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Spatial correlation singularities and orbital angular momentum spectra of partially coherent beams with noncanonical vortex pairs
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作者 MEI Chao CHENG Ke +2 位作者 YI Xiao-wen FU Cai-ying ZENG Ti-xian 《中国光学(中英文)》 北大核心 2025年第5期1243-1254,共12页
By introducing noncanonical vortex pairs to partially coherent beams, spatial correlation singularity (SCS) and orbital angular momenta (OAM) of the resulting beams are studied using the Fraunhofer diffraction integra... By introducing noncanonical vortex pairs to partially coherent beams, spatial correlation singularity (SCS) and orbital angular momenta (OAM) of the resulting beams are studied using the Fraunhofer diffraction integral. The effect of noncanonical strength, off-axis distance and vortex sign on spatial correlation singularities in far field is stressed. Furthermore, far-field OAM spectra and densities are also investigated, and the OAM detection and crosstalk probabilities are discussed. The results show that the number of dislocations of SCS always equals the sum of absolute values of topological charges for canonical or noncanonical vortex pairs. Although the sum of the product of each OAM mode and its power weight equals the algebraic sum of topological charges for canonical vortex pairs, the relationship no longer holds in the noncanonical case except for opposite-charge vortex pairs. The changes of off-axis distance, noncanonical strength or coherence length can lead to a more dominant power in adjacent mode than that in center detection mode, which also indicates that crosstalk probabilities of adjacent modes exceed the center detection probability. This work may provide potential applications in OAM-based optical communication, imaging, sensing and computing. 展开更多
关键词 spatial correlation singularity orbital angular momentum noncanonical vortex partially coherent beam
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Mechanical properties and microstructure of as-cast AA 7050 processed by equal channel angular pressing combined with inter-pass aging treatment
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作者 LI Jian HE Tao +2 位作者 DU Xiang-yang JIA Dong-sheng VERESCHAKA Alexy 《Journal of Central South University》 2025年第5期1678-1696,共19页
In this study,the interaction between deformation and precipitates during multiple equal channel angular pressing(ECAP)deformations and inter-pass aging combination and its effect on the mechanical properties of 7050 ... In this study,the interaction between deformation and precipitates during multiple equal channel angular pressing(ECAP)deformations and inter-pass aging combination and its effect on the mechanical properties of 7050 aluminum alloy are studied.The result show that ECAP induces numerous substructures and dislocations,effectively promoting the precipitation of theηʹphase exhibiting a bimodal structure during inter-pass aging.Following inter-pass aging and subsequent ECAP,the decrease in grain size(4.8μm)is together with the increase in dislocation density(1.24×10^(15) m^(−2))due to the pinning effect of the precipitated phase.Simultaneously,the dislocation motion causes the second phase particles to become even finer and more diffuse.The synergistic effects of precipitation strengthening,fine grain strengthening,and dislocation strengthening collectively enhance the high strength of aluminum alloys,with ultimate tensile strength and yield strength reaching approximately 610 and 565 MPa,respectively.Meanwhile,ductility remains largely unchanged,primarily due to coordinated grain boundary sliding and the uniform and fine dispersion of second phase particles. 展开更多
关键词 equal channel angular pressing 7050 aluminum alloys inter-pass aging mechanical properties PRECIPITATES dislocation
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Comparison between two concepts of angular glint:general considerations 被引量:3
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作者 Wang Chao Yin Hongcheng Huang Peikang 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2008年第4期635-642,共8页
Angular glint can be interpreted as a distortion of the radar echo signal phase front, or alternatively, a tilt of the direction of energy flow from the radial direction. As the complementarities and support of argume... Angular glint can be interpreted as a distortion of the radar echo signal phase front, or alternatively, a tilt of the direction of energy flow from the radial direction. As the complementarities and support of argumentation in our previous work, a general discussion about two concepts of angular glint is made based on electromagnetic theory to demonstrate that these two concepts are equivalent when geometrical optics approximation is used and' the receiving antenna is linearly polarized. 展开更多
关键词 angular glint radar target electromagnetic scattering POLARIZATION
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Mechanical responses, texture and microstructural evolution of high purity aluminum deformed by equal channel angular pressing 被引量:4
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作者 汪冰峰 孙杰英 +2 位作者 邹金佃 VINCENT Sherman 李娟 《Journal of Central South University》 SCIE EI CAS CSCD 2015年第10期3698-3704,共7页
Ultrafine-grained(UFG) high purity aluminum exhibits a variety of attractive mechanical properties and special deformation behavior. Equal channel angular pressing(ECAP) process can be used to easily and effectively r... Ultrafine-grained(UFG) high purity aluminum exhibits a variety of attractive mechanical properties and special deformation behavior. Equal channel angular pressing(ECAP) process can be used to easily and effectively refine metals. The microstructure and microtexture evolutions and grain boundary characteristics of the high purity aluminum(99.998%) processed by ECAP at room temperature are investigated by means of TEM and EBSD. The results indicate that the shear deformation resistance increases with repeated EACP passes, and equiaxed grains with an average size of 0.9 μm in diameter are formed after five passes. Although the orientations distribution of grains tends to evolve toward random orientations, and microtextures(80°, 35°, 0°),(40°, 75°, 45°) and(0°, 85°, 45°) peak in the sample after five passes. The grain boundaries in UFG aluminum are high-angle geometrically necessary boundaries. It is suggested that the continuous dynamic recrystallization is responsible for the formation of ultrafine grains in high purity aluminum. Microstructure evolution in the high purity aluminum during ECAP is proposed. 展开更多
关键词 equal channel angular processing(ECAP) aluminum grain refinement microstructure mechanical property
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Calculation of angular glint in near field utilizing graphical electromagnetic computing 被引量:2
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作者 Guangfu Zhang Chao Wang +2 位作者 Liguo Liu Yunqi Fu Naichang Yuan 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2013年第6期906-911,共6页
The angular glint in the near field plays an important role on radar tracking errors. To predict it more efficiently for electrically large targets, a new method based on graphical electromagnetic computing (GRECO) ... The angular glint in the near field plays an important role on radar tracking errors. To predict it more efficiently for electrically large targets, a new method based on graphical electromagnetic computing (GRECO) is proposed. With the benefit of the graphic card, the GRECO prediction method is faster and more accurate than other methods. The proposed method at the first time considers the special case that the targets cannot be completely covered by radar beams, which makes the prediction of radar tracking errors more self-contained in practical circumstances. On the other hand, the process of the scattering center extraction is omitted, resulting in possible angular glint prediction in real time. Comparisons between the simulation results and the theoretical ones validate its correctness and value to academic research and engineering applications. 展开更多
关键词 angular glint near field tracking error graphical electromagnetic computing (GRECO)
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Air flow patterns and noise analysis inside high speed angular contact ball bearings 被引量:3
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作者 翟强 闫柯 +2 位作者 张优云 朱永生 王亚泰 《Journal of Central South University》 SCIE EI CAS CSCD 2015年第9期3358-3366,共9页
The vortex formed around the rolling ball and the high pressure region formed around the ball-raceway contact zone are the principle factors that barricades the lubricant entering the bearing cavity, and further cause... The vortex formed around the rolling ball and the high pressure region formed around the ball-raceway contact zone are the principle factors that barricades the lubricant entering the bearing cavity, and further causes improper lubrication. The investigation of the air phase flow inside the bearing cavity is essential for the optimization of the oil-air two-phase lubrication method. With the revolutionary reference frame describing the bearing motion, a highly precise air phase flow model inside the angular contact ball bearing cavity was build up. Comprehensive factors such as bearing revolution, ball rotation, and cage structure were considered to investigate the influences on the air phase flow and heat transfer efficiency. The aerodynamic noise was also analyzed. The result shows that the ball spinning leads to the pressure rise and uneven pressure distribution. The air phase velocity, pressure and cage heat transfer efficiency increase as the revolving speed increases. The operating noise is largely due to the impact of the high speed external flow on the bearing. When the center of the oil-air outlet fixes near the inner ring, the aerodynamic noise is reduced. The position near the inner ring on the bigger axial side is the ideal position to fix the lubricating device for the angular contact ball bearing. 展开更多
关键词 high speed angular contact ball bearing air phase flow heat transfer efficiency cage structure
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Ultrahigh strength and improved electrical conductivity in an aging strengthened copper alloy processed by combination of equal channel angular pressing and thermomechanical treatment 被引量:2
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作者 WANG Xu LI Zhou +1 位作者 MENG Xiang-peng XIAO Zhu 《Journal of Central South University》 SCIE EI CAS CSCD 2024年第6期1823-1837,共15页
In this paper,equal channel angular pressing and thermomechanical treatment was employed to improve the strength and electrical conductivity of an aging strengthened Cu-Ti-Cr-Mg alloy,and the microstructure and proper... In this paper,equal channel angular pressing and thermomechanical treatment was employed to improve the strength and electrical conductivity of an aging strengthened Cu-Ti-Cr-Mg alloy,and the microstructure and properties of the alloy were investigated in detail.The results showed that the samples deformed by the combination of cryogenic equal channel angular pressing(ECAP)and rolling had good comprehensive properties after aging at 400℃.The tensile strength of the peak-aged and over-aged samples was 1120 MPa and 940 MPa,with their corresponding electrical conductivity of 14.7%IACS and 22.1%IACS,respectively.ECAP and cryogenic rolling introduced high density dislocations,leading to the inhibition of the softening effects and refinement of the grains.After a long time aging at 400℃,the alloy exhibited ultra-high strength with obvious increasing electrical conductivity.The high strength was attributed to the synergistic effect of work hardening,grain refinement strengthening and precipitation strengthening.The precipitation of a large amount of Ti atoms from the matrix led to the high electrical conductivity of the over-aged sample. 展开更多
关键词 Cu-Ti alloy equal channel angular pressing ROLLING aging treatment high strength
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Angular extent effect of micromotion target in SAR image by polar format algorithm 被引量:1
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作者 Bin Deng Yuliang Qin +1 位作者 Hongqiang Wang Yanpeng Li 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2014年第3期428-433,共6页
Target micromotion not only plays an important role in target recognition but also leads to esoteric characteristics in synthetic aperture radar (SAR) imaging. This paper finds out an interesting phenomenon, i.e. th... Target micromotion not only plays an important role in target recognition but also leads to esoteric characteristics in synthetic aperture radar (SAR) imaging. This paper finds out an interesting phenomenon, i.e. the angular extent effect, in micro-motion target images formulated by the polar format algorithm. A micromotion target takes on multiple pairs of paired echoes (PEs) around the true point, and each PE extends for an angle which is exactly equal to the angular extent of the synthetic aperture, regardless of the micromotion frequency. The effect is derived and interpreted by using the characteristics of Bessel functions. Then it is demonstrated by simulation experiments of a target with different micromotion frequencies. The revelation and interpretation of the effect is highly beneficial to micromotion-target SAR image understanding as wel as target recognition. 展开更多
关键词 synthetic aperture radar (SAR) MICROMOTION MICRO-DOPPLER polar format algorithm (PFA) angular extent effect.
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Introducing atmospheric angular momentum into prediction of length of day change by generalized regression neural network model 被引量:9
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作者 王琪洁 杜亚男 刘建 《Journal of Central South University》 SCIE EI CAS 2014年第4期1396-1401,共6页
The general regression neural network(GRNN) model was proposed to model and predict the length of day(LOD) change, which has very complicated time-varying characteristics. Meanwhile, considering that the axial atmosph... The general regression neural network(GRNN) model was proposed to model and predict the length of day(LOD) change, which has very complicated time-varying characteristics. Meanwhile, considering that the axial atmospheric angular momentum(AAM) function is tightly correlated with the LOD changes, it was introduced into the GRNN prediction model to further improve the accuracy of prediction. Experiments with the observational data of LOD changes show that the prediction accuracy of the GRNN model is 6.1% higher than that of BP network, and after introducing AAM function, the improvement of prediction accuracy further increases to 14.7%. The results show that the GRNN with AAM function is an effective prediction method for LOD changes. 展开更多
关键词 general regression neural network(GRNN) length of day atmospheric angular momentum(AAM) function prediction
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Distributed Multicircular Circumnavigation Control for UAVs with Desired Angular Spacing 被引量:1
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作者 Shixiong Li Xingling Shao +1 位作者 Wendong Zhang Qingzhen Zhang 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2024年第1期429-446,共18页
This paper addresses a multicircular circumnavigation control for UAVs with desired angular spacing around a nonstationary target.By defining a coordinated error relative to neighboring angular spacing,under the premi... This paper addresses a multicircular circumnavigation control for UAVs with desired angular spacing around a nonstationary target.By defining a coordinated error relative to neighboring angular spacing,under the premise that target information is perfectly accessible by all nodes,a centralized circular enclosing control strategy is derived for multiple UAVs connected by an undirected graph to allow for formation behaviors concerning the moving target.Besides,to avoid the requirement of target’s states being accessible for each UAV,fixed-time distributed observers are introduced to acquire the state estimates in a fixed-time sense,and the upper boundary of settling time can be determined offline irrespective of initial properties,greatly releasing the burdensome communication traffic.Then,with the aid of fixed-time distributed observers,a distributed circular circumnavigation controller is derived to force all UAVs to collaboratively evolve along the preset circles while keeping a desired angular spacing.It is inferred from Lyapunov stability that all errors are demonstrated to be convergent.Simulations are offered to verify the utility of proposed protocol. 展开更多
关键词 angular spacing Distributed observer Multicircular circumnavigation Moving target UAVS
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A new method of characterizing equivalent strain for equal channel angular processing 被引量:1
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作者 赵军 王振华 +3 位作者 孙淑华 赵德利 任利国 傅万堂 《Journal of Central South University》 SCIE EI CAS 2009年第3期349-353,共5页
In order to establish the quantitative relationship between equivalent strain and the performance index of the deformed material within the range of certain passes for equal channel angular processing (ECAP), a new ... In order to establish the quantitative relationship between equivalent strain and the performance index of the deformed material within the range of certain passes for equal channel angular processing (ECAP), a new approach to characterize the equivalent strain was proposed. The results show that there exists better accordance between mechanical property (such as hardness or strength) and equivalent strain after rolling and ECAP in a certain range of deformation amount, and Gauss equation can be satisfied among the equivalent strain and the mechanical properties for ECAP. Through regression analysis on the data of hardness and strength after the deformation, a more generalized expression of equivalent strain for ECAP is proposed as:ε=k0exp[-(k1M-k2)^2], where M is the strength or hardness of the material, k1 is the modified coefficient (k1∈ (0, 1)), ko and k2 are two parameters dependent on the critical strain and mechanical property that reaches saturation state for the material, respectively. In this expression the equivalent strain for ECAP is characterized novelly through the mechanical parameter relating to material property rather than the classical geometry equation. 展开更多
关键词 equal channel angular processing (ECAP) equivalent strain mechanical property characterizing method
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Roll angular rate extraction based on modified spline-kernelled chirplet transform 被引量:1
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作者 Hui Zhao Zhong Su +2 位作者 Qing Li Fu-chao Liu Ning Liu 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2022年第5期876-890,共15页
The roll angular rate is much crucial for the guidance and control of the projectile.Yet the high-speed rotation of the projectile brings severe challenges to the direct measurement of the roll angular rate.Neverthele... The roll angular rate is much crucial for the guidance and control of the projectile.Yet the high-speed rotation of the projectile brings severe challenges to the direct measurement of the roll angular rate.Nevertheless,the radial magnetometer signal is modulated by the high-speed rotation,thus the roll angular rate can be achieved by extracting the instantaneous frequency of the radial magnetometer signal.The objective of this study is to find out a precise instantaneous frequency extraction method to obtain an accurate roll angular rate.To reach this goal,a modified spline-kernelled chirplet transform(MSCT)algorithm is proposed in this paper.Due to the nonlinear frequency modulation characteristics of the radial magnetometer signal,the existing time-frequency analysis methods in literature cannot obtain an excellent energy concentration in the time-frequency plane,thereby leading to a terrible instantaneous frequency extraction accuracy.However,the MSCT can overcome the problem of bad energy concentration by replacing the short-time Fourier transform operator with the Chirp Z-transform operator based on the original spline-kernelled chirplet transform.The introduction of Chirp Z-transform can improve the construction accuracy of the transform kernel.Since the construction accuracy of the transform kernel determines the concentration of time-frequency distribution,the MSCT can obtain a more precise instantaneous frequency.The performance of the MSCT was evaluated by a series of numerical simulations,high-speed turntable experiments,and real flight tests.The evaluation results show that the MSCT has an excellent ability to process the nonlinear frequency modulation signal,and can accurately extract the roll angular rate for the high spinning projectiles. 展开更多
关键词 High spinning projectile Roll angular rate Time-frequency analysis Spline-kernelled chirplet transform Chirp Z-transform
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Lubrication performance of rapeseed oil-based nano-lubricants in parallel tubular channel angular pressing process 被引量:1
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作者 Mehdi KASAEIAN-NAEINI Ramin HASHEMI Ali HOSSEINI 《Journal of Central South University》 SCIE EI CAS CSCD 2019年第5期1042-1049,共8页
Due to the biological risks of using the conventional lubricants,the vegetable oils have been considered nowadays.Besides,to improve the tribological properties of the vegetable oils in various applications like metal... Due to the biological risks of using the conventional lubricants,the vegetable oils have been considered nowadays.Besides,to improve the tribological properties of the vegetable oils in various applications like metal forming processes,nanoparticles have been used as additives.This research evaluated the lubrication performance of the Al2O3 and TiO2 nanoparticles dispersed in rapeseed oil during the parallel tubular channel angular pressing (PTCAP) process.The experimental PTCAP tests have been fulfilled under three lubrication conditions and the comparison between the PTCAP processed tubes has been performed in terms of the maximum forming force,surface roughness,and microhardness.The experimental results indicate that adding the mentioned nanoparticles has caused at least a 50% reduction in the maximum deformation load.Moreover,a remarkable decrement in the surface roughness of the formed tubes has been obtained. 展开更多
关键词 parallel tubular channel angular pressing nano lubricant nano-particle additives vegetable oil aluminum alloy
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Dynamic Analysis of Flexible Cage of High-speed Angular Contact Ball Bearing 被引量:1
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作者 邓四二 谢鹏飞 +1 位作者 杨海生 高银涛 《Defence Technology(防务技术)》 CAS 2012年第2期98-103,共6页
A dynamics formula was established for the flexible cage of high-speed angular contact ball bearing. A modified Craig-Bampton component mode synthetic method was used to establish the formula with regard to the flexib... A dynamics formula was established for the flexible cage of high-speed angular contact ball bearing. A modified Craig-Bampton component mode synthetic method was used to establish the formula with regard to the flexibility of cage and based on a dynamic analysis of angular contact ball bearing,and a rigid-flexible multi-body dynamic analysis program was developed using ADAMS,which is verified by a computation example of Gupta. The results show that it's not likely to keep the rotation smoothness of cage when the ratio of pocket clearance to guiding clearance and the ratio of radial load to axial load become too large or too small. By comparison,the flexible cage runs more smoothly than the rigid cage. 展开更多
关键词 MECHANICS angular contact ball bearing CAGE Craig-Bampton method flexible body dynamics ADAMS
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Radiation pattern analyses of circular aperture antenna to generate radio orbital angular momentum
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作者 LIN Cheng-long LIN Ming-tuan +1 位作者 LIU Pei-guo TANG Xing 《Journal of Central South University》 SCIE EI CAS CSCD 2018年第6期1513-1523,共11页
Circular aperture antenna recently has been regarded as a nature source to generate high power radio orbital angular momentum (OAM) in millimeter (mm) wave; however, the radiation pattern was not investigated. Theoret... Circular aperture antenna recently has been regarded as a nature source to generate high power radio orbital angular momentum (OAM) in millimeter (mm) wave; however, the radiation pattern was not investigated. Theoretical derivation of radiation pattern of circular aperture OAM antenna is conducted to evaluate the performance. Extensive simulations verify the validity of the theoretical result. Furthermore, performance of such antenna excited by orthogonal TE and TM modes is compared, which shows the potential application for TEgl mode to create pure OAM g-1 mode in a practical system, providing guidance for generation of twisted radio waves in mm-wave bands. 展开更多
关键词 orbital angular momentum(OAM) twisted radio wave MILLIMETER-WAVE circular aperture antenna radiation pattern TE mode TM mode
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An angular blinking jamming method based on electronically controlled corner reflectors
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作者 GAN Lin WU Zehao +1 位作者 WANG Xuesong LI Jianbing 《Journal of Systems Engineering and Electronics》 SCIE CSCD 2024年第2期330-338,共9页
Passive jamming is believed to have very good potential in countermeasure community.In this paper,a passive angular blinking jamming method based on electronically controlled corner reflectors is proposed.The amplitud... Passive jamming is believed to have very good potential in countermeasure community.In this paper,a passive angular blinking jamming method based on electronically controlled corner reflectors is proposed.The amplitude of the incident wave can be modulated by switching the corner reflector between the penetration state and the reflection state,and the ensemble of multiple corner reflectors with towing rope can result in complex angle decoying effects.Dependency of the decoying effect on corner reflectors’radar cross section and positions are analyzed and simulated.Results show that the angle measured by a monopulse radar can be significantly interfered by this method while the automatic tracking is employed. 展开更多
关键词 monopulse radar angular blinking jamming corner reflector amplitude-comparison angle measurement metasurface
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Single-layer angularly-stable bandpass frequency-selective surface with interdigital resonator
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作者 MA Xin LIU Yunzhe +1 位作者 WAN Guobin PAN Aigang 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2021年第3期559-565,共7页
A miniaturized periodic element for constructing bandpass frequency selective surface(FSS)independent of incident angles and polarizations is presented.An interdigital resonator(IR)with one extending finger to connect... A miniaturized periodic element for constructing bandpass frequency selective surface(FSS)independent of incident angles and polarizations is presented.An interdigital resonator(IR)with one extending finger to connect the two separate parts of the interdigital capacitor is explored to achieve parallel resonance.The equivalent circuit model(ECM)and electric field distributions are introduced to explain frequency performance of FSS.The whole structure has only one layer and possesses a low profile(a thickness of 0.0015λ,where λ represents the resonant wavelength in free space)as well as a small size(0.03λ×0.03λ).This FSS performs as a spatial bandpass filter which exhibits a great angular stability with incident angles ranging from 0° to 80° for both transverse electric(TE)and transverse magnetic(TM)polarizations.As an example,a prototype of one proposed FSS is fabricated and tested.The measured results show a good angular stability. 展开更多
关键词 frequency selective surface(FSS) angular stability bandpass filter
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Biased retro-proportional navigation law for interception of high-speed targets with angular constraint 被引量:8
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作者 Liang YAN Ji-guang ZHAO +1 位作者 Huai-rong SHEN Yuan LI 《Defence Technology(防务技术)》 SCIE EI CAS 2014年第1期60-65,共6页
A new guidance law, called biased retro proportional navigation(BRPN), is proposed. The guidance law is designed to intercept high-speed targets with angular constraint, which can be used for ballistic target intercep... A new guidance law, called biased retro proportional navigation(BRPN), is proposed. The guidance law is designed to intercept high-speed targets with angular constraint, which can be used for ballistic target interception. BRPN guidance law is defined, and the exact time-varying bias for a required impact angle is derived. Furthermore, the simulation results(trajectory, variation of navigation ratio, capture region, etc) are compared with those of biased proportional navigation(BPN), proportional navigation and retro-proportional navigation. The results show that,at the cost of a higher intercept time, BRPN demands lower terminal lateral acceleration and has larger capture region compared to BPN. 展开更多
关键词 比例导引法 角度约束 拦截 横向加速度 制导律 仿真结果 时间成本 冲击角
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基于ASP-SERes2Net的说话人识别算法 被引量:1
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作者 令晓明 陈鸿雁 +1 位作者 张小玉 张真 《北京工业大学学报》 CAS 北大核心 2025年第1期42-50,共9页
为提升说话人识别的特征提取能力,解决在噪声环境下识别率低的问题,提出一种基于残差网络的说话人识别算法——ASP-SERes2Net。首先,采用梅尔语谱图作为神经网络的输入;其次,改进Res2Net网络的残差块,并且在每个残差块后引入压缩激活(sq... 为提升说话人识别的特征提取能力,解决在噪声环境下识别率低的问题,提出一种基于残差网络的说话人识别算法——ASP-SERes2Net。首先,采用梅尔语谱图作为神经网络的输入;其次,改进Res2Net网络的残差块,并且在每个残差块后引入压缩激活(squeeze-and-excitation,SE)注意力模块;然后,用注意力统计池化(attention statistics pooling,ASP)代替原来的平均池化;最后,采用附加角裕度的Softmax(additive angular margin Softmax,AAM-Softmax)对说话人身份进行分类。通过实验,将ASP-SERes2Net算法与时延神经网络(time delay neural network,TDNN)、ResNet34和Res2Net进行对比,ASP-SERes2Net算法的最小检测代价函数(minimum detection cost function,MinDCF)值为0.0401,等误率(equal error rate,EER)为0.52%,明显优于其他3个模型。结果表明,ASP-SERes2Net算法性能更优,适合应用于噪声环境下的说话人识别。 展开更多
关键词 说话人识别 梅尔语谱图 Res2Net 压缩激活(squeeze-and-excitation SE)注意力模块 注意力统计池化(attention statistics pooling ASP) 附加角裕度的Softmax(additive angular margin Softmax AAM-Softmax)
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基于BNN-RA模型的风电机组轴承故障诊断研究 被引量:2
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作者 余萍 宋紫琼 +1 位作者 曹洁 陈息良 《太阳能学报》 北大核心 2025年第3期643-651,共9页
针对风电机组轴承故障诊断中特征提取困难,模型迭代速度慢,精度低的问题,该文提出一种基于改进二值化神经网络(BNN)的风电机组轴承故障诊断方法。首先采用格拉姆角场(GAF)将轴承振动信号转换为二维图像,以提高特征提取精度,然后结合深... 针对风电机组轴承故障诊断中特征提取困难,模型迭代速度慢,精度低的问题,该文提出一种基于改进二值化神经网络(BNN)的风电机组轴承故障诊断方法。首先采用格拉姆角场(GAF)将轴承振动信号转换为二维图像,以提高特征提取精度,然后结合深度残差网络和注意力机制构建BNN-RA(BNN+Residual Network+Spatial attention network structure)故障诊断模型,实现轴承的高效故障诊断,最终通过美国凯斯西储大学(CWRU)与江南大学(JNU)公开的轴承数据集进行方法有效性验证。结果表明,该方法可有效提高网络迭代速度和诊断精度,模型在CWRU轴承数据集单一工况下迭代11次可达到收敛,故障诊断准确率达到99.20%,在两数据集的不同工况下平均准确率可达98.46%与97.6%。 展开更多
关键词 风电机组 故障诊断 轴承 二值化神经网络 格拉姆角场
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