibility of shear failure decreases in the initial stage of reservoir depletion,it increases in the later stage.The research results can provide a theoretical basis for the reconstruction of underground gas storage. 展开更多
关键词 Reservoir depletion Evaluation index CAPROCK Fault sealing Evolution law
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Sealing Integrity Evaluation and Optimization of Cement Sheath-Formation Interface under Different Formation Conditions during Fracturing
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作者 Donghua Su Sheng Huang +5 位作者 Zaoyuan Li Jin Li Ziyu Wang Shizhong Tang Hua Wu Bo Zhao 《Journal of Earth Science》 2025年第1期223-232,共10页
Fluid channeling caused by seal failure at the cement sheath-formation interface during fracturing is a severe problem in oil gas wells.In this study,a novel model was developed to evaluate interface sealing integrity... Fluid channeling caused by seal failure at the cement sheath-formation interface during fracturing is a severe problem in oil gas wells.In this study,a novel model was developed to evaluate interface sealing integrity.The model's accuracy was verified based on a self-developed interface seal evaluation device and an experiment.Subsequently,the interface seal under different formation conditions was investigated using this model.The theoretical calculation showed that for a cement sheath-carbonate formation interface,the channeling of acid-fracturing fluid caused interface seal failure and sustained casing pressure in the annulus space between the technical casing and formation.Mutual channeling between the fracturing sections occurred at the cement sheathshale formation interface during fracturing.For a sandstone formation,the interface seal failure caused the channeling between a water-bearing formation and a sandstone formation.Aiming at different formation conditions,the mechanical properties requirements of Young's modulus and Poisson's ratio of cement sheath were proposed respectively to ensure its seal integrity.The proposed model and method can be used to evaluate and optimize sealing integrity during fracturing. 展开更多
关键词 sealing integrity FRACTURING INTERFACE fluid channeling
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Research on the semi-empirical model for predicting the geometrical deformation of the sealing discs of pipeline inspection gauge
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作者 Xiao-Xiao Zhu Hao-Kun Wang +2 位作者 Yi-Chen Zhang Chun-Ming Fu Li-Yun Lao 《Petroleum Science》 2025年第7期3005-3014,共10页
Pipeline Inspection Gauge(pig)is an important equipment for oil and gas pipelines during different stages of their operations to perform functions such as dewatering,cleaning,and inspection.Owing to the hyperelasticit... Pipeline Inspection Gauge(pig)is an important equipment for oil and gas pipelines during different stages of their operations to perform functions such as dewatering,cleaning,and inspection.Owing to the hyperelasticity,time and temperature-dependent material behaviour of the sealing disc attached on the pig,the contact between the pig and the pipeline expresses complex behaviour,leading to an uncertainty in the prediction of the pig's frictional force.Knowing the deformation of the sealing discs well is essential and can be highly meaningful for predicting the pig motion,as well as reducing the pigging risks.In this study,the geometrical deformation of the sealing discs with different sizes are investigated through experiments and numerical simulations.The effects of the four nondimensionalized parameters(interference,thickness per pipeline inner diameter,and clamping ratio)of the sealing discs on the deformation behaviour were observed and discussed,and an improved mathematical model for predicting the geometrical deformation of the sealing discs was proposed and verified.With the auxiliary angleαadded in the improved mathematical model,the relative error declines to 1.87%and 3.18%respectively for predicting deformation of the sealing discs in size of 2-inch and 40-inch pig.The results of this study can help better understand the frictional force of a pig with sealing discs,as well as its motion. 展开更多
关键词 Pipeline pigging Frictional force sealing disc DEFORMATION Mathematical model
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Successful treatment of a non-healing lumbar incision postradiotherapy using vacuum sealing drainage: A case report
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作者 Jun-Lin Pan Hao Xing +1 位作者 Yi Li Zheng-Qi Chang 《World Journal of Orthopedics》 2025年第11期171-176,共6页
BACKGROUND The current method of cleaning and changing dressings for non-healing lumbar incisions post-radiotherapy is time-consuming and laborious,with very poor results.We here report a patient with radiation dermat... BACKGROUND The current method of cleaning and changing dressings for non-healing lumbar incisions post-radiotherapy is time-consuming and laborious,with very poor results.We here report a patient with radiation dermatitis who developed a nonhealing wound after lumbar spinal surgery.The wound was successfully treated with vacuum sealing drainage therapy,confirming its feasibility in complex wound healing.CASE SUMMARY The patient was a 76-year-old female with lung cancer,positron emission tomography/computed tomography showed bone metastasis in L2 and L3 vertebrae.After 2 months of local radiotherapy to the lumbar spine,symptoms did not improve and pain worsened.She had lumbar lesion clearance and internal fixation surgery,but developed a nonhealing wound of approximately 15 cm postoperatively.After 12 rounds of clearing necrotic and unhealthy tissue,78 days of negative pressure therapy promoted granulation tissue growth and wound healing,resulting in wound healing.CONCLUSION Vacuum sealing drainage therapy has shown efficacy in treating nonhealing wounds after radiotherapy,promoting wound healing and reducing infection risk. 展开更多
关键词 RADIOTHERAPY Radiation dermatitis Nonhealing wound Vacuum sealing drainage Case report
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Review on hardfacing of valve sealings in power plants with Inconel 625 alloy
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作者 Aiguo Liu Songjun Shi +1 位作者 Zhiguo Cheng Xiaolin Bai 《China Welding》 2025年第3期252-264,共13页
Hardfacing of valve sealings in power plants with Inconel 625 alloy has been reviewed in this paper.The overlaying processes,over-lay microstructures,and weldability issues during the hardfacing process have been anal... Hardfacing of valve sealings in power plants with Inconel 625 alloy has been reviewed in this paper.The overlaying processes,over-lay microstructures,and weldability issues during the hardfacing process have been analyzed.The results indicate that almost all melting welding processes can be used for hardfacing of Inconel 625 alloy.During hardfacing,it is necessary to strictly control the penetration,reduce the overlay dilution rate,so as to prevent the formation of partially mixed zone(PMZ)and solidification crack.From the perspective of controlling the penetration,reducing the overlay dilution rate,and automated hardfacing,the most suitable process for hardfacing Inconel 625 alloy on the valve sealings in power plants is cold metal transfer(CMT)welding process. 展开更多
关键词 Valves in power plant sealING HARDFACING Inconel 625 alloy
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Semi-analytical assessment of dynamic sealing capacity of underground gas storage:A case of Songliao Basin,Northeastern China
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作者 Caoxuan Wen Shanpo Jia +5 位作者 Xiaofei Fu Guojun Wu Bintao Wang Junchang Sun Haijun He Xiangjun Zeng 《Journal of Rock Mechanics and Geotechnical Engineering》 2025年第5期2904-2927,共24页
The cyclic injection and production of fluids into and from underground gas storage(UGS)may lead to caprock failure,such as capillary sealing failure,hydraulic fracturing,shear failure,and fault slipping or dilation.T... The cyclic injection and production of fluids into and from underground gas storage(UGS)may lead to caprock failure,such as capillary sealing failure,hydraulic fracturing,shear failure,and fault slipping or dilation.The dynamic sealing capacity of a caprock-fault system is a critical constraint for safe operation,and is a key factor in determining the maximum operating pressure(MOP).This study proposed an efficient semi-analytical method for calculating changes in the in situ stress within the caprock.Next,the parameters of dynamic pore pressure,in situ stresses,and deformations obtained from reservoir simulations and geomechanical modeling were used for inputs for the analytical solution.Based on the calculated results,an experimental scheme for the coupled cyclic stress-permeability testing of caprock was designed.The stability analysis indicated that the caprock was not prone to fatigue shear failure under the current injection and production strategy,supported by the experimental results.The experimental results further reveal that the sealing capacity of caprock plugs may remain stable.This phenomenon is attributed to cyclic stress causing pore connectivity and microcrack initiation in certain plugs,while leading to pore compaction in others.A comparison between the dynamic pore pressure and the minimum principal stress suggests that the risk of tensile failure is extremely low.Furthermore,although the faults remain stable under the current injection and production strategies,the continuous increase in injection pressure may lead to an increased tendency for fault slip and dilation,which can cause fault slip ultimately.The MOPs corresponding to each failure mode were calculated.The minimum value of approximately 36.5 MPa at capillary sealing failure indicated that the gas breakthrough in the caprock occurred earlier than rock failure.Therefore,this minimumvalue can be used as the MOP for the target UGS. 展开更多
关键词 Underground gas storage Maximum operating pressure Caprock-fault system In situ stress Mechanical integrity Dynamic sealing capacity
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Research on the mechanism of high-performance gas sealing premium threaded connections
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作者 SUN Jian’an ZHANG Zhonghua GAO Zhan 《Baosteel Technical Research》 2025年第1期28-40,共13页
In petroleum extraction,the sealing surfaces of bolted joints are susceptible to damage due to the high-temperature and high-pressure conditions in wellbores.This damage adversely affects sealing performance,consequen... In petroleum extraction,the sealing surfaces of bolted joints are susceptible to damage due to the high-temperature and high-pressure conditions in wellbores.This damage adversely affects sealing performance,consequently leading to the failure and damage of threaded connections.In severe cases,it can result in considerable economic losses and trigger safety accidents.The sealing performance of special bolted joints holds crucial importance for production efficiency,output,equipment lifespan,and cost control.Enhancing the sealing perfor-mance of threaded connections can have a positive impact on industrial production and environmental protection.The existing research on American Petroleum Institute threaded joints has been thorough and has obtained a series of excellent results.However,the research on the sealing damage mechanism of threaded connections under complex well conditions lacks sufficient depth and that on new sealing technology is scarce.This study proposes a half-size evaluation test to address the abovementioned problem.Based on this test,an investigation into the sealing performance of threaded connections under high-temperature,cyclic loading,and high-temperature creep conditions is conducted.This study uses a combined approach of finite element methods and experiments to investigate the impact of different makeup torques on the sealing performance of premium threaded connections(PTCs).The results of the half-size evaluation test indicate that temperature notably influences the sealing performance of threaded connections.The continuous action of high temperatures causes contact pressure and sealing performance to decrease,and sealing contact pressure increases after cooling.Finite element and test results show that for a certain joint A,the greater the torque,the higher the critical sealing pressure of the thread,and the better the sealing performance.The research on the sealing damage mechanism of PTCs provides a scientific basis and theoretical guidance for the further optimization and development of PTCs. 展开更多
关键词 sealing performance premium threaded connection damage mechanism half-size evaluation test
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Deep Learning Based Online Defect Detection Method for Automotive Sealing Rings
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作者 Jian Ge Qin Qin +3 位作者 Jinhua Jiang Zhiwei Shen Zimei Tu Yahui Zhang 《Computers, Materials & Continua》 2025年第5期3211-3226,共16页
Manufacturers must identify and classify various defects in automotive sealing rings to ensure product quality.Deep learning algorithms show promise in this field,but challenges remain,especially in detecting small-sc... Manufacturers must identify and classify various defects in automotive sealing rings to ensure product quality.Deep learning algorithms show promise in this field,but challenges remain,especially in detecting small-scale defects under harsh industrial conditions with multimodal data.This paper proposes an enhanced version of You Only Look Once(YOLO)v8 for improved defect detection in automotive sealing rings.We introduce the Multi-scale Adaptive Feature Extraction(MAFE)module,which integrates Deformable ConvolutionalNetwork(DCN)and Spaceto-Depth(SPD)operations.This module effectively captures long-range dependencies,enhances spatial aggregation,and minimizes information loss of small objects during feature extraction.Furthermore,we introduce the Blur-Aware Wasserstein Distance(BAWD)loss function,which improves regression accuracy and detection capabilities for small object anchor boxes,particularly in scenarios involving defocus blur.Additionally,we have constructed a high-quality dataset of automotive sealing ring defects,providing a valuable resource for evaluating defect detection methods.Experimental results demonstrate our method’s high performance,achieving 98.30% precision,96.62% recall,and an inference speed of 20.3 ms. 展开更多
关键词 Deep learning automotive sealing ring defect detection
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Fibrin glue sealing for repeat Descemet’s membrane detachment after deep anterior lamellar keratoplasty:case reports
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作者 Xue-Qin Gong Bi-Shan Tian +2 位作者 Jin-Yu Zhang Chun-Xiao Wang Shi-You Zhou 《International Journal of Ophthalmology(English edition)》 2025年第7期1398-1400,共3页
Dear Editor,We report a surgical method for treating repeat Descemet’s membrane(DM)detachments in two cases with DM micro-perforation during deep anterior lamellar keratoplasty(DALK).DM micro-perforation is a common ... Dear Editor,We report a surgical method for treating repeat Descemet’s membrane(DM)detachments in two cases with DM micro-perforation during deep anterior lamellar keratoplasty(DALK).DM micro-perforation is a common intraoperative complication that occurs during the performance of DM baring in DALK,using methods such as the bigbubble air technique[1].The sequelae of DM micro-perforations include postoperative DM detachments,higher endothelial cell loss,endothelial decompensation,and transplant interface scarring[2]. 展开更多
关键词 bigbubble air technique repeat Descemets membrane detachment transplant interface scarr fibrin glue sealing dm micro perforation surgical method deep anterior lamellar keratoplasty dalk dm deep anterior lamellar keratoplasty
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SealVerifier:基于双流模型的印章自动核验系统
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作者 雷萌 宁琪玥 +1 位作者 鞠进军 邹亮 《电子与信息学报》 北大核心 2025年第7期2308-2319,共12页
印章在文书认证、合同签署等场景中具有重要的法律效力,是确保文件真实性和合法性的重要标志。然而,随着数字技术的快速发展,印章伪造手段日益精进,对现有的印章核验技术提出了新的挑战,尤其是在图像质量不佳或存在模糊的情况下,核验难... 印章在文书认证、合同签署等场景中具有重要的法律效力,是确保文件真实性和合法性的重要标志。然而,随着数字技术的快速发展,印章伪造手段日益精进,对现有的印章核验技术提出了新的挑战,尤其是在图像质量不佳或存在模糊的情况下,核验难度显著增加。为应对此问题,该文提出一种基于双流模型的印章自动核验系统SealVerifier。该系统结合了EfficientNet与高效视觉Transformer(SViT),SViT在Transformer编码器中引入高维多层感知器和去归一化机制,以增强特征表示能力和泛化能力。此外,该文引入数据分布适配器以应对实际场景中多样化的印章,并采用双重损失函数提升模型的精度和泛化能力。在包含30699对图像的自建中文印章数据集上,SealVerifier的精确率、召回率和F1值分别达到了91.34%,96.83%和93.57%,显著优于现有的印章核验技术。 展开更多
关键词 印章自动核验 双流模型 TRANSFORMER 数据分布适配器
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Effect of nitrile butadiene rubber hardness on the sealing characteristics of hydraulic O-ring rod seals 被引量:3
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作者 Xiaoxuan LI Bingqing WANG +4 位作者 Xudong PENG Yuntang LI Xiaolu LI Yuan CHEN Jie JIN 《Journal of Zhejiang University-Science A(Applied Physics & Engineering)》 SCIE EI CAS CSCD 2024年第1期63-78,共16页
The nitrile butadiene rubber(NBR)hardness effect on the sealing characteristics of hydraulic O-ring rod seals is analyzed based on a mixed lubrication elastohydrodynamic model.Parameterized studies are conducted to re... The nitrile butadiene rubber(NBR)hardness effect on the sealing characteristics of hydraulic O-ring rod seals is analyzed based on a mixed lubrication elastohydrodynamic model.Parameterized studies are conducted to reveal the mechanism of the influence of rubber hardness on the static and dynamic behavior of seals.The optimized selections of rubber hardness are then investigated under different conditions.Results show that the low hardness seal is prone to stress concentration due to the extrusion effect under high pressure conditions;it is also more prone to leaking.A high hardness seal can better prevent leakage by reducing film thickness but it will cause large frictional power loss and increase the probability of wear failure.The choice of low hardness is recommended to reduce friction with the premise that leakage requirements are met. 展开更多
关键词 Nitrile butadiene rubber(NBR)hardness sealing characteristics Optimized selection O-ring seal
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Sealing efficiency performance of four different rim seals in turbine cavity
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作者 Zeyu WU Dongdong LIU +3 位作者 Sipeng WANG Zhe ZHANG Yang BAI Xiang LUO 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2024年第12期347-357,共11页
In modern aero-engine,the turbine rim seals whose purpose is to reduce the ingress are located in a complex flow region between the mainstream and secondary air flows.The sealing air discharged from the compressor of ... In modern aero-engine,the turbine rim seals whose purpose is to reduce the ingress are located in a complex flow region between the mainstream and secondary air flows.The sealing air discharged from the compressor of engine is used to purge turbine cavity.In order to examine the effects of ingress through four distinct rim seals,a one-stage test rig was used in the experiments presented in this work.At a Reynolds number of 5.16×10^(5) in the mainstream and(0.85-2.13)×10^(6) in the rotational,the radial pressure distribution on the stator was determined.To assess flow characteristics and sealing efficacy,measurements of the swirl ratio and CO_(2) concentration were made.The reliability of turbine rim-seals is determined by the locations of the hook and teeth,as well as their effect on hot gas ingestion.To evaluate the performance of four types of seals:a datum double-rim seal and three derivatives with different clearances,the data are employed.Due to the inlet air position,the swirl ratio exhibited a pronounced inflection for all the rim seals.The sealing efficiency can be decreased by putting the hook closer to the rim or by taking the teeth out.Static pressure measurements in the turbine cavity indicate that the seal position has a significant impact.The analysis results revealed that the existence of slot vortex is beneficial to improving efficiency. 展开更多
关键词 TURBINE CAVITY Gas ingestion Rim seal sealing efficiency
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Interfacial friction effects on sealing performances of elastomer packer
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作者 Peng-Cheng Wang Ming-Hui Chen +2 位作者 Jim Jenkinson Yong-Xin Song Li Sun 《Petroleum Science》 SCIE EI CAS CSCD 2024年第3期2037-2047,共11页
Elastomer sealing performance is of critical importance for downhole tools application including the use of fracturing(Frac)plugs during multi-stage hydraulic fracking.In practice sealing performances of such plugs ar... Elastomer sealing performance is of critical importance for downhole tools application including the use of fracturing(Frac)plugs during multi-stage hydraulic fracking.In practice sealing performances of such plugs are normally evaluated through pressure tests,and in numerical simulation studies,maximum contact stress,average contact stress and contact length data are used to determine sealing quality between a packer and casing.In previous studies,the impact of friction forces on sealing performance is often overlooked.This work aims to fill this knowledge gap in determining the influence of friction forces on elastomer packer sealing performances.We first determined the most appropriate constitutive hyperelastic model for the elastomers used in frac plug.Then we compared analytical calculation results with Finite Element Analysis simulation using a simplified tubular geometry and showed the significant influences on interfacial friction on elastomer packer stress distribution,deformation,and contact stress after setting.With the demonstration of validity of FEA method,we conducted systematic numerical simulation studies to show how the interfacial friction coefficients can affect the maximum contact stress,average contact stress,contact stress distribution,and maximum mises stress for an actual packer used in plug products.In addition,we also demonstrated how the groove in a packer can affect packer deformation and evolvement during setting with the consideration of interfacial stress.This study underscores the critical role that friction forces play in Frac plug performance and provides a new dimension for optimizing packer design by controlling interfacial interactions at the packer contact surfaces. 展开更多
关键词 Elastomer seal FRICTION sealing performance Contact stress
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