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Lensless complex amplitude demodulation based on deep learning in holographic data storage 被引量:7
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作者 Jianying Hao Xiao Lin +5 位作者 Yongkun Lin Mingyong Chen Ruixian Chen Guohai Situ Hideyoshi Horimai Xiaodi Tan 《Opto-Electronic Advances》 SCIE EI CAS CSCD 2023年第3期42-56,共15页
To increase the storage capacity in holographic data storage(HDS),the information to be stored is encoded into a complex amplitude.Fast and accurate retrieval of amplitude and phase from the reconstructed beam is nece... To increase the storage capacity in holographic data storage(HDS),the information to be stored is encoded into a complex amplitude.Fast and accurate retrieval of amplitude and phase from the reconstructed beam is necessary during data readout in HDS.In this study,we proposed a complex amplitude demodulation method based on deep learning from a single-shot diffraction intensity image and verified it by a non-interferometric lensless experiment demodulating four-level amplitude and four-level phase.By analyzing the correlation between the diffraction intensity features and the amplitude and phase encoding data pages,the inverse problem was decomposed into two backward operators denoted by two convolutional neural networks(CNNs)to demodulate amplitude and phase respectively.The experimental system is simple,stable,and robust,and it only needs a single diffraction image to realize the direct demodulation of both amplitude and phase.To our investigation,this is the first time in HDS that multilevel complex amplitude demodulation is achieved experimentally from one diffraction intensity image without iterations. 展开更多
关键词 holographic data storage complex amplitude demodulation deep learning computational imaging
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Single-shot spatial-temporal-spectral complex amplitude imaging via wavelength-time multiplexing 被引量:1
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作者 Yingming Xu Chengzhi Jin +8 位作者 Liangze Pan Yu He Yunhua Yao Dalong Qi Cheng Liu Junhui Shi Zhenrong Sun Shian Zhang Jianqiang Zhu 《Advanced Photonics》 2025年第2期119-130,共12页
Single-shot ultrafast multidimensional optical imaging(UMOI)combines ultrahigh temporal resolution with multidimensional imaging capabilities in a snapshot,making it an essential tool for real-time detection and analy... Single-shot ultrafast multidimensional optical imaging(UMOI)combines ultrahigh temporal resolution with multidimensional imaging capabilities in a snapshot,making it an essential tool for real-time detection and analysis of ultrafast scenes.However,current single-shot UMOI techniques cannot simultaneously capture the spatial-temporal-spectral complex amplitude information,hampering it from complete analyses of ultrafast scenes.To address this issue,we propose a single-shot spatial-temporal-spectral complex amplitude imaging(STS-CAI)technique using wavelength and time multiplexing.By employing precise modulation of a broadband pulse via an encoding plate in coherent diffraction imaging and spatial-temporal shearing through a wide-open-slit streak camera,dual-mode multiplexing image reconstruction of wavelength and time is achieved,which significantly enhances the efficiency of information acquisition.Experimentally,a custom-built STS-CAI apparatus precisely measures the spatiotemporal characteristics of picosecond spatiotemporally chirped and spatial vortex pulses,respectively.STS-CAI demonstrates both ultrahigh temporal resolution and robust phase sensitivity.Prospectively,this technique is valuable for spatiotemporal coupling measurements of large-aperture ultrashort pulses and offers promising applications in both fundamental research and applied sciences. 展开更多
关键词 single-shot ultrafast imaging spatial-temporal-spectral information multiplexed imaging complex amplitude imagin
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3D nano-printed geometric phase metasurfaces for generating accelerating beams with complex amplitude manipulation 被引量:1
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作者 Tianchen Tang Saima Kanwal +7 位作者 Yongzheng Lu Yuelong Li Shuangbao Wu Lei Chen Ziheng Qian Zhouyu Xie Jing Wen Dawei Zhang 《Science China(Physics,Mechanics & Astronomy)》 SCIE EI CAS CSCD 2024年第6期86-95,共10页
Metasurface,a forefront in emerging optical devices,has demonstrated remarkable potential for complex amplitude manipulation of light beams.However,prevailing approaches face challenges in spatial resolution and compl... Metasurface,a forefront in emerging optical devices,has demonstrated remarkable potential for complex amplitude manipulation of light beams.However,prevailing approaches face challenges in spatial resolution and complexities associated with integrating dynamic phases,impeding the simplified design and reproducible fabrication of metasurfaces.Here,we introduce an innovative approach for complex amplitude modulation within 3D nano-printed geometric phase metasurfaces.Our approach enables the generation of self-accelerating beams by encoding amplitude through phase-only manipulation,achieving high spatial resolution.Notably,this method circumvents the conventional need to adjust the geometric parameters of metasurface unit structures for amplitude manipulation,offering a streamlined and efficient route for design and fabrication complexity.This novel methodology holds promise for expedited and low-cost manufacturing of complex amplitude manipulation metasurfaces. 展开更多
关键词 metasurface complex amplitude manipulation geometric phase 3D nano-printing Airy beam accelerating parabolic beam
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Spin-dependent amplitude and phase modulation with multifold interferences via single-layer diatomic all-silicon metasurfaces 被引量:2
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作者 Hui Li Chenhui Zhao +6 位作者 Jie Li Hang Xu Wenhui Xu Qi Tan Chunyu Song Yun Shen Jianquan Yao 《Opto-Electronic Science》 2025年第3期2-15,共14页
Diatomic metasurfaces designed for interferometric mechanisms possess significant potential for the multidimensional manipulation of electromagnetic waves,including control over amplitude,phase,frequency,and polarizat... Diatomic metasurfaces designed for interferometric mechanisms possess significant potential for the multidimensional manipulation of electromagnetic waves,including control over amplitude,phase,frequency,and polarization.Geometric phase profiles with spin-selective properties are commonly associated with wavefront modulation,allowing the implementation of conjugate strategies within orthogonal circularly polarized channels.Simultaneous control of these characteristics in a single-layered diatomic metasurface will be an apparent technological extension.Here,spin-selective modulation of terahertz(THz)beams is realized by assembling a pair of meta-atoms with birefringent effects.The distinct modulation functions arise from geometric phase profiles characterized by multiple rotational properties,which introduce independent parametric factors that elucidate their physical significance.By arranging the key parameters,the proposed design strategy can be employed to realize independent amplitude and phase manipulation.A series of THz metasurface samples with specific modulation functions are characterized,experimentally demonstrating the accuracy of on-demand manipulation.This research paves the way for all-silicon meta-optics that may have great potential in imaging,sensing and detection. 展开更多
关键词 diatomic metasurface geometric phase complex amplitude modulation spin-selective
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Spatiotemporal double-phase hologram for complex-amplitude holographic displays 被引量:9
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作者 Xiaomeng Sui Zehao He +3 位作者 Hao Zhang Liangcai Cao Daping Chu Guofan Jin 《Chinese Optics Letters》 SCIE EI CAS CSCD 2020年第10期15-18,共4页
This Letter describes an approach to encode complex-amplitude light waves with spatiotemporal double-phase holograms(DPHs) for overcoming the limit of the space-bandwidth product(SBP) delivered by existing methods. To... This Letter describes an approach to encode complex-amplitude light waves with spatiotemporal double-phase holograms(DPHs) for overcoming the limit of the space-bandwidth product(SBP) delivered by existing methods. To construct DPHs, two spatially macro-pixel encoded phase components are employed in the SBP-preserved resampling of complex holograms. Four generated sub-DPHs are displayed sequentially in time for high-quality holographic image reconstruction without reducing the image size or discarding any image terms when the DPHs are interweaved. The reconstructed holographic images contain more details and less speckle noise, with their signal-to-noise ratio and structure similarity index being improved by 14.64% and 78.79%,respectively. 展开更多
关键词 computer generated holography complex amplitude hologram double phase hologram holographic display
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Direct field-to-pattern monolithic design of holographic metasurface via residual encoderdecoder convolutional neural network 被引量:7
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作者 Ruichao Zhu Jiafu Wang +7 位作者 Tianshuo Qiu Dingkang Yang Bo Feng Zuntian Chu Tonghao Liu Yajuan Han Hongya Chen Shaobo Qu 《Opto-Electronic Advances》 SCIE EI CAS CSCD 2023年第8期29-38,共10页
Complex-amplitude holographic metasurfaces(CAHMs)with the flexibility in modulating phase and amplitude profiles have been used to manipulate the propagation of wavefront with an unprecedented level,leading to higher ... Complex-amplitude holographic metasurfaces(CAHMs)with the flexibility in modulating phase and amplitude profiles have been used to manipulate the propagation of wavefront with an unprecedented level,leading to higher image-reconstruction quality compared with their natural counterparts.However,prevailing design methods of CAHMs are based on Huygens-Fresnel theory,meta-atom optimization,numerical simulation and experimental verification,which results in a consumption of computing resources.Here,we applied residual encoder-decoder convolutional neural network to directly map the electric field distributions and input images for monolithic metasurface design.A pretrained network is firstly trained by the electric field distributions calculated by diffraction theory,which is subsequently migrated as transfer learning framework to map the simulated electric field distributions and input images.The training results show that the normalized mean pixel error is about 3%on dataset.As verification,the metasurface prototypes are fabricated,simulated and measured.The reconstructed electric field of reverse-engineered metasurface exhibits high similarity to the target electric field,which demonstrates the effectiveness of our design.Encouragingly,this work provides a monolithic field-to-pattern design method for CAHMs,which paves a new route for the direct reconstruction of metasurfaces. 展开更多
关键词 metasurface HOLOGRAPHY complex amplitude deep learning monolithic design
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Computational near-field and far-field parameter measurement of high-power lasers using modified coherent modulation imaging
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作者 Hua Tao Xiaoliang He +5 位作者 Chengcheng Chang Liqing Wu Deng Liu Fei Chen Cheng Liu Jianqiang Zhu 《High Power Laser Science and Engineering》 2025年第2期140-152,共13页
Accurate characterization of high-power laser parameters,especially the near-field and far-field distributions,is crucial for inertial confinement fusion experiments.In this paper,we propose a method for computational... Accurate characterization of high-power laser parameters,especially the near-field and far-field distributions,is crucial for inertial confinement fusion experiments.In this paper,we propose a method for computationally reconstructing the complex amplitude of high-power laser beams using modified coherent modulation imaging.This method has the advantage of being able to simultaneously calculate both the near-field(intensity and wavefront/phase)and far-field(focal-spot)distributions using the reconstructed complex amplitude.More importantly,the focal-spot distributions at different focal planes can also be calculated.To verify the feasibility,the complex amplitude optical field of the highpower pulsed laser was measured after static aberrations calibration.Experimental results also indicate that the near-field wavefront resolution of this method is higher than that of the Hartmann measurement.In addition,the far-field focal spot exhibits a higher dynamic range(176 dB)than that of traditional direct imaging(62 dB). 展开更多
关键词 complex amplitude focal spot high-power pulsed lasers modified coherent modulation imaging near-field intensity wavefront
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