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基于MTF-DCGAN的齿轮箱故障诊断方法研究 被引量:1
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作者 杨敏 孙文磊 +4 位作者 刘志远 钟荟玄 辜英政 王云浩 张宇 《机床与液压》 北大核心 2025年第12期17-24,共8页
为解决齿轮箱故障诊断过程中因样本分布不均衡导致的模型泛化性能不足和识别准确度不高的问题,提出基于MTF-DCGAN和改进EfficientNet网络的故障诊断方法。根据马尔可夫转移场(MTF)图像编码原理将收集的一维振动信号转换成二维可视化图像... 为解决齿轮箱故障诊断过程中因样本分布不均衡导致的模型泛化性能不足和识别准确度不高的问题,提出基于MTF-DCGAN和改进EfficientNet网络的故障诊断方法。根据马尔可夫转移场(MTF)图像编码原理将收集的一维振动信号转换成二维可视化图像,按比例划分训练集和测试集;将训练集数据与随机向量输入至深度卷积生成对抗网络(DCGAN)模型中,交替训练生成器和判别器直至实现纳什均衡,生成与原始样本特征相似的新增样本,以此扩充故障数据集;最后,对EfficientNet的MBConv模块数量和激活函数进行改进,并将原始样本及增广后的样本集导入改进后的EfficientNet中进行特征提取,实现齿轮箱故障的识别与分类。结果表明:所提方法显著提高了样本不均衡情况下齿轮箱故障的诊断准确率,具有维度变换简单和模型参数量小的优势,加快了收敛速率。 展开更多
关键词 故障诊断 马尔可夫转移场 深度卷积生成对抗网络 改进EfficientNet 齿轮箱
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基于MTF-ResNet-CBAM的兵工装备轴承故障诊断方法
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作者 李伟伟 杨悦 花国祥 《兵工自动化》 北大核心 2025年第12期79-86,共8页
针对传统方法在噪声干扰和复杂工况下性能有限的问题,提出一种基于马尔可夫转移场(Markov transition field,MTF)、残差网络(residual network,ResNet)与卷积注意力机制(convolutio nal blo ck atte ntion module,CB AM)的轴承故障诊断... 针对传统方法在噪声干扰和复杂工况下性能有限的问题,提出一种基于马尔可夫转移场(Markov transition field,MTF)、残差网络(residual network,ResNet)与卷积注意力机制(convolutio nal blo ck atte ntion module,CB AM)的轴承故障诊断方法。将1维振动信号映射为2维MTF图像,以保留时序依赖与动态特征;利用ResNet进行深层特征提取,通过CBAM在通道与空间维度自适应分配权重,强化关键信息表达、抑制冗余干扰。在4类典型工况(正常、内圈故障、外圈故障和滚动体故障)下进行实验验证。结果表明:该模型整体测试准确率达到96.67%,较VGG、AlexNet及CNN模型提升约8%~15%,该方法在兵工装备的复杂运行环境下能保持较高的诊断精度与稳定性。 展开更多
关键词 轴承故障诊断 兵工装备 mtf ResNet CBAM
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基于WATD-MTF与改进的残差网络齿轮箱故障诊断研究
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作者 沈景涛 武哲 +2 位作者 张强 崔彦平 曹亚超 《振动与冲击》 北大核心 2025年第7期247-257,共11页
针对齿轮箱工作环境复杂多变含噪声大、不同工况下模型泛化性能弱而导致训练准确率低等问题,提出一种小波自适应阈值降噪(wavelet adaptive threshold denoise,WATD)结合马尔可夫转移场(Markov transition field,MTF)与改进的残差网络... 针对齿轮箱工作环境复杂多变含噪声大、不同工况下模型泛化性能弱而导致训练准确率低等问题,提出一种小波自适应阈值降噪(wavelet adaptive threshold denoise,WATD)结合马尔可夫转移场(Markov transition field,MTF)与改进的残差网络齿轮箱故障诊断方法。在ResNet18模型的基础上融合了SKNet注意力网络,构成了SK-ResNet18模型,来提高ResNet18模型对重要特征的提取能力。利用WATD算法对一维信号进行去噪,将去噪后的一维信号生成包含时序信息的MTF二维特征图,并输入到改进后的网络中进行特征提取,最终利用网络全连接层实现对故障种类的精确识别。利用东南大学齿轮故障数据集和QPZZ-II试验台采集的齿轮故障数据对该方法进行试验验证,结果表明:该方法能有效识别故障类型,相比其它智能算法,该方法在数据降噪后与不同工况下均表现出较高的优越性和可泛化性能。所提方法可为实际工业的齿轮箱故障诊断任务提供一定的参考价值。 展开更多
关键词 故障诊断 SKNet注意力网络 小波自适应阈值降噪(WATD) 马尔可夫转移场(mtf) 残差网络
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小样本下基于MTF与SSCAM-MSCNN的滚动轴承变工况故障诊断方法 被引量:1
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作者 雷春丽 焦孟萱 +2 位作者 薛林林 张护强 史佳硕 《计算机集成制造系统》 北大核心 2025年第1期278-289,共12页
针对滚动轴承在不同工况条件下样本分布不同以及故障样本数量不足导致故障诊断精度低、泛化性能差的问题,提出一种小样本下基于MTF与SSCAM-MSCNN的滚动轴承变工况故障诊断方法。首先,运用马尔科夫转移场(MTF)将一维振动信号转化为具有... 针对滚动轴承在不同工况条件下样本分布不同以及故障样本数量不足导致故障诊断精度低、泛化性能差的问题,提出一种小样本下基于MTF与SSCAM-MSCNN的滚动轴承变工况故障诊断方法。首先,运用马尔科夫转移场(MTF)将一维振动信号转化为具有时间相关性的二维特征图。其次,提出条纹自校正注意力机制(SSCAM),它不仅可以加强模型在长距离方向上的特征提取能力,还能建立通道间依赖关系,可以对全局有效信息进行捕捉。然后,将SSCAM引入到多尺度神经网络(MSCNN)中,构建出SSCAM-MSCNN模型。最后,将MTF二维特征图输入到所提模型中进行训练,采用优化后的网络模型进行测试并输出分类结果。通过美国凯斯西储大学以及本实验室MFS滚动轴承数据集对所提方法进行验证,同时对后者进行加噪处理,与其他故障诊断模型进行对比。试验结果表明,所提方法在小样本、变工况条件下具有更高的识别精度、更强的泛化性能与抗噪性能。 展开更多
关键词 滚动轴承 马尔科夫转移场 卷积神经网络 条纹自校正注意力机制 小样本 故障诊断
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基于MTF-PSO-CNN的电能质量扰动分类方法
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作者 张大弛 杨士伟 +3 位作者 丰顺强 姚狄 辛昊阔 肖白 《湖南电力》 2025年第3期103-111,共9页
针对新型电力系统的电能质量扰动(powerqualitydisturbances,PQDs)复杂化和多样化的趋势,提出一种基于马尔可夫转换场(markovtransitionfield,MTF)、卷积神经网络(convolutionalneuralnetwork,CNN)和粒子群优化(particle swarmoptimizat... 针对新型电力系统的电能质量扰动(powerqualitydisturbances,PQDs)复杂化和多样化的趋势,提出一种基于马尔可夫转换场(markovtransitionfield,MTF)、卷积神经网络(convolutionalneuralnetwork,CNN)和粒子群优化(particle swarmoptimization,PSO)算法的电能质量扰动分类方法。首先,利用MTF将一维时序的电能质量扰动信号转换为二维的模态图像,为后续的数据特征提取创造有利条件。其次,使用CNN构建以图像模态数据为输入的电能质量扰动分类模型,并通过PSO算法对该模型中的参数进行优化,使学习率达到最优,避免出现欠拟合或过拟合现象。最后,利用优化参数后的分类模型得到电能质量扰动分类结果,并使用评价指标对分类模型的性能进行评估。仿真结果表明,所构建的分类模型能够很好地对电能质量扰动信号进行分类,具有更高的分类准确率和抗噪能力。 展开更多
关键词 电能质量扰动(PQDs) 马尔可夫转换场(mtf) 卷积神经网络(CNN) 粒子群优化算法(PSO)
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Preliminary results suggest observations from Macao Science Satellite-1 system can improve knowledge of tidal-induced magnetic fields 被引量:8
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作者 ZhengYong Ren YiPiao Huang +2 位作者 Cong Yang ChaoJian Chen Keke Zhang 《Earth and Planetary Physics》 2025年第3期586-594,共9页
This study presents preliminary results of tidal-induced magnetic field signals extracted from 9 months of data collected by the Macao Science Satellite-1(MSS-1) from November 2023 to July 2024. Tidal signals were iso... This study presents preliminary results of tidal-induced magnetic field signals extracted from 9 months of data collected by the Macao Science Satellite-1(MSS-1) from November 2023 to July 2024. Tidal signals were isolated using sequential modeling techniques by subtracting non-tidal field model predictions from observed magnetic data. The extracted MSS-1 results show strong agreement with those from the Swarm and CryoSat satellites. MSS-1 effectively captures key large-scale tidal-induced magnetic anomalies, mainly due to its unique 41-degree low-inclination orbit, which provides wide coverage of local times. This finding underscores the strong potential of MSS-1 to recover high-resolution global tidal magnetic field models as more MSS-1 data become available. 展开更多
关键词 Macao Science Satellite-1 satellite magnetic data tidal-induced magnetic fields
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基于MTF-CFOA-PVT的隔离开关故障诊断
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作者 申张亮 陈旖旎 +3 位作者 李浩民 刘子豪 马宏忠 葛轩豪 《电气传动》 2025年第10期73-80,共8页
针对隔离开关故障情况复杂、提取信号含有强噪声、特征提取不充分的问题,提出了一种基于马尔科夫变迁场(MTF)、捕鱼优化算法(CFOA)改进金字塔视觉转换器(PVT)的隔离开关故障诊断模型。首先,采用MTF算法将时序的一维振动信号转化为二维图... 针对隔离开关故障情况复杂、提取信号含有强噪声、特征提取不充分的问题,提出了一种基于马尔科夫变迁场(MTF)、捕鱼优化算法(CFOA)改进金字塔视觉转换器(PVT)的隔离开关故障诊断模型。首先,采用MTF算法将时序的一维振动信号转化为二维图像,保留了一维信号中的相关时序特性;其次,将得到的二维图像输入CFOA优化后的金字塔视觉转换器模型中,对图像进行特征提取并分类;最后,将得到的模型应用于隔离开关故障诊断。实验结果表明,在不同的故障情况下,该方法对隔离开关的故障分类精度可达到98.25%,体现了该方法的优越性。 展开更多
关键词 马尔科夫变迁场 金字塔视觉转换器 隔离开关 故障诊断
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Fast and Accurate Prediction of Electromagnetic and Temperature Fields for SPMSM Equipped with Unequally Thick Magnetic Poles 被引量:2
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作者 Feng Liu Xiuhe Wang +1 位作者 Lingling Sun Hongye Wei 《CES Transactions on Electrical Machines and Systems》 2025年第2期199-211,共13页
With the continuous upgrading of traditional manufacturing industries and the rapid rise of emerging technology fields,the performance requirements for the permanent magnet synchronous motors(PMSMs)have become higher ... With the continuous upgrading of traditional manufacturing industries and the rapid rise of emerging technology fields,the performance requirements for the permanent magnet synchronous motors(PMSMs)have become higher and higher.The importance of fast and accurate electromagnetic thermal coupling analysis of such motors becomes more and more prominent.In view of this,the surfacemounted PMSM(SPMSM)equipped with unequally thick magnetic poles is taken as the main object and its electromagnetic thermal coupling analytical model(ETc AM)is investigated.First,the electromagnetic analytical model(EAM)is studied based on the modified subdomain method.It realizes the fast calculation of key electromagnetic characteristics.Subsequently,the 3D thermal analytical model(TAM)is developed by combining the EAM,the lumped parameter thermal network method(LPTNM),and the partial differential equation of heat flux.It realizes the fast calculation of key thermal characteristics in 3D space.Further,the information transfer channel between EAM and TAM is built with reference to the intrinsic connection between electromagnetic field and temperature field.Thereby,the novel ETcAM is proposed to realize the fast and accurate prediction of electromagnetic and temperature fields.Besides,ETcAM has a lot to commend it.One is that it well accounts for the complex structure,saturation,and heat exchange behavior.Second,it saves a lot of computer resources.It offers boundless possibilities for initial design,scheme evaluation,and optimization of motors.Finally,the validity,accuracy,and practicality of this study are verified by simulation and experiment. 展开更多
关键词 Electromagnetic field and temperature field Electromagnetic thermal coupling analytical model(ETcAM) Fast and accurate prediction SPMSM Unequally thick magnetic poles
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Optical signal characteristics analysis of atmospheric disturbance density fields generated by high-speed aircraft 被引量:1
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作者 Yuyao WANG Xiaobing SUN +6 位作者 Yanli Qiao Wenyu CUI Yuan HU Changping YU Xiao LIU Honglian HUANG Rufang TI 《Chinese Journal of Aeronautics》 2025年第5期377-393,共17页
Aircraft disturbs the adjacent atmospheric environment in flight,forming spatial distribution features of atmospheric density that differ from the natural background,which may potentially be utilized as tracer charact... Aircraft disturbs the adjacent atmospheric environment in flight,forming spatial distribution features of atmospheric density that differ from the natural background,which may potentially be utilized as tracer characteristics to introduce new technologies for indirectly sensing the presence of aircraft.In this paper,the concept of a long-range aircraft detection based on the atmospheric disturbance density field is proposed,and the detection mode of tomographic imaging of the scattering light of an atmospheric disturbance flow field is designed.By modeling the spatial distribution of the disturbance density field,the scattered echo signal images of active light towards the disturbance field at long distance are simulated.On this basis,the characteristics of the disturbance optical signal at the optimal detection resolution are analyzed.The results show that the atmospheric disturbance flow field of the supersonic aircraft presents circular in the light-scattering echo images.The disturbance signal can be further highlighted by differential processing of the adjacent scattering images.As the distance behind the aircraft increases,the diffusion range of the disturbance signal increases,and the signal intensity and contrast with the background decrease.Under the ground-based observation conditions of the aircraft at a height of 10000 m,a Mach number of1.6,and a detection distance of 100 km,the contrast between the disturbance signal and the back-ground was 30 d B at a distance of one time from the rear of the fuselage,and the diffusion diameter of the disturbance signal was 50 m.At a distance eight times the length of the aircraft,the contrast decreased to 10 dB,and the diameter increased to 290 m.The contrast was reduced to 3 dB at a distance nine times the length of the aircraft,and the diameter was diffused to 310 m.These results indicate the possibility of long-range aircraft detection based on the characteristics of the atmospheric density field. 展开更多
关键词 AIRCRAFT Atmospheric disturbances Density fields Long-range detection Signal characteristic LIDAR Active detection
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Confined seepage analysis of saturated soils using fuzzy fields
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作者 Nataly A.Manque Kok-Kwang Phoon +2 位作者 Yong Liu Marcos A.Valdebenito Matthias G.R.Faes 《Journal of Rock Mechanics and Geotechnical Engineering》 2025年第3期1302-1320,共19页
Seepage refers to the flow of water through porous materials.This phenomenon has a crucial role in dam,slope,excavation,tunnel,and well design.Performing seepage analysis usually is a challenging task,as one must cope... Seepage refers to the flow of water through porous materials.This phenomenon has a crucial role in dam,slope,excavation,tunnel,and well design.Performing seepage analysis usually is a challenging task,as one must cope with the uncertainty associated with the parameters such as the hydraulic conductivity in the horizontal and vertical directions that drive this phenomenon.However,at the same time,the data on horizontal and vertical hydraulic conductivities are typically scarce in spatial resolution.In this context,so-called non-traditional approaches for uncertainty quantification(such as intervals and fuzzy variables)offer an interesting alternative to classical probabilistic methods,since they have been shown to be quite effective when limited information on the governing parameters of a phenomenon is available.Therefore,the main contribution of this study is the development of a framework for conducting seepage analysis in saturated soils,where uncertainty associated with hydraulic conductivity is characterized using fuzzy fields.This method to characterize uncertainty extends interval fields towards the domain of fuzzy numbers.In fact,it is illustrated that fuzzy fields are an effective tool for capturing uncertainties with a spatial component,since they allow one to account for available physical measurements.A case study in confined saturated soil shows that with the proposed framework,it is possible to quantify the uncertainty associated with seepage flow,exit gradient,and uplift force effectively. 展开更多
关键词 Fuzzy fields Interval fields Seepage analysis Hydraulic conductivity Spatial uncertainty
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Relationship between stress field and apparent velocity and Poisson ratio fields
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作者 Li Shou-Yong Song Xiu-Qing 《Applied Geophysics》 2025年第1期110-118,234,共10页
Earthquakes are caused directly by the motion of the stress field,therefore,observing the stress field is significant.Experiments on the relationships among wave velocity,stress factors,and faults show that the wave v... Earthquakes are caused directly by the motion of the stress field,therefore,observing the stress field is significant.Experiments on the relationships among wave velocity,stress factors,and faults show that the wave velocity of rock media under stable stress fields corresponds one-to-one with stress factors.Therefore,the wave velocity gradient can indicate the direction of stress vector,and the gradient divergence can indicate the strength of the stress field.To verify the results,considering the limitations of wave velocity measurement in solid crustal media,two quantities,namely the apparent wave velocity and Poisson ratios relating to wave velocity,were used to refl ect the stress field state.The seismic data of the Tangshan and Luzhou regions were studied separately.The calculated apparent wave velocity and Poisson ratios were interpolated to achieve regional data gridding.The gradients and the gradient divergences of the apparent wave velocity and Poisson ratio fields in the two regions were analyzed,and it was found that their spatial distribution in the same region was the same.They are believed to refl ect the vertical projection of the stress direction vector and strength on the surface in the stress field,consistent with the experimental results.Whether it can eff ectively refl ect the stress field requires further analysis of the specific situation of the local medium and the movement mode of the stress field. 展开更多
关键词 stress field apparent wave velocity ratio field apparent Poisson’s ratio field divergence of gradients
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A magnetically compatible,arbitrary positioning system for accurate spatial mapping of magnetic fields for shimming studies in MRI
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作者 Yiqing Yin Wenchen Wang +6 位作者 Shihe Zhao Hui Wang Junsheng Cheng Shunzhong Chen Wenhui Yang Feng Liu Yaohui Wang 《Magnetic Resonance Letters》 2025年第3期50-55,共6页
After the fabrication of magnetic resonance superconducting magnets,the magnetic field inhomogeneity needs to be accurately measured for subsequent shimming.However,conventional measurement methods are susceptible to ... After the fabrication of magnetic resonance superconducting magnets,the magnetic field inhomogeneity needs to be accurately measured for subsequent shimming.However,conventional measurement methods are susceptible to magnetic fields,have poor compatibility,and are difficult to adapt to various types of magnets.This paper proposes a new field measuring system based on a three-axis movable platform.The system utilizes non-magnetic materials and an innovative hand-wheel lifting design that can be adapted to various aperture magnets,thus obviating the necessity for electrically driven equipment and addressing safety concerns in strong magnetic fields.In addition,the measurement system offers high accuracy up to 1 mm and a wide measurable range.The fields of 3 T and 7 T magnets were mapped using the designed system with diameter of spherical volume(DSV)of 160 mm and 130 mm,respectively.Experimental results demonstrate that the magnetic field measurement system has strong compatibility and can accurately map the magnetic field at arbitrary positions,which is critical for shimming studies. 展开更多
关键词 Magnetic field homogeneity Magnetic field mapping MRI
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Analysis of the effects of strong stray magnetic fields generated by tokamak device on transformers assembled in electronic power converters
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作者 Xingjian ZHAO Ge GAO +2 位作者 Li JIANG Yong YANG Hong LEI 《Plasma Science and Technology》 2025年第5期81-93,共13页
As the plasma current power in tokamak devices increases,a significant number of stray magnetic fields are generated around the equipment.These stray magnetic fields can disrupt the operation of electronic power devic... As the plasma current power in tokamak devices increases,a significant number of stray magnetic fields are generated around the equipment.These stray magnetic fields can disrupt the operation of electronic power devices,particularly transformers in switched-mode power supplies.Testing flyback converters with transformers under strong background magnetic fields highlights electromagnetic compatibility(EMC)issues for such switched-mode power supplies.This study utilizes finite element analysis software to simulate the electromagnetic environment of switched-mode power supply transformers and investigates the impact of variations in different magnetic field parameters on the performance of switched-mode power supplies under strong stray magnetic fields.The findings indicate that EMC issues are associated with transformer core saturation and can be alleviated through appropriate configurations of the core size,air gap,fillet radius,and installation direction.This study offers novel solutions for addressing EMC issues in high magnetic field environments. 展开更多
关键词 TRANSFORMERS magnetic field interference magnetic components power electronics magnetic field simulation
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Evaluating the impacts of converting grain to vegetable fields on nitrate transport in the deep vadose zone of the North China Plain
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作者 LIU Meiying MIN Leilei +6 位作者 WU Lin ZHANG Yucui QI Yongqing WANG Shiqin LIU Binbin GENG Di SHEN Yanjun 《Journal of Geographical Sciences》 2025年第1期189-205,共17页
Nitrate(NO_(3)^(-))accumulation and transport processes in the thick vadose zone affect the evolution of the groundwater NO_(3)^(-)content in intensive agricultural regions.Agricultural land-use change(ALUC),typically... Nitrate(NO_(3)^(-))accumulation and transport processes in the thick vadose zone affect the evolution of the groundwater NO_(3)^(-)content in intensive agricultural regions.Agricultural land-use change(ALUC),typically accompanied by substantial alterations in nitrogen fertilizer application and irrigation practices,is an important influencing factor.This study evaluated the changes in NO_(3)^(-)accumulation and transport in the deep vadose zone(DVZ,below the root zone),and the groundwater NO_(3)^(-)content associated with ALUC from grain to vegetable fields in the North China Plain(NCP).The ALUC from grain to vegetable resulted in nitrate–nitrogen(NO_(3)^(-)-N)accumulation in DVZ increased by 235.5 kg ha^(-1)m^(-1)(163.2%)in the piedmont plain and 224.9 kg ha^(-1)m^(-1)(102.7%)in the central plain,respectively.This change accelerated downward transport velocity in the DVZ(from 0.81±0.47 to 0.89±0.55 m yr^(-1)in the piedmont plain,and from 0.24±0.12 to 0.92±0.12 m yr^(-1)in the central plain)and increased NO_(3)^(-)leaching fluxes.High transport velocity and leaching fluxes resulted in chemical N-fertilizer entering the aquifer in several areas in the piedmont plain.The impact of the agricultural activity intensity changes,accompanied by the ALUC,on groundwater quantity and quality should be considered in similar regions. 展开更多
关键词 grain field vegetable field NITRATE GROUNDWATER deep vadose zone(DVZ)
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Physics-informed neural network for simulation of electromagnetic and temperature fields in electroslag remelting process
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作者 Xiao-qing Jiang Wen-yue Hu +2 位作者 Xiao-na Liu Hong-ru Li Fu-bin Liu 《Journal of Iron and Steel Research International》 2025年第11期3826-3837,共12页
In the electroslag remelting(ESR)process,it mainly relies on thermal experiments or analysis via mechanistic models to realize the physical fields simulation of the electromagnetic field and temperature field coupled ... In the electroslag remelting(ESR)process,it mainly relies on thermal experiments or analysis via mechanistic models to realize the physical fields simulation of the electromagnetic field and temperature field coupled transfer,which has the limitations of high cost,a large amount of calculating data and high computing power requirements.A novel network based on physics-informed neural network(PINN)was designed to realize the fast and high-fidelity prediction of the distribution of electromagnetic field and temperature field in ESR process.The physical laws were combined with the deep learning network through PINN,and physical constraints were embedded to achieve effective solution of partial differential equations(PDEs).PINN was used to minimize the loss function consisting of data error,physical information error and boundary condition error.The physical laws and boundary condition constraints in the ESR process were considered to maintain high PDE solution accuracy under different spatial and temporal resolutions.Automatic differentiation(Autodiff)technique and gradient descent algorithm were used to optimize the network parameters.The experimental results show that compared with the mechanistic models,PINN can effectively replace thermal experiments to realize the physical field simulation of ESR process with only a few experimental data,which can avoid the disadvantages of pure data-driven network simulation that requires a large amount of training data.Moreover,the solution of PINN has good physical interpretability and reliability of simulation results.For simulating electromagnetic field and temperature field distribution,the training time of the network is only 140 and 203 s,and the regression indicators of root mean square error can reach 12.65 and 13.76,respectively. 展开更多
关键词 Physics-informed neural network Electroslag remelting process Electromagnetic field Temperature field SIMULATION
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Local Electric Fields Coupled with Cl^(−)Fixation Strategy for Improving Seawater Oxygen Reduction Reaction Performance
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作者 Yu-Rong Liu Miao Zhang +8 位作者 Yan-Hui Yu Ya-Lin Liu Jing Li Xiao-Dong Shi Zhen-Ye Kang Dao-Xiong Wu Peng Rao Ying Liang Xin-Long Tian 《电化学(中英文)》 北大核心 2025年第9期46-55,共10页
Development of robust electrocatalyst for oxygen reduction reaction(ORR)in a seawater electrolyte is the key to realize seawater electrolyte-based zinc-air batteries(SZABs).Herein,constructing a local electric field c... Development of robust electrocatalyst for oxygen reduction reaction(ORR)in a seawater electrolyte is the key to realize seawater electrolyte-based zinc-air batteries(SZABs).Herein,constructing a local electric field coupled with chloride ions(Cl-)fixation strategy in dual single-atom catalysts(DSACs)was proposed,and the resultant catalyst delivered considerable ORR performance in a seawater electrolyte,with a high half-wave potential(E_(1/2))of 0.868 V and a good maximum power density(Pmax)of 182 mW·cm^(−2)in the assembled SZABs,much higher than those of the Pt/C catalyst(E_(1/2):0.846 V;Pmax:150 mW·cm^(−2)).The in-situ characterization and theoretical calculations revealed that the Fe sites have a higher Cl^(−)adsorption affinity than the Co sites,and preferentially adsorbs Cl^(−)in a seawater electrolyte during the ORR process,and thus constructs a low-concentration Cl^(−)local microenvironment through the common-ion exclusion effect,which prevents Cl^(−)adsorption and corrosion in the Co active centers,achieving impressive catalytic stability.In addition,the directional charge movement between Fe and Co atomic pairs establishes a local electric field,optimizing the adsorption energy of Co sites for oxygen-containing intermediates,and further improving the ORR activity. 展开更多
关键词 Seawater zinc-air battery Oxygen reduction reaction Local electric field Chloride ion fixation strategy Sin-gle-atom catalyst
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Light-induced nuclear spin hyperpolarization at high magnetic fields
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作者 Yi Ji Guangjin Hou 《Magnetic Resonance Letters》 2025年第1期79-80,共2页
A recent study demonstrated that solid-state photochemically induced dynamic nuclear polarization(photo-CIDNP)can achieve significant 1H NMR hyperpolarization at high magnetic fields(9.4 T and 21.1 T).This was accompl... A recent study demonstrated that solid-state photochemically induced dynamic nuclear polarization(photo-CIDNP)can achieve significant 1H NMR hyperpolarization at high magnetic fields(9.4 T and 21.1 T).This was accomplished using a specially designed donor-chromophore-acceptor(D-C-A)molecule,which exhibits an excited state electron-electron interaction that is finely tuned to match the proton Larmor frequency under high-field conditions[1]. 展开更多
关键词 MAGNETIC fields DONOR
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基于MTF-IBKA-ResNet-MSA模型的故障电弧检测方法研究
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作者 王一茗 席英哲 《电工技术》 2025年第20期114-118,共5页
在电气安全领域,串联故障电弧是引发火灾的关键因素。为强化电力线路故障监测和预警,搭建了三相异步电动机负载串联故障电弧仿真实验平台,并提出MTF-IBKA-ResNet-MSA识别模型。该模型通过马尔可夫变迁场(Markov Transition Field,MTF)... 在电气安全领域,串联故障电弧是引发火灾的关键因素。为强化电力线路故障监测和预警,搭建了三相异步电动机负载串联故障电弧仿真实验平台,并提出MTF-IBKA-ResNet-MSA识别模型。该模型通过马尔可夫变迁场(Markov Transition Field,MTF)将一维电流信号转化为二维图像,再利用残差神经网络(Residual Network,ResNet)提取关键特征。为确定ResNet中的超参数,引入改进黑翅鸢算法(Improved Black Kite Algorithm,IBKA)进行寻优。最后,融合多头注意力机制(Multi-Headed Self-Attention,MSA)强化特征,提升识别精度。对比其他模型,验证了所提方法的优越性能。 展开更多
关键词 串联故障电弧 马尔可夫变迁场 改进黑翅鸢算法 残差神经网络 多头注意力机制
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Turbulent evolution of liquid metal in an insulated duct under a non-uniform magnetic fields
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作者 Qi-Xian Hu Long Chen Ming-Jiu Ni 《Acta Mechanica Sinica》 2025年第7期52-68,共17页
Direct numerical simulations have been conducted to investigate the evolution process of liquid metal laminar to turbulent flow in a rectangular duct under the influence of a non-uniform magnetic field.The Reynolds nu... Direct numerical simulations have been conducted to investigate the evolution process of liquid metal laminar to turbulent flow in a rectangular duct under the influence of a non-uniform magnetic field.The Reynolds number is Re=6299,and the inlet Hartmann number is Ha=2900,with the magnetic field strength decreasing along the flow direction.The results indicate that the dynamic reversal of the three-dimensional(3D)Lorentz force direction near the inflection point of the magnetic field dominates the flow reconstruction,driving the wall jet acceleration and forming an M-type velocity distribution.Moreover,the high-speed shear layer of the jet triggers Kelvin-Helmholtz instability,resulting in the generation of secondary vortex structures near the parallel layer in the non-uniform magnetic field region.In the cross-section perpendicular to the flow direction,the secondary flow gradually evolves into a four-vortex structure,while the velocity fluctuations and turbulent kinetic energy reach the peak.Based on the characteristics of the vortex rotation direction near the shear layer,the intrinsic mechanism behind the unique bimodal distribution of the root-mean-square of velocity fluctuations in the parallel layers is revealed.Furthermore,by comparing the evolution of turbulence under different magnetic field gradients,it is revealed that the distributions of shear stress,Reynolds stress,and turbulent kinetic energy exhibit significant parameter dependence.The strong 3D magnetohydrodynamic effects at the magnetic field gradientγ=0.6 have an immediate impact on the pressure distribution.The transverse Lorentz force LFz further promotes the fluid to accumulate at the wall,leading to a significant increase in the pressure drop and transverse pressure difference in the flow. 展开更多
关键词 MHD TURBULENCE Non-uniform magnetic field
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Mars Express observations of the stretch effect of mini-magnetospheres formed by crustal fields on the Martian bow shock location
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作者 LiHui Chai MengDan Guo 《Earth and Planetary Physics》 2025年第6期1171-1176,共6页
The strong crustal magnetic fields significantly alter the structure of the Martian space environment,including all plasma boundaries.The stretches of mini-magnetospheres formed by crustal fields from the location of ... The strong crustal magnetic fields significantly alter the structure of the Martian space environment,including all plasma boundaries.The stretches of mini-magnetospheres formed by crustal fields from the location of the Martian bow shocks were first found from the Mars Atmosphere and Volatile EvolutioN(MAVEN)observations.The present study aims to test whether this effect is also present in the shocks observed by Mars Express(MEX).We find that the bow shocks above the crustal field regions are enlarged,resulting in a north−south asymmetry and a longitude dependence in the shock size.The longitude dependence is more pronounced for near-subsolar shocks,and more dispersed for near-terminator shocks.The enlarged shocks are also observed to have shifted tailward from the longitudes of the strongest crustal fields.Due to a dawnside bias in MEX shock crossings,the enlarged shocks generally display a westward shift from the strongest crustal field region.These results confirm that stretches of the mini-magnetosphere are also present in the MEX shock observations. 展开更多
关键词 MARS bow shock crustal fields
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