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Evaporation of sub-millimeter flying dinitrogen tetroxide droplet under high temperature and pressure:Experimental measurement and theoretical modeling
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作者 Lihan FEI Wu ZHU +3 位作者 Yuyuan ZHANG Peng ZHANG Zuohua HUANG Chenglong TANG 《Chinese Journal of Aeronautics》 2025年第5期80-91,共12页
The evaporation behaviors are crucial for the flame location estimation in liquid rocketengines.This work,for the first time,experimentally reports the sub-millimeter droplet evaporationcharacteristics of the corrosiv... The evaporation behaviors are crucial for the flame location estimation in liquid rocketengines.This work,for the first time,experimentally reports the sub-millimeter droplet evaporationcharacteristics of the corrosive dinitrogen tetroxide(NTO,one prevailing hypergolic oxidizer)athigh ambient pressure up to 4.5 MPa.An in-house corrosion-resistant droplet generator is usedto generate isolated flying droplets of sub-millimeter size,which are then exposed in a gas environ-ment with temperatures between 1010 K and 1210 K and pressures in the range between 2.0 MPaand 4.5 MPa,provided by an optical rapid compression machine.Parallelly,a theoretical modelconsidering both the droplet ambient convection and the NTO dissociation is developed.Resultsindicate that firstly,the present theoretical model that considers the transient droplet-ambient con-vection as well as the temperature and pressure dependent rate of dissociation shows good agree-ment with the experimentally observed droplet lifetime.In addition,the flying droplets velocityregress gradually due to momentum exchange with the ambient,which is more prominent at higherpressure.The evaporation caused droplet size reduction is consistent with the classical D^(2)-law pre-diction,in the present temperature and pressure range.Finally,higher temperature and pressureaccelerate the evaporation and an empirical correlation for the temperature and pressure dependentevaporation rate constant is proposed,which shows good agreement with experiment and simula-tion results. 展开更多
关键词 dropS EVAPORATION Flying isolated droplets Dinitrogen tetroxide High pressure effect
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Smoothed Particle Hydrodynamics(SPH)Simulations of Drop Evaporation:A Comprehensive Overview of Methods and Applications
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作者 Leonardo Di G.Sigalotti Carlos A.Vargas 《Computer Modeling in Engineering & Sciences》 2025年第3期2281-2337,共57页
The evaporation ofmicrometer and millimeter liquid drops,involving a liquid-to-vapor phase transition accompanied by mass and energy transfer through the liquid-vapor interface,is encountered in many natural and indus... The evaporation ofmicrometer and millimeter liquid drops,involving a liquid-to-vapor phase transition accompanied by mass and energy transfer through the liquid-vapor interface,is encountered in many natural and industrial processes as well as in numerous engineering applications.Therefore,understanding and predicting the dynamics of evaporating flows have become of primary importance.Recent efforts have been addressed using the method of Smoothed Particle Hydrodynamics(SPH),which has proven to be very efficient in correctly handling the intrinsic complexity introduced by the multiscale nature of the evaporation process.This paper aims to provide an overview of published work on SPH-based simulations related to the evaporation of drops suspended in static and convective environments and impacting on heated solid surfaces.After a brief theoretical account of the main ingredients necessary for the modeling of drop evaporation,the fundamental aspects of SPH are revisited along with the various existing formulations that have been implemented to address the challenges imposed by the physics of evaporating flows.In the following sections,the paper summarizes the results of SPH-based simulations of drop evaporation and ends with a few comments on the limitations of the current state-of-the-art SPHsimulations and future lines of research. 展开更多
关键词 drop evaporation surface tension heat and mass transfer phase separation smoothed particle hydrodynamics(SPH) boiling evaporation explosive vaporization droplet/wall interaction
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Synchrotron-radiation computed tomography of the water drop penetration time test on hydrophobic soils
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作者 Clara M.Toffoli Marius Milatz +3 位作者 Julian P.Moosmann Thomas Jentschke Felix Beckmann Jürgen Grabe 《Journal of Rock Mechanics and Geotechnical Engineering》 2025年第8期5111-5121,共11页
The water drop penetration time(WDPT)test consists of placing water drops on a material's surface in order to evaluate how long it takes to penetrate the pores.It is used to evaluate the hydrophobicity of material... The water drop penetration time(WDPT)test consists of placing water drops on a material's surface in order to evaluate how long it takes to penetrate the pores.It is used to evaluate the hydrophobicity of materials.This study aims at investigating in more detail the soil-water interaction during the test,exposing its mechanism.For that,a model soil named Hamburg Sand was coated with a hydrophobic fluoropolymer and then a WDPT test was performed while computed tomography(CT)images were taken.Tomography experiments were performed at the P07 high-energy materials science(HEMS)beamline,operated by Helmholtz–Zentrum Hereon,at the storage ring PETRA III at the Deutsches Elektronen-Synchrotron(DESY)in Hamburg.Using synchrotron radiation,a tomogram can be obtained in about 10 min,way less time than regular laboratory X-ray sources usually owned by universities.The faster imaging enables the observation of the drop penetration during time and thus provides insight into the dynamics of the process.After that,digital discrete image correlation is performed to track the displacement of the grains throughout time.From the results one can observe that,as the drop is absorbed at the material's surface,the grains directly around the droplet base are dragged to the liquid-air interface around the drop,revealing grain kinematics during capillary interactions of the penetrating liquid and sand grains. 展开更多
关键词 Hydrophobic soil Synchrotron tomography Water drop penetration time(WDPT)test
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引入R-Drop的恶意软件检测模型
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作者 林茂源 《微型电脑应用》 2025年第1期74-77,共4页
在神经网络训练过程中,Dropout容易导致训练阶段和校验阶段模型不一致,限制模型的性能提升,针对此问题,提出一种引入R-Drop的恶意软件检测模型,使用双向KL散度及负对数似然损失函数规范模型的输出分布,利用正则约束调整模型的自由度,提... 在神经网络训练过程中,Dropout容易导致训练阶段和校验阶段模型不一致,限制模型的性能提升,针对此问题,提出一种引入R-Drop的恶意软件检测模型,使用双向KL散度及负对数似然损失函数规范模型的输出分布,利用正则约束调整模型的自由度,提升模型预测准确性,改善模型泛化性能。结果表明,引入R-Drop后的模型能进一步改善DeepMalNet模型的检测能力。 展开更多
关键词 dropOUT R-drop 恶意软件检测 KNN ResNet
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Pressure drop force due to a non-closely fitting sphere settling along the central line in long rectangular tubes
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作者 Yelong Wang Zhaosheng Yu Jianzhong Lin 《Chinese Journal of Chemical Engineering》 2025年第6期165-175,共11页
The ratio of the pressure drop force to the drag force,C_(P),is concerned for a non-closely fitting spherical particle settling along the central line in long rectangular tubes with different A_(r)(A_(r)is W/H,where W... The ratio of the pressure drop force to the drag force,C_(P),is concerned for a non-closely fitting spherical particle settling along the central line in long rectangular tubes with different A_(r)(A_(r)is W/H,where W,H is length of the longer and shorter side of the rectangle respectively).Under Stokes flow conditions,C_(P0)for an infinitely small sphere in long rectangular tubes and C_(P)for a sphere in a long channel between two parallel layered barriers are both calculated.Then C_(P)of a sphere settling in long rectangular tubes are conducted with the direct-forcing fictitious domain(DF/FD)method.At large Reynolds number,the sphere settles unstably with a fluctuating velocity and C_(P).The fluctuation of Cp is much stronger than that of velocity and both fluctuations are stronger for less confined sphere.The influences of the particle Reynolds number(Re_(p))on C_(P)is similar to the existing experimental results in long circular tubes.At low Re_(p),C_(P)is a determined value and is calculated.For a given d/H(d sphere diameter),Cp gets its maximum value at one A_(r)in the range of[1,1.5].For a given A_(r),C_(P)is a quadratic function of d/H similar to that in a circular tube,and parameters of the quadratic function are got by curve fitting from numerical data.The constant term coefficients got have almost no difference with C_(P0)and are furtherly replaced by the latter to get new quadratic coefficients C_(P1).Lastly,an algebraic correlation of C_(P1)to A_(r)is developed.The predictions of Cp are good with a maximum relative error about 1.5%for a sphere with d/H not greater than0.7,compared to numerical results. 展开更多
关键词 Pressure drop Numerical simulation Stokes flow Non-closely fitting SEDIMENTATION Particle
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A Review of Pressure Drop Characteristics and Optimization Measures of Two-Phase Flow with Low Boiling Point Working Fluids in Microchannels
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作者 Zongyu Jie Chao Dang Qingliang Meng 《Frontiers in Heat and Mass Transfer》 2025年第4期1053-1089,共37页
With the increasing miniaturization of systems and surging demand for power density,accurate prediction and control of two-phase flow pressure drop have become a core challenge restricting the performance of microchan... With the increasing miniaturization of systems and surging demand for power density,accurate prediction and control of two-phase flow pressure drop have become a core challenge restricting the performance of microchannel heat exchangers.Pressure drop,a critical hydraulic characteristic,serves as both a natural constraint for cooling systems and determines the power required to pump the working fluid through microchannels.This paper reviews the characteristics,prediction models,and optimization measures of two-phase flow pressure drop for low-boiling-point working fluids in microchannels.It systematically analyzes key influencing factors such as fluid physical properties,operating conditions,channel geometry,and flow patterns,and discusses the complex mechanisms of pressure drop under the coupling effect of multi-physical fields.Mainstream prediction models are reviewed:the homogeneous flow model simplifies calculations but shows large deviations at low quality;the separated flow model considers interphase interactions and can be applied to micro-scales after modification;the flow-pattern-based model performs zoned modeling but relies on subjective classification;machine learning improves prediction accuracy but faces the“black-box”problem.In terms of optimization,channel designs are improved through porous structures and micro-rib arrays,and flow rate distribution is optimized using splitters to balance pressure drop and heat transfer performance.This study provides theoretical support for microchannel thermal management in high-power-density devices. 展开更多
关键词 Pressure drop two-phase flow microchannels bubble shape prediction model
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Projectile impact and drop weight resistance of functionally graded fiber-reinforced magnetite aggregate concrete
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作者 Abbas Abbaspour Behnoud Ganjavi Mahdi Nematzadeh 《Defence Technology(防务技术)》 2025年第10期1-23,共23页
Many researchers have focused on the behavior of fiber-reinforced concrete(FRC)in the construction of various defensive structures to resist against impact forces resulting from explosions and projectiles.However,the ... Many researchers have focused on the behavior of fiber-reinforced concrete(FRC)in the construction of various defensive structures to resist against impact forces resulting from explosions and projectiles.However,the lack of sufficient research regarding the resistance of functionally graded fiber-reinforced concrete against projectile impacts has resulted in a limited understanding of the performance of this concrete type,which is necessary for the design and construction of structures requiring great resistance against external threats.Here,the performance of functionally graded fiber-reinforced concrete against projectile impacts was investigated experimentally using a(two-stage light)gas gun and a drop weight testing machine.For this objective,12 mix designs,with which 35 cylindrical specimens and 30 slab specimens were made,were prepared,and the main variables were the magnetite aggregate vol%(55%)replacing natural coarse aggregate,steel fiber vol%,and steel fiber type(3D and 5D).The fibers were added at six vol%of 0%,0.5%,0.75%,1%,1.25%,and 1.5%in 10 specimen series(three identical specimens per each series)with dimensions of 40×40×7.5 cm and functional grading(three layers),and the manufactured specimens were subjected to the drop weight impact and projectile penetration tests by the drop weight testing machine and gas gun,respectively,to assess their performance.Parameters under study included the compressive strength,destruction level,and penetration depth.The experimental results demonstrate that using the magnetite aggregate instead of the natural coarse aggregate elevated the compressive strength of the concrete by 61%.In the tests by the drop weight machine,it was observed that by increasing the total vol%of the fibers,especially by increasing the fiber content in the outer layers(impact surface),the cracking resistance and energy absorption increased by around 100%.Note that the fiber geometry had little effect on the energy absorption in the drop weight test.Investigating the optimum specimens showed that using 3D steel fibers at a total fiber content of 1 vol%,consisting of a layered grading of 1.5 vol%,0 vol%,and 1.5 vol%,improved the penetration depth by 76%and lowered the destruction level by 85%.In addition,incorporating the 5D steel fibers at a total fiber content of 1 vol%,consisting of the layered fiber contents of 1.5%,0%,and 1.5%,improved the projectile penetration depth by 50%and lowered the damage level by 61%compared with the case of using the 3D fibers. 展开更多
关键词 Steel fiber Projectile impact Gas gun drop weight MAGNETITE Fiber-reinforced concrete(FRC)
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Failure modes and transformation laws of reinforced concrete slabs under drop hammer impact
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作者 Chunming Song Jiahe Zhong +3 位作者 Haotian Zhang Yuetang Zhao Zhongwei Zhang Feng Liu 《Defence Technology(防务技术)》 2025年第9期318-339,共22页
With the change of the main influencing factors such as structural configuration and impact conditions,reinforced concrete slabs exhibit different mechanical behaviors with different failure patterns,and the failure m... With the change of the main influencing factors such as structural configuration and impact conditions,reinforced concrete slabs exhibit different mechanical behaviors with different failure patterns,and the failure modes are transformed.In order to reveal the failure mode and transformation rule of reinforced concrete slabs under impact loads,a dynamic impact response test was carried out using a drop hammer test device.The dynamic data pertaining to the impact force,support reaction force,structural displacement,and reinforcement strain were obtained through the use of digital image correlation technology(DIC),impact force measurement,and strain measurement.The analysis of the ultimate damage state of the reinforced concrete slab identified four distinct types of impact failure modes:local failure by stamping,overall failure by stamping,local-overall coupling failure,and local failure by punching.Additionally,the influence laws of hammerhead shape,hammer height,and reinforcement ratio on the dynamic response and failure mode transformation of the slab were revealed.The results indicate that:(1)The local damage to the slab by the plane hammer is readily apparent,while the overall damage by the spherical hammer is more pronounced.(2)In comparison to the high reinforcement ratio slabs,the overall bending resistance of the low reinforcement ratio slabs is significantly inferior,and the slab back exhibits further cracks.(3)As the hammer height increases,the slab failure mode undergoes a transformation,shifting from local failure by stamping and overall failure by stamping to local-overall coupling failure and local failure by punching.(4)Three failure mode thresholds have been established,and by comparing the peak impact force with the failure thresholds,the failure mode of the slab can be effectively determined. 展开更多
关键词 Reinforced concrete slab drop hammer impact test Dynamic response Crack propagation Failure mode
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Quantitative analysis of related substances in polyvinyl alcohol eye drops using HPLC-UV
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作者 Yongfei Li Wenfen Gao +2 位作者 Jihua Liu Zheyuan Li Zhiyuan Li 《Journal of Chinese Pharmaceutical Sciences》 2025年第5期432-442,共11页
The current quality standard for polyvinyl alcohol eye drops lacks an impurity assessment,despite the potential impact of raw material impurities on product safety.To strengthen quality control and ensure drug safety,... The current quality standard for polyvinyl alcohol eye drops lacks an impurity assessment,despite the potential impact of raw material impurities on product safety.To strengthen quality control and ensure drug safety,an investigation into the impurity profile of the formulation was conducted,and an HPLC-UV method was developed for impurity quantification.The method validation was performed using an H-type cation exchange column.A total of 116 batches of polyvinyl alcohol eye drops from four manufacturers and two batches of the innovator drug were analyzed.Formic acid was detected exclusively in 0.4 mL samples from Company A and the innovator drug,with concentrations below 0.002%in both cases.Acetic acid was identified in samples from all manufacturers,with levels not exceeding 0.1%.The method demonstrated high specificity and sensitivity,making it well-suited for the quantification of formic and acetic acids in polyvinyl alcohol eye drops.The presence of formic acid was attributed to excipients,whereas acetic acid originated from raw materials and was further generated during pH adjustment in manufacturing.Although the overall impurity levels were low and posed minimal risk to drug safety,manufacturers should remain vigilant regarding impurity control to maintain product quality. 展开更多
关键词 Polyvinyl alcohol eye drops Related substances Formic acid Acetic acid
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An intelligent algorithm for identifying dropped blocks in wellbores
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作者 Qian Wang Zixuan Yang +2 位作者 Chenxi Ye Wenbao Zhai Xiao Feng 《Natural Gas Industry B》 2025年第2期186-194,共9页
Real-time monitoring of wellbore stability during drilling is crucial for the early detection of instability and timely interventions.The cause and type of wellbore instability can be identified by analyzing the dropp... Real-time monitoring of wellbore stability during drilling is crucial for the early detection of instability and timely interventions.The cause and type of wellbore instability can be identified by analyzing the dropped blocks brought to the surface by the drilling fluid,enabling preventive measures to be taken.In this study,an image capture system with fully automated sorting and 3D scanning was developed to obtain the complete 3D point cloud data of dropping blocks.The raw data obtained were preprocessed using methods such as format conversion,down sampling,coordinate transformation,statistical filtering,and clustering.Feature extraction algorithms,including the principal component analysis bounding box method,triangular meshing method,triaxial projection method,local curvature method,and model segmentation projection method,were employed,which resulted in the extraction of 32 feature parameters from the point cloud data.An optimal machine learning algorithm was developed by training it with 10 machine learning algorithms and the block data collected in the field.The XGBoost algorithm was then used to optimize the feature parameters and improve the classification model.An intelligent,fully automated feature parameter extraction and classification system was developed and applied to classify the types of falling blocks in 12 sets of drilling field and laboratory experiments and to identify the causes of wellbore instability.An average accuracy of 93.9%was achieved.This system can thus enable the timely diagnosis and implementation of preventive and control measures for wellbore instability in the field. 展开更多
关键词 Wellbore instability dropped block classification 3D scanning Point cloud data Feature extraction Machine learning
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Application of wavelet neural network with chaos theory for enhanced forecasting of pressure drop signals in vapor−liquid−solid fluidized bed evaporator
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作者 Xiaoping Xu Ting Zhang +2 位作者 Zhimin Mu Yongli Ma Mingyan Liu 《Chinese Journal of Chemical Engineering》 2025年第2期67-81,共15页
The dynamics of vapor−liquid−solid(V−L−S)flow boiling in fluidized bed evaporators exhibit inherent complexity and chaotic behavior,hindering accurate prediction of pressure drop signals.To address this challenge,this... The dynamics of vapor−liquid−solid(V−L−S)flow boiling in fluidized bed evaporators exhibit inherent complexity and chaotic behavior,hindering accurate prediction of pressure drop signals.To address this challenge,this study proposes an innovative hybrid approach that integrates wavelet neural network(WNN)with chaos analysis.By leveraging the Cross-Correlation(C−C)method,the minimum embedding dimension for phase space reconstruction is systematically calculated and then adopted as the input node configuration for the WNN.Simulation results demonstrate the remarkable effectiveness of this integrated method in predicting pressure drop signals,advancing our understanding of the intricate dynamic phenomena occurring with V−L−S fluidized bed evaporators.Moreover,this study offers a novel perspective on applying advanced data-driven techniques to handle the complexities of multi-phase flow systems and highlights the potential for improved operational prediction and control in industrial settings. 展开更多
关键词 Wavelet neural network forecasting Chaos theory Phase space reconstruction Pressure drop forecasting Fluidized bed evaporator Multi-phase dynamics
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Shexiang Tongxin dropping pills ameliorate myocardial ischemia-reperfusion injury progression via the S1PR2/RhoA/ROCK pathway
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作者 Ying Sun Boyang Jiao +7 位作者 Yizhou Liu Ran Wang Qiong Deng David N.Criddle Yulin Ouyang Wei Wang Xuegong Xu Chun Li 《Journal of Traditional Chinese Medical Sciences》 2025年第1期31-43,共13页
Objective:To investigate the potential protective effect of Shexiang Tongxin dropping pills(STDP)on ischemia-reperfusion injury and its underlying mechanisms in improving endothelial cell function in coronary microvas... Objective:To investigate the potential protective effect of Shexiang Tongxin dropping pills(STDP)on ischemia-reperfusion injury and its underlying mechanisms in improving endothelial cell function in coronary microvascular disease(CMVD).Methods:A rat model of myocardial ischemia-reperfusion injury with CMVD was established using ligation and reperfusion of the left anterior descending artery.The effect of STDP(21.6 mg/kg)on cardiac function was evaluated using echocardiography,hematoxylin-eosin staining,and Evans blue staining.The effects of STDP on the microvascular endothelial barrier were assessed based on nitric oxide production,endothelial nitric oxide synthase expression,structural variety of tight junctions(TJs),and the expression of zonula occludens-1(ZO-1),claudin-5,occludin,and vascular endothelial(VE)-cadherin proteins.The mechanisms of STDP(50 and 100 ng/mL)were evaluated by examining the expression of sphingosine 1-phosphate receptor 2(S1PR2),Ras Homolog family member A(RhoA),and Rho-associated coiled-coil-containing protein kinase(ROCK)proteins and the distribution of ZO-1,VE-cadherin,and Factin proteins in an oxygen and glucose deprivation/reoxygenation model.Results:The administration of STDP on CMVD rat model significantly improved cardiac and microvascular endothelial cell barrier functions(all P<.05).STDP enhanced the structural integrity of coronary microvascular positioning and distribution by clarifying and completing TJs and increasing the expression of ZO-1,occludin,claudin-5,and VE-cadherin in vivo(all P<.05).The S1PR2/RhoA/ROCK pathway was inhibited by STDP in vitro,leading to the regulation of endothelial cell TJs,adhesion junctions,and cytoskeletal morphology.Conclusion:STDP showed protective effects on cardiac impairment and microvascular endothelial barrier injury in CMVD model rats induced by myocardial ischemia-reperfusion injury through the modulation of the S1PR2/RhoA/ROCK pathway. 展开更多
关键词 Coronary artery microvascular disease Shexiang Tongxin dropping pills Ischemia-reperfusion injury Microvascular barrier function S1PR2/RhoA/ROCK pathway
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局部凸Hausdorff空间中的Drop定理和Drop性质 被引量:1
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作者 贺飞 刘德 +1 位作者 罗成 许成锋 《内蒙古大学学报(自然科学版)》 CAS CSCD 北大核心 2006年第3期251-257,共7页
证明了局部凸H ausdorff空间中的一个D rop定理,提出了局部凸H ausdorff空间中的-τdrop性质、拟-τdrop性质和局部D rop性质.并证明τ-序列紧凸集具有-τdrop性质,τ-可数紧凸集具有拟-τdrop性质以及局部序列紧凸集都具有局部D rop性质.
关键词 局部凸空间 drop定理 τ-drop性质 拟τ-drop性质 局部drop性质
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Clinical Observation of Carteolol Hydrochloride Eye Drops Combined with Travoprost Eye Drops in the Treatment of Open-Angle Glaucoma
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作者 Fangning Wang 《Journal of Clinical and Nursing Research》 2024年第11期191-197,共7页
Objective:To analyze the therapeutic effects of carteolol hydrochloride(CAR)eye drops combined with travoprost(TRA)eye drops in the treatment of open-angle glaucoma(OAG).Methods:A total of 72 OAG patients(87 eyes)hosp... Objective:To analyze the therapeutic effects of carteolol hydrochloride(CAR)eye drops combined with travoprost(TRA)eye drops in the treatment of open-angle glaucoma(OAG).Methods:A total of 72 OAG patients(87 eyes)hospitalized between October 2020 and October 2023 were randomly divided into two groups.The combination group received CAR and TRA eye drops,while the control group received CAR eye drops alone.Treatment outcomes were compared in terms of total efficacy rate,visual acuity,intraocular pressure,visual function indicators,hemodynamic parameters,and ocular surface damage indicators.Results:The combination group showed a higher total efficacy rate compared to the control group.After 3 months of treatment,the combination group had better visual acuity,lower intraocular pressure,higher mean sensitivity,lower mean defect,lower resistance index,and higher end-diastolic velocity and peak systolic velocity compared to the control group(P<0.05).Additionally,the combination group exhibited higher corneal fluorescein staining scores,shorter tear breakup time,and lower Schirmer tear test values compared to the control group(P<0.05).Conclusion:The combination of CAR and TRA eye drops improves visual acuity,effectively reduces intraocular pressure,enhances visual function,regulates ocular hemodynamics,and mitigates ocular surface damage in OAG patients,demonstrating superior therapeutic efficacy. 展开更多
关键词 Carteolol hydrochloride eye drops Travoprost eye drops Open-angle glaucoma Visual acuity Intraocular pressure
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基于MacBERT和R-Drop的地质命名实体识别 被引量:2
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作者 刘昕 徐洪珍 +1 位作者 刘爱华 邓德军 《郑州大学学报(工学版)》 CAS 北大核心 2024年第3期89-95,共7页
地质命名实体识别中常用的基于BERT预训练模型的深度学习方法是基于字的方法,没有利用词信息,且神经网络中的Dropout机制会导致训练阶段和推理阶段之间存在不一致性。针对该问题,提出了一种基于MacBERT和R-Drop的地质命名实体识别模型M... 地质命名实体识别中常用的基于BERT预训练模型的深度学习方法是基于字的方法,没有利用词信息,且神经网络中的Dropout机制会导致训练阶段和推理阶段之间存在不一致性。针对该问题,提出了一种基于MacBERT和R-Drop的地质命名实体识别模型MBCR。首先,通过MacBERT学习文本特征表示,充分利用字词信息;其次,运用BiGRU编码上下文特征,有效提取完整的语义信息;最后,采用CRF获取标签间的依赖关系,生成最优标签序列。此外,在训练过程中引入R-Drop,进一步提升模型的泛化能力。结果表明:与BiLSTM-CRF、BERTBiLSTM-CRF等模型相比,所提MBCR模型在NERdata数据集上的F1值提高了2.08百分点~4.62百分点,在Boson数据集上的F1值提高了1.26百分点~17.54百分点。 展开更多
关键词 命名实体识别 地质 MacBERT BiGRU R-drop
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Efficacy of recombinant human epidermal growth factor plus sodium hyaluronate eye drops in diabetic dry eye post-cataract surgery 被引量:4
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作者 Jun-Ling Li Jin Zhao +2 位作者 Zhen-Feng Guo Chang Xiao Xuan Liu 《World Journal of Diabetes》 SCIE 2024年第6期1234-1241,共8页
BACKGROUND Dry eye syndrome(DES)after diabetic cataract surgery can seriously affect the patient’s quality of life.Therefore,effective alleviation of symptoms in patients with this disease has important clinical sign... BACKGROUND Dry eye syndrome(DES)after diabetic cataract surgery can seriously affect the patient’s quality of life.Therefore,effective alleviation of symptoms in patients with this disease has important clinical significance.AIM To explore the clinical effect of recombinant human epidermal growth factor(rhEGF)plus sodium hyaluronate(SH)eye drops on DES after cataract surgery in patients with diabetes.METHODS We retrospectively evaluated 82 patients with diabetes who experienced DES after cataract surgery at Tianjin Beichen Hospital,Affiliated Hospital of Nankai University between April 2021 and April 2023.They were classified into an observation group(42 cases,rhEGF+SH eye drops)and a control group(40 cases,SH eye drops alone),depending on the different treatment schemes.The therapeutic efficacy,dry eye symptom score,tear film breakup time(TFBUT),basic tear secretion score[assessed using Schirmer I test(SIt)],corneal fluorescein staining(FL)score,tear inflammatory markers,adverse reactions during treat-ment,and treatment satisfaction were compared between the two groups.RESULTS Therapeutic efficacy was higher in the observation group compared with the control group.Both groups showed improved TFBUT and dry eye,as well as improved SIt and FL scores after treatment,with a more pronounced improvement in the observation group.Although no marked differences in adverse reactions were observed between the two groups,treatment satisfaction was higher in the observation group.CONCLUSION rhEGF+SH eye drops rendered clinical benefits to patients by effectively ameliorating dry eye and visual impairment with favorable efficacy,fewer adverse reactions,and high safety levels.Thus,this treatment should be promoted in clinical practice. 展开更多
关键词 Recombinant human epidermal growth factor Sodium hyaluronate eye drops Diabetic patients Dry eye syndrome after cataract surgery Therapeutic efficacy
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基于drop-off ddPCR方法检测急性髓系白血病C-KIT基因N822位点突变及其临床应用
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作者 李婷 金晔 +7 位作者 袁倩 姚冬明 向鹤麟 肖高飞 于迪 冷加燕 林江 钱军 《江苏大学学报(医学版)》 CAS 2024年第2期151-155,160,共6页
目的:建立急性髓系白血病(acute myeloid leukemia, AML)患者C-KIT基因N822位点突变的drop-off微滴式数字PCR(droplet digital PCR,ddPCR)定量检测方法,并评价其临床应用价值。方法:针对C-KIT基因第17外显子设计一对引物及探针,优化drop... 目的:建立急性髓系白血病(acute myeloid leukemia, AML)患者C-KIT基因N822位点突变的drop-off微滴式数字PCR(droplet digital PCR,ddPCR)定量检测方法,并评价其临床应用价值。方法:针对C-KIT基因第17外显子设计一对引物及探针,优化drop-off ddPCR反应条件及体系,评价该方法的特异性、灵敏度、重复性,使用所建立的方法对140例已行Sanger测序的AML初诊患者骨髓标本进行检测,并用二代测序(next generation sequencing, NGS)验证结果;用drop-off ddPCR对3例阳性患者化疗后C-KIT突变频率进行动态监测。结果:drop-off ddPCR检测C-KIT基因N822位点突变的最适退火温度为54℃,空白检测限为1.62拷贝数/μL,最低检测下限为10.12拷贝数/μL,线性良好。140例AML初诊患者样本中Sanger测序检出2例阳性(1.4%),而ddPCR共检出突变7例(5.0%),突变频率为0.29%~7.41%;进一步应用常规NGS方法对ddPCR阳性样本进行验证,共检出阳性3例(2.1%),等位基因频率为1.26%~8.00%。动态监测3例阳性患者C-KIT突变频率,结果显示治疗达完全缓解时C-KIT突变频率明显下降甚至降低至0。结论:本研究建立了检测C-KIT基因N822位点突变的drop-off ddPCR技术,具有良好的方法学检测性能,其灵敏度高于Sanger测序和NGS,有望用于阳性患者缓解后的可检测残留疾病监测及治疗指导。 展开更多
关键词 drop-off微滴式数字PCR C-KIT基因 基因突变 微小残留病 急性髓系白血病 预后
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A data-driven model of drop size prediction based on artificial neural networks using small-scale data sets 被引量:1
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作者 Bo Wang Han Zhou +3 位作者 Shan Jing Qiang Zheng Wenjie Lan Shaowei Li 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2024年第2期71-83,共13页
An artificial neural network(ANN)method is introduced to predict drop size in two kinds of pulsed columns with small-scale data sets.After training,the deviation between calculate and experimental results are 3.8%and ... An artificial neural network(ANN)method is introduced to predict drop size in two kinds of pulsed columns with small-scale data sets.After training,the deviation between calculate and experimental results are 3.8%and 9.3%,respectively.Through ANN model,the influence of interfacial tension and pulsation intensity on the droplet diameter has been developed.Droplet size gradually increases with the increase of interfacial tension,and decreases with the increase of pulse intensity.It can be seen that the accuracy of ANN model in predicting droplet size outside the training set range is reach the same level as the accuracy of correlation obtained based on experiments within this range.For two kinds of columns,the drop size prediction deviations of ANN model are 9.6%and 18.5%and the deviations in correlations are 11%and 15%. 展开更多
关键词 Artificial neural network drop size Solvent extraction Pulsed column Two-phase flow HYDRODYNAMICS
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中性粒细胞与白蛋白比值联合A-DROP评分对重症社区获得性肺炎预后有评估价值 被引量:1
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作者 李翠翠 杨辉 +3 位作者 王健 李新妙 李冠英 张胜利 《内科急危重症杂志》 2024年第5期422-424,478,共4页
目的:探讨中性粒细胞与白蛋白比值(NAR)联合A-DROP评分对重症社区获得性肺炎(SCAP)患者预后的评估价值。方法:收集73例SCAP患者的临床资料,根据SCAP患者入院30 d内的生存状态,将其分为生存组(40例)和死亡组(33例),比较2组患者的临床指标... 目的:探讨中性粒细胞与白蛋白比值(NAR)联合A-DROP评分对重症社区获得性肺炎(SCAP)患者预后的评估价值。方法:收集73例SCAP患者的临床资料,根据SCAP患者入院30 d内的生存状态,将其分为生存组(40例)和死亡组(33例),比较2组患者的临床指标,Spearman法分析SCAP患者的NAR与A-DROP评分的相关性,采用多因素Logistic回归模型分析影响SCAP预后的因素,应用受试者工作特征(ROC)曲线分析NAR联合A-DROP评分对SCAP患者预后的评估价值。结果:死亡组患者的NAR和A-DROP评分显著高于生存组,白蛋白水平、淋巴细胞计数、氧合指数和动脉氧分压(PaO2)显著低于生存组(P均<0.05)。SCAP患者的NAR与A-DROP评分呈正相关(r=0.425,P<0.05),NAR和A-DROP评分可作为SCAP患者入院30 d预后的独立危险因素(P均<0.05)。NAR和A-DROP评分单独及联合预测SCAP患者入院30 d预后的AUC分别为0.813(95%CI0.715~0.911)、0.836(95%CI0.736~0.935)、0.908(95%CI0.834~0.981)。结论:NAR和A-DROP评分可以作为预测SCAP患者入院30 d预后的独立危险因素,且NAR联合A-DROP评分能够提高预测价值。 展开更多
关键词 重症社区获得性肺炎 中性粒细胞与白蛋白比值 A-drop评分 预后
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Buckling Properties of Water-Drop-Shaped Pressure Hulls with Various Shape Indices Under Hydrostatic External Pressure
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作者 DING Xiao-de ZHANG Jian +2 位作者 WANG Fang JIAO Hui-feng WANG Ming-lu 《China Ocean Engineering》 SCIE EI CSCD 2024年第1期1-17,共17页
The water-drop-shaped pressure hull has a good streamline,which has good application prospect in the underwater observatory.Therefore,this study conducted analytical,experimental and numerical investigation of the buc... The water-drop-shaped pressure hull has a good streamline,which has good application prospect in the underwater observatory.Therefore,this study conducted analytical,experimental and numerical investigation of the buckling properties of water-drop-shaped pressure hulls under hydrostatic pressure.A water-drop experiment was conducted to design water-drop-shaped pressure hulls with various shape indices.The critical loads for the water-drop-shaped pressure hulls were resolved by using Mushtari’s formula.Several numerical simulations including linear buckling analysis and nonlinear buckling analysis including eigenmode imperfections were performed.The results indicated that the critical loads resolved by Mushtari's formula were in good agreement with the linear buckling loads from the numerical simulations.This formula can be extended to estimate the buckling capacity of water-drop-shaped pressure hulls.In addition,three groups of pressure hulls were fabricated by using stereolithography,a rapid prototyping technique.Subsequently,three groups of the pressure hulls were subjected to ultrasonic measurements,optical scanning,hydrostatic testing and numerical analysis.The experimental results were consistent with the numerical results.The results indicate that the sharp end of the water-drop-shaped pressure hulls exhibited instability compared with the blunt end.This paper provides a new solution to the limitations of experimental studies on the water-drop-shaped pressure hulls as well as a new configuration and evaluation method for underwater observatories. 展开更多
关键词 BUCKLING pressure hull water drop underwater observatory
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