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Vibration Transfer Function of Railway Vehicle System and its Spatial Coherence Under Vertical Track Irregularity Conditions
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作者 Peng Lu Xi Wang Yu Hou 《Chinese Journal of Mechanical Engineering》 2025年第2期374-393,共20页
Current research on rail vehicle system vibrations primarily relies on numerical methods,with vibration transfer functions commonly derived through data fitting.However,the physical mechanisms underlying these vibrati... Current research on rail vehicle system vibrations primarily relies on numerical methods,with vibration transfer functions commonly derived through data fitting.However,the physical mechanisms underlying these vibrations are not well understood.To clarify the vibration transfer function and its characteristics,four basic input vectors are defined,and an analytical method is proposed.The vibration transfer functions of the vehicle system are solved,and their spatial coherence is analyzed.The results show that there are two spatial scales and four coherent modes in the vehicle system.The track irregularity wavelengths are combined with two spatial scales to alter the proportions of basic input vectors and then show the characteristics of spatial coherence.Four coherent modes are involved in wheel-rail force and primary suspension force;two coherent modes are involved in bogie vertical motion;and their dominant modes vary with the input frequency.On the other hand,the coherent modes involved in the bogie pitching motion and vehicle body motion are single and fixed over the whole range of frequency.This study presents an analytical method for the rapid solution of dynamic responses in vehicle systems and systematically analyzes the coherence behavior of vibration transfer functions with respect to tracking irregularity wavelengths. 展开更多
关键词 Vertical track irregularity Vibration transfer function spatial coherence Dominant mode Transfer matrix method
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Parameter Diversity Induced Multiple Spatial Coherence Resonances and Spiral Waves in Neuronal Network with and Without Noise 被引量:5
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作者 李玉叶 贾冰 +1 位作者 古华光 安书成 《Communications in Theoretical Physics》 SCIE CAS CSCD 2012年第5期817-824,共8页
Diversity in the neurons and noise are inevitable in the real neuronal network.In this paper,parameter diversity induced spiral waves and multiple spatial coherence resonances in a two-dimensional neuronal network wit... Diversity in the neurons and noise are inevitable in the real neuronal network.In this paper,parameter diversity induced spiral waves and multiple spatial coherence resonances in a two-dimensional neuronal network without or with noise are simulated.The relationship between the multiple resonances and the multiple transitions between patterns of spiral waves are identified.The coherence degrees induced by the diversity are suppressed when noise is introduced and noise density is increased.The results suggest that natural nervous system might profit from both parameter diversity and noise,provided a possible approach to control formation and transition of spiral wave by the cooperation between the diversity and noise. 展开更多
关键词 multiple spatial coherence resonance spiral wave DIVERSITY neuronal network
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Spiral Waves and Multiple Spatial Coherence Resonances Induced by Colored Noise in Neuronal Network 被引量:4
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作者 TANG Zhao LI Yu-Ye +2 位作者 XI Lei JIA Bing GU Hua-Guang 《Communications in Theoretical Physics》 SCIE CAS CSCD 2012年第1期61-67,共7页
Gaussian colored noise induced spatial patterns and spatial coherence resonances in a square lattice neuronal network composed of Morris-Lecar neurons are studied.Each neuron is at resting state near a saddle-node bif... Gaussian colored noise induced spatial patterns and spatial coherence resonances in a square lattice neuronal network composed of Morris-Lecar neurons are studied.Each neuron is at resting state near a saddle-node bifurcation on invariant circle,coupled to its nearest neighbors by electronic coupling.Spiral waves with different structures and disordered spatial structures can be alternately induced within a large range of noise intensity.By calculating spatial structure function and signal-to-noise ratio(SNR),it is found that SNR values are higher when the spiral structures are simple and are lower when the spatial patterns are complex or disordered,respectively.SNR manifest multiple local maximal peaks,indicating that the colored noise can induce multiple spatial coherence resonances.The maximal SNR values decrease as the correlation time of the noise increases.These results not only provide an example of multiple resonances,but also show that Gaussian colored noise play constructive roles in neuronal network. 展开更多
关键词 multiple spatial coherence resonance spiral wave colored noise neuronal network
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A new spatial coherence model and analytical coeffi cients for multi-support response spectrum combination 被引量:3
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作者 王君杰 陈虎 《Earthquake Engineering and Engineering Vibration》 SCIE EI CSCD 2007年第3期225-235,共11页
In this paper, a new spatial coherence model of seismic ground motions is proposed by a fitting procedure. The analytical expressions of modal combination (correlation) coefficients of structural response are develo... In this paper, a new spatial coherence model of seismic ground motions is proposed by a fitting procedure. The analytical expressions of modal combination (correlation) coefficients of structural response are developed for multi-support seismic excitations. The coefficients from both the numerical integration and analytical solutions are compared to verify the accuracy of the solutions. It is shown that the analytical expressions of numerical modal combination coefficients are of high accuracy. The results of random responses of an example bridge show that the analytical modal combination coefficients developed in this paper are accurate enough to meet the requirements needed in practice. In addition, the computational efficiency of the analytical solutions of the modal combination coefficients is demonstrated by the response computation of the example bridge. It is found that the time required for the structural response analysis by using the analytical modal combination coefficients is less than 1/20 of that using numerical integral methods. 展开更多
关键词 multi-support seismic excitations spatial coherence model modal combination coefficients computational efficiency power spectrum density
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Spatial coherence resonance induced by coloured noise and parameter diversity in a neuronal network 被引量:2
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作者 孙晓娟 陆启韶 《Chinese Physics B》 SCIE EI CAS CSCD 2010年第4期96-101,共6页
Spatial coherence resonance in a two-dimensional neuronal network induced by additive Gaussian coloured noise and parameter diversity is studied. We focus on the ability of additive Gaussian coloured noise and paramet... Spatial coherence resonance in a two-dimensional neuronal network induced by additive Gaussian coloured noise and parameter diversity is studied. We focus on the ability of additive Gaussian coloured noise and parameter diversity to extract a particular spatial frequency (wave number) of excitatory waves in the excitable medium of this network. We show that there exists an intermediate noise level of the coloured noise and a particular value of diversity, where a characteristic spatial frequency of the system comes forth. Hereby, it is verified that spatial coherence resonance occurs in the studied model. Furthermore, we show that the optimal noise intensity for spatial coherence resonance decays exponentially with respect to the noise correlation time. Some explanations of the observed nonlinear phenomena are also presented. 展开更多
关键词 neuronal network noise DIVERSITY spatial coherence resonance
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Model of Shipping Noise in the Deep Water: Directional Density and Spatial Coherence Functions
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作者 肖鹏 杨坤德 雷波 《China Ocean Engineering》 SCIE EI CSCD 2016年第4期591-601,共11页
The shipping noise properties in the deep ocean are studied. Shipping noise exhibits the strong dual-horned directionality features in the flat-seabed ocean, and its directional density can be modeled by a Von Mises d... The shipping noise properties in the deep ocean are studied. Shipping noise exhibits the strong dual-horned directionality features in the flat-seabed ocean, and its directional density can be modeled by a Von Mises distribution. With the explicit expression for the directional density function, the spatial coherence functions of shipping noise are also derived, and the relative features are studied. The research result shows that the properties of shipping noise are different from the ambient noise of other sources, and it can be used for the sonar array design. The model is well matched with the experimental result, and it can be extended to the situations when the ambient noise exhibits the dual-horned structure. 展开更多
关键词 shipping noise dual-horued structure Von Mises distribution directional density spatial coherence
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Imaging through scattering layers using a near-infrared low-spatial-coherence fiber random laser
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作者 Anda Shi Zeyu Wang +2 位作者 Chenxi Duan Zhao Wang Weili Zhang 《Chinese Physics B》 SCIE EI CAS CSCD 2024年第10期226-232,共7页
Optical memory effect-based speckle-correlated technology has been developed for reconstructing hidden objectsfrom disordered speckle patterns,achieving imaging through scattering layers.However,the lighting efficienc... Optical memory effect-based speckle-correlated technology has been developed for reconstructing hidden objectsfrom disordered speckle patterns,achieving imaging through scattering layers.However,the lighting efficiency and fieldof view of existing speckle-correlated imaging systems are limited.Here,a near-infrared low spatial coherence fiberrandom laser illumination method is proposed to address the above limitations.Through the utilization of random Rayleighscattering within dispersion-shifted fibers to provide feedback,coupled with stimulated Raman scattering for amplification,a near-infrared fiber random laser exhibiting a high spectral density and extremely low spatial coherence is generated.Based on the designed fiber random laser,speckle-correlated imaging through scattering layers is achieved,with highlighting efficiency and a large imaging field of view.This work improves the performance of speckle-correlated imagingand enriches the research on imaging through scattering medium. 展开更多
关键词 fiber random laser speckle-correlated imaging scattering medium spatial coherence
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Harnessing the magic of light:spatial coherence instructed swin transformer for universal holographic imaging 被引量:3
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作者 Xin Tong Renjun Xu +3 位作者 Pengfei Xu Zishuai Zeng Shuxi Liu Daomu Zhao 《Advanced Photonics》 SCIE EI CAS CSCD 2023年第6期47-58,共12页
.Holographic imaging poses significant challenges when facing real-time disturbances introduced by dynamic environments.The existing deep-learning methods for holographic imaging often depend solely on the specific co... .Holographic imaging poses significant challenges when facing real-time disturbances introduced by dynamic environments.The existing deep-learning methods for holographic imaging often depend solely on the specific condition based on the given data distributions,thus hindering their generalization across multiple scenes.One critical problem is how to guarantee the alignment between any given downstream tasks and pretrained models.We analyze the physical mechanism of image degradation caused by turbulence and innovatively propose a swin transformer-based method,termed train-with-coherence-swin(TWC-Swin)transformer,which uses spatial coherence(SC)as an adaptable physical prior information to precisely align image restoration tasks in the arbitrary turbulent scene.The light-processing system(LPR)we designed enables manipulation of SC and simulation of any turbulence.Qualitative and quantitative evaluations demonstrate that the TWC-Swin method presents superiority over traditional convolution frameworks and realizes image restoration under various turbulences,which suggests its robustness,powerful generalization capabilities,and adaptability to unknown environments.Our research reveals the significance of physical prior information in the optical intersection and provides an effective solution for model-to-tasks alignment schemes,which will help to unlock the full potential of deep learning for all-weather optical imaging across terrestrial,marine,and aerial domains. 展开更多
关键词 spatial coherence holographic imaging TURBULENCE image restoration deep learning
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Atomic motion in the magneto–optical trap consisting of partially spatially coherent laser
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作者 张宝武 王兆英 +1 位作者 孔德龙 林强 《Chinese Physics B》 SCIE EI CAS CSCD 2015年第8期307-310,共4页
Rb atom motion in a magneto–optical trap(MOT) consisting of a partially spatially coherent laser(PSCL) is investigated theoretically. The spatial coherence of the laser is controlled by the electro–optic crystal. Th... Rb atom motion in a magneto–optical trap(MOT) consisting of a partially spatially coherent laser(PSCL) is investigated theoretically. The spatial coherence of the laser is controlled by the electro–optic crystal. The instantaneous spatial distribution of the dissipative force induced by the PSCL on an Rb atom is varying with time stochastically. The simulated results indicate that compared with a fully coherent laser, the spatial coherent laser has effects on the atomic trajectories;however, the capture velocity and the escape velocity are kept the same. The main reason is that the spatial coherence of the laser fluctuates temporally and spatially, but the average photon scattering rate varies little, which makes the total number of atoms and the atomic density distribution unchanged. 展开更多
关键词 MOT the partially spatially coherent laser Rb
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Far-zone behaviors of scattering-induced statistical properties of partially polarized spatially and spectrally partially coherent electromagnetic pulsed beam
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作者 Yan Li Ming Gao +2 位作者 Hong Lv Li-Guo Wang Shen-He Ren 《Chinese Physics B》 SCIE EI CAS CSCD 2020年第10期238-249,共12页
In this study, we explore the far-zero behaviors of a scattered partially polarized spatially and spectrally partially coherent electromagnetic pulsed beam irradiating on a deterministic medium. The analytical formula... In this study, we explore the far-zero behaviors of a scattered partially polarized spatially and spectrally partially coherent electromagnetic pulsed beam irradiating on a deterministic medium. The analytical formula for the cross-spectral density matrix elements of this beam in the spherical coordinate system is derived. Within the framework of the first-order Born approximation, the effects of the scattering angle θ, the source parameters (i.e., the pulse duration T0 and the temporal coherence length Tcxx), and the scatterer parameter (i.e., the effective width of the medium σR) on the spectral density, the spectral shift, the spectral degree of polarization, and the degree of spectral coherence of the scattered source in the far-zero field are studied numerically and comparatively. Our work improves the scattering theory of stochastic electromagnetic beams and it may be useful for the applications involving the interaction between incident light waves and scattering media. 展开更多
关键词 SCATTERING partially polarized spatially and spectrally partially coherent electromagnetic pulsed beam statistical properties deterministic medium
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Coherence synthesis in nonlinear optics
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作者 Zihao Pang Ady Arie 《Light(Science & Applications)》 2025年第4期1030-1040,共11页
It is commonly assumed that nonlinear frequency conversion requires lasers with high coherence;however,this assumption has constrained our broader understanding of coherence and overlooked the potential role of incohe... It is commonly assumed that nonlinear frequency conversion requires lasers with high coherence;however,this assumption has constrained our broader understanding of coherence and overlooked the potential role of incoherence in nonlinear interactions.In this work,we study the synthesis of optical spatial coherence in second harmonic generation using quadratic nonlinear photonic crystals.We demonstrate a method where the second harmonic coherence is customized by employing quantitative phase retrieval and a complex square-root filter sequentially on fundamental frequency speckles.As a proof-of-concept,we experimentally show incoherent imaging of a smiley face transitioning from infrared to visible light.Moreover,we apply this method to produce two representative types of structured light beams in second harmonic generation:incoherent vortex and Airy beams.During the nonlinear synthesis of incoherent vortex beams,we have,for the first time,experimentally verified the conservation of orbital angular momentum in the nonlinear frequency conversion process of a low-coherence source.Furthermore,the generated second-harmonic incoherent Airy beam preserves the self-acceleration characteristics of its fundamental frequency counterpart,remaining unaffected by reductions in coherence.Our results not only deepen the fundamental understanding of optical coherence but also unlock exciting possibilities for applications in infrared imaging and fluorescence microscopy where optical nonlinear interactions play an important role. 展开更多
关键词 second harmonic coherence nonlinear optics second harmonic generation synthesis optical spatial coherence quantitative phase retrieval nonlinear frequency conversion coherence synthesis quadratic nonlinear photonic crystalswe
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Saliency detection based on superpixels clustering and stereo disparity 被引量:2
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作者 GAO Shan-shan CHI Jing +2 位作者 LI Li ZOU Ji-biao ZHANG Cai-ming 《Applied Mathematics(A Journal of Chinese Universities)》 SCIE CSCD 2016年第1期68-80,共13页
Reliable saliency detection can be used to quickly and effectively locate objects in images. In this paper, a novel algorithm for saliency detection based on superpixels clustering and stereo disparity (SDC) is prop... Reliable saliency detection can be used to quickly and effectively locate objects in images. In this paper, a novel algorithm for saliency detection based on superpixels clustering and stereo disparity (SDC) is proposed. Firstly, we use an improved superpixels clustering method to decompose the given image. Then, the disparity of each superpixel is computed by a modified stereo correspondence algorithm. Finally, a new measure which combines stereo disparity with color contrast and spatial coherence is defined to evaluate the saliency of each superpixel. From the experiments we can see that regions with high disparity can get higher saliency value, and the saliency maps have the same resolution with the source images, objects in the map have clear boundaries. Due to the use of superpixel and stereo disparity information, the proposed method is computationally efficient and outperforms some state-of-the-art color- based saliency detection methods. 展开更多
关键词 Saliency detection superpixels stereo disparity spatial coherence.
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A Nonparametric Approach to Foreground Detection in Dynamic Backgrounds 被引量:3
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作者 LIAO Juan JIANG Dengbiao +2 位作者 LI Bo RUAN Yaduan CHEN Qimei 《China Communications》 SCIE CSCD 2015年第2期32-39,共8页
Foreground detection is a fundamental step in visual surveillance.However,accurate foreground detection is still a challenging task especially in dynamic backgrounds.In this paper,we present a nonparametric approach t... Foreground detection is a fundamental step in visual surveillance.However,accurate foreground detection is still a challenging task especially in dynamic backgrounds.In this paper,we present a nonparametric approach to foreground detection in dynamic backgrounds.It uses a history of recently pixel values to estimate background model.Besides,the adaptive threshold and spatial coherence are introduced to enhance robustness against false detections.Experimental results indicate that our approach achieves better performance in dynamic backgrounds compared with several approaches. 展开更多
关键词 foreground detection dynamic background the decision threshold spatial coherence
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Glucose detection in a highly scattering medium with diffuse photon-pair density wave
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作者 Li-Ping Yu Jheng-Syong Wu +1 位作者 Sheng-Yi Chang Chien Chou 《Journal of Innovative Optical Health Sciences》 SCIE EI CAS 2017年第1期53-58,共6页
We propose a novel optical method for glucose measurement based on difuse photon-pair density wave(DPPDW)in a multiple scattering medium(MSM)where the light scattering of photon-pair is induced by refractive index mis... We propose a novel optical method for glucose measurement based on difuse photon-pair density wave(DPPDW)in a multiple scattering medium(MSM)where the light scattering of photon-pair is induced by refractive index mismatch between scatters and phantom solution.Experi-mentally,the DPPDW propagates in MSM via a two frequency laser(TFL)beam wherein highly correlated pairs of linear polarized photons are generated.The reduced scattering coefficientμ2s and absorption coefficientμ2a of DPPDW are measured simultaneously in terms of the amplitude and phase measurements of the detected heterodyne signal under arrangement at different dis-tances between the source and detection fibers in MSM.The results show that the sensitivity of glucose detection via glucose-induced change of reduced scattering coefficient(δμ′2)is 0.049%mM^(-1)in a 1%intralipid solution.In addition,the linear range ofδμ′2s vs glucose concentration implies that this DPPDW method can be used to monitor glucose concentration continuously and noninvasively subcutaneously. 展开更多
关键词 Difuse photon-pair density wave GLUCOSE multiple scattering polarization gating spatial coherence gating.
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Three-channel robust optical encryption via engineering coherence Stokes vector of partially coherent light
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作者 Yonglei Liu Zhen Dong +4 位作者 Yimeng Zhu Haiyun Wang Fei Wang Yahong Chen Yangjian Cai 《PhotoniX》 2024年第1期587-604,共18页
Optical encryption strategies utilizing fully coherent light have been widely explored but often face challenges such as speckle noise and beam instabilities.In this work,we introduce a novel protocol for multi-channe... Optical encryption strategies utilizing fully coherent light have been widely explored but often face challenges such as speckle noise and beam instabilities.In this work,we introduce a novel protocol for multi-channel optical information encoding and encryption using vectorial spatial coherence engineering of a partially coherent light beam.By characterizing the beam’s spatial coherence structure with a 2×2 coherence matrix,we demonstrate independent control over the three components of the coherence Stokes vector.This allows for three-channel optical information encoding and encryption,with applications in color image representation.Unlike existing methods based on fully coherent light modulations,our approach utilizes a two-point dependent coherence Stokes vector,proving resilient to random noise in experimental scenarios.Our findings provide a robust foundation for higher-dimensional optical encoding and encryption,addressing limitations associated with partially coherent light in complex environments. 展开更多
关键词 Optical encryption Partially coherent light spatial coherence engineering coherence Stokes vector Color image encoding
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TRPIV measurement of turbulent coherent structures in a drag-reducing flow by polymers
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作者 Xinlei Guan Nan Jiang +1 位作者 Lu Cheng Hao Zhang 《Theoretical & Applied Mechanics Letters》 CAS 2013年第4期40-43,共4页
Fully developed turbulent flow fields with and without polymer solution at the same Reynolds number were measured by time-resolved particle image velocimetry (TRPIV) in a water channel to investigate the mechanism o... Fully developed turbulent flow fields with and without polymer solution at the same Reynolds number were measured by time-resolved particle image velocimetry (TRPIV) in a water channel to investigate the mechanism of drag-reducing solution from the view of coherent structures manipulation. The streamwise mean velocity and Reynolds stress profiles in the solution were compared with those in water. After adding the polymer solution, the Reynolds stress in the near-wall area decreases significantly. The result relates tightly to the decease of the coherent structures' bursting. The spatial topology of coherent structures during bursts has been extracted by the new mu-level criterion based on locally averaged velocity structure function. The effect of polymers on turbulent coherent structures mainly reflects in the intensity, not in the shape. In the solution, it is by suppressing the coherent structures that the wall friction is reduced. 展开更多
关键词 spatial topology of coherent structures turbulent drag-reducing flow polymer additives TRPIV
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Measurement of the anisotropy factor with azimuthal light backscattering
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作者 王品 李勇明 陈勃翰 《Optoelectronics Letters》 EI 2014年第6期470-472,共3页
The potential capability of low coherence backscattering(LBS) is explored to determine the anisotropy factor based on azimuthal light backscattering map. The scattering intensity signal measured at azimuthal angle φ=... The potential capability of low coherence backscattering(LBS) is explored to determine the anisotropy factor based on azimuthal light backscattering map. The scattering intensity signal measured at azimuthal angle φ=0° is extracted for analysis. By performing nonlinear regression fitting on the experimental signal to the Henyey-Greenstein phase function, the anisotropy factor is determined. The experiments with tissue phantom consisting of the aqueous suspension of polystyrene microspheres are carried out. The results show that the measured anisotropy factor is well described by Mie theory. 展开更多
关键词 anisotropy polystyrene fitting performing coherence suspension scattered spatially directional illumination
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Theory of small-scale self-focusing of spatially partially coherent beams and its implications for high-power laser systems
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作者 Ruifeng Wang Xiaoqi Zhang +4 位作者 Yanli Zhang Fanglun Yang Jianhao Tang Ziang Chen Jianqiang Zhu 《High Power Laser Science and Engineering》 SCIE CAS CSCD 2024年第3期84-89,共6页
Based on the paraxial wave equation,this study extends the theory of small-scale self-focusing(SSSF)from coherent beams to spatially partially coherent beams(PCBs)and derives a general theoretical equation that reveal... Based on the paraxial wave equation,this study extends the theory of small-scale self-focusing(SSSF)from coherent beams to spatially partially coherent beams(PCBs)and derives a general theoretical equation that reveals the underlying physics of the reduction in the B-integral of spatially PCBs.From the analysis of the simulations,the formula for the modulational instability(MI)gain coefficient of the SSSF of spatially PCBs is obtained by introducing a decrease factor into the formula of the MI gain coefficient of the SSSF of coherent beams.This decrease can be equated to a drop in the injected light intensity or an increase in the critical power.According to this formula,the reference value of the spatial coherence of spatially PCBs is given,offering guidance to overcome the output power limitation of the high-power laser driver due to SSSF. 展开更多
关键词 B-integral complex screen method NONLINEARITY small-scale self-focusing spatially partially coherent beams
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Optical analog of black and white gravitational holes
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作者 Eric Plum Anton N.Vetlugin +2 位作者 Baurzhan Salimzhanov Nikolay I.Zheludev Nina Vaidya 《Advanced Photonics》 2025年第2期82-87,共6页
In general relativity,a gravitational“white hole”is a hypothetical region of space that cannot be entered from outside.It is the reverse of a“black hole”from which light and information cannot escape.We report an ... In general relativity,a gravitational“white hole”is a hypothetical region of space that cannot be entered from outside.It is the reverse of a“black hole”from which light and information cannot escape.We report an optical device exhibiting intriguing similarities to these objects.It will either totally absorb(optical black hole)or totally reject(optical white hole)light of any wavelength,depending on its polarization.The device’s functionality is based on the formation of a standing wave from the wavefront of spatially coherent incident radiation.Interaction of the standing wave with a thin absorber enables coherent perfect absorption and transmission,whereas polarization sensitivity arises from the geometrical phase of the interfering beams.We provide experimental proof-of-principle demonstrations and show that the device operates as a black and white hole for orthogonal polarizations of the incident light.From a remote point,it will look similar to a gravitational black or white hole depending on the polarization of light.In principle,the optical black and white hole device can operate as a deterministic absorber or rejector throughout the entire electromagnetic spectrum.Broadband absorbers and rejectors can be useful for energy harvesting,detection,stealth technologies,and redistribution of light. 展开更多
关键词 coherent perfect absorption temporal and spatial coherence interference ABSORPTION REFLECTION geometric phase
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Polariton lattices as binarized neuromorphic networks
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作者 Evgeny Sedov Alexey Kavokin 《Light(Science & Applications)》 2025年第2期384-400,共17页
We introduce a novel neuromorphic network architecture based on a lattice of exciton-polariton condensates,intricately interconnected and energized through nonresonant optical pumping.The network employs a binary fram... We introduce a novel neuromorphic network architecture based on a lattice of exciton-polariton condensates,intricately interconnected and energized through nonresonant optical pumping.The network employs a binary framework,where each neuron,facilitated by the spatial coherence of pairwise coupled condensates,performs binary operations.This coherence,emerging from the ballistic propagation of polaritons,ensures efficient,network-wide communication.The binary neuron switching mechanism,driven by the nonlinear repulsion through the excitonic component of polaritons,offers computational efficiency and scalability advantages over continuous weight neural networks.Our network enables parallel processing,enhancing computational speed compared to sequential or pulse-coded binary systems.The system's performance was evaluated using diverse datasets,including the MNiST dataset for image recognition and the Speech Commands dataset for voice recognition tasks.In both scenarios,the proposed system demonstrates the potential to outperform existing polaritonic neuromorphic systems.For image recognition,this is evidenced by an impressive predicted classification accuracy of up to 97.5%.In voice recognition,the system achieved a classification accuracy of about 68%for the ten-class subset,surpassing the performance of conventional benchmark,the Hidden Markov Model with Gaussian Mixture Model. 展开更多
关键词 spatial coherence nonlinear r binary frameworkwhere binary neuron switching mechanismdriven neuromorphic network architecture polariton lattices nonresonant optical pumpingthe neuromorphic networks
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