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Physics-data-driven intelligent optimization for large-aperture metalenses 被引量:5
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作者 Yingli Ha Yu Luo +9 位作者 Mingbo Pu Fei Zhang Qiong He jinjin jin Mingfeng Xu Yinghui Guo Xiaogang Li Xiong Li Xiaoliang Ma Xiangang Luo 《Opto-Electronic Advances》 SCIE EI CAS CSCD 2023年第11期5-15,共11页
Metalenses have gained significant attention and have been widely utilized in optical systems for focusing and imaging,owing to their lightweight,high-integration,and exceptional-flexibility capabilities.Traditional d... Metalenses have gained significant attention and have been widely utilized in optical systems for focusing and imaging,owing to their lightweight,high-integration,and exceptional-flexibility capabilities.Traditional design methods neglect the coupling effect between adjacent meta-atoms,thus harming the practical performance of meta-devices.The existing physical/data-driven optimization algorithms can solve the above problems,but bring significant time costs or require a large number of data-sets.Here,we propose a physics-data-driven method employing an“intelligent optimizer”that enables us to adaptively modify the sizes of the meta-atom according to the sizes of its surrounding ones.The implementation of such a scheme effectively mitigates the undesired impact of local lattice coupling,and the proposed network model works well on thousands of data-sets with a validation loss of 3×10^(−3).Based on the“intelligent optimizer”,a 1-cm-diameter metalens is designed within 3 hours,and the experimental results show that the 1-mm-diameter metalens has a relative focusing efficiency of 93.4%(compared to the ideal focusing efficiency)and a Strehl ratio of 0.94.Compared to previous inverse design method,our method significantly boosts designing efficiency with five orders of magnitude reduction in time.More generally,it may set a new paradigm for devising large-aperture meta-devices. 展开更多
关键词 intelligence method physics-data-driven method inverse design large-aperture metalenses
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Crosstalk-free achromatic full Stokes imaging polarimetry metasurface enabled by polarization-dependent phase optimization 被引量:23
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作者 Yaxin Zhang Mingbo Pu +10 位作者 jinjin jin Xinjian Lu Yinghui Guo Jixiang Cai Fei Zhang Yingli Ha Qiong He Mingfeng Xu Xiong Li Xiaoliang Ma Xiangang Luo 《Opto-Electronic Advances》 SCIE EI CAS 2022年第11期16-28,共13页
Imaging polarimetry is one of the most widely used analytical technologies for object detection and analysis.To date,most metasurface-based polarimetry techniques are severely limited by narrow operating bandwidths an... Imaging polarimetry is one of the most widely used analytical technologies for object detection and analysis.To date,most metasurface-based polarimetry techniques are severely limited by narrow operating bandwidths and inevitable crosstalk,leading to detrimental effects on imaging quality and measurement accuracy.Here,we propose a crosstalkfree broadband achromatic full Stokes imaging polarimeter consisting of polarization-sensitive dielectric metalenses,implemented by the principle of polarization-dependent phase optimization.Compared with the single-polarization optimization method,the average crosstalk has been reduced over three times under incident light with arbitrary polarization ranging from 9μm to 12μm,which guarantees the measurement of the polarization state more precisely.The experimental results indicate that the designed polarization-sensitive metalenses can effectively eliminate the chromatic aberration with polarization selectivity and negligible crosstalk.The measured average relative errors are 7.08%,8.62%,7.15%,and 7.59%at 9.3,9.6,10.3,and 10.6μm,respectively.Simultaneously,the broadband full polarization imaging capability of the device is also verified.This work is expected to have potential applications in wavefront detection,remote sensing,light-field imaging,and so forth. 展开更多
关键词 metasurface broadband achromatic crosstalk-free full polarization imaging polarimetry
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Spin-decoupled metasurface for simultaneous detection of spin and orbital angular momenta via momentum transformation 被引量:33
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作者 Yinghui Guo Shicong Zhang +6 位作者 Mingbo Pu Qiong He jinjin jin Mingfeng Xu Yaxin Zhang Ping Gao Xiangang Luo 《Light(Science & Applications)》 SCIE EI CAS CSCD 2021年第4期636-647,共12页
With inherent orthogonality,both the spin angular momentum(SAM)and orbital angular momentum(OAM)of photons have been utilized to expand the dimensions of quantum information,optical communications,and information proc... With inherent orthogonality,both the spin angular momentum(SAM)and orbital angular momentum(OAM)of photons have been utilized to expand the dimensions of quantum information,optical communications,and information processing,wherein simultaneous detection of SAMs and OAMs with a single element and a single-shot measurement is highly anticipated.Here,a single azimuthal-quadratic phase metasurface-based photonic momentum transformation(PMT)is illustrated and utilized for vortex recognition.Since different vortices are converted into focusing patterns with distinct azimuthal coordinates on a transverse plane through PMT,OAMs within a large mode space can be determined through a single-shot measurement.Moreover,spin-controlled dual-functional PMTs are proposed for simultaneous SAM and OAM sorting,which is implemented by a single spin-decoupled metasurface that merges both the geometric phase and dynamic phase.Interestingly,our proposed method can detect vectorial vortices with both phase and polarization singularities,as well as superimposed vortices with a certain interval step.Experimental results obtained at several wavelengths in the visible band exhibit good agreement with the numerical modeling.With the merits of ultracompact device size,simple optical configuration,and prominent vortex recognition ability,our approach may underpin the development of integrated and high-dimensional optical and quantum systems. 展开更多
关键词 MOMENTUM ANGULAR simultaneous
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Dual-band and ultra-broadband photonic spin-orbit interaction for electromagnetic shaping based on single-layer silicon metasurfaces 被引量:2
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作者 XIN XIE MINGBO PU +4 位作者 XIONG LI KAIPENG LIU jinjin jin XIAOLIANG MA XIANGANG LUO 《Photonics Research》 SCIE EI CSCD 2019年第5期586-593,共8页
Achieving electromagnetic wave scattering manipulation in the multispectral and broad operation band has been a long pursuit in stealth applications. Here, we present an approach by using single-layer metasurfaces com... Achieving electromagnetic wave scattering manipulation in the multispectral and broad operation band has been a long pursuit in stealth applications. Here, we present an approach by using single-layer metasurfaces composed of space-variant amorphous silicon ridges tiled on a metallic mirror, to generate high-efficiency dual-band and ultra-wideband photonic spin-orbit interaction and geometric phase. Two scattering engineered metasurfaces have been designed to reduce specular reflection;the first one can suppress both specular reflectances at 1.05–1.08 μm and 5–12 μm below 10%. The second one is designed for an ultra-broadband of 4.6–14 μm, which is actually implemented by cleverly connecting two bands of 4.6–6.1 μm and 6.1–14 μm. Furthermore, the presented structures exhibit low thermal emission at the same time due to the low absorption loss of silicon in the infrared spectrum, which can be regarded as an achievement of laser–infrared compatible camouflage.We believe the proposed strategy may open a new route to implement multispectral electromagnetic modulation and multiphysical engineering applications. 展开更多
关键词 DUAL-BAND ULTRA-BROADBAND PHOTONIC SPIN-ORBIT interaction ELECTROMAGNETIC SHAPING based
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唐鱼养殖种群与广州附近4个野生种群的遗传关系
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作者 李潮 金锦锦 +3 位作者 罗锦桢 王春晖 王俊杰 赵俊 《生物多样性》 CAS CSCD 北大核心 2020年第4期474-484,共11页
唐鱼(Tanichthys albonubes)是为数不多的几种原产中国的世界性观赏鱼类之一。自2003年以来,多个唐鱼野生种群相继被发现,其濒危状态和等级由野外灭绝降为极危。为研究唐鱼养殖种群与广州附近野生种群之间的遗传关系,本文分析了唐鱼3个... 唐鱼(Tanichthys albonubes)是为数不多的几种原产中国的世界性观赏鱼类之一。自2003年以来,多个唐鱼野生种群相继被发现,其濒危状态和等级由野外灭绝降为极危。为研究唐鱼养殖种群与广州附近野生种群之间的遗传关系,本文分析了唐鱼3个代表性养殖种群和4个野生种群,共计186个样本的Cytb基因、2个核基因(ENC1和RAG1)以及13个微卫星位点数据。基于K2P模型的遗传距离结果显示,唐鱼野生种群间的遗传距离在0.005–0.015之间,养殖种群间的遗传距离为0.001–0.009。系统发育分析表明,唐鱼养殖种群包含4个单倍型谱系分支,其中2个分别与广州附近2个野生种群聚在一起,另外2个分别独立成支。单倍型网络亲缘关系分析显示,清远种群只有1个单倍型且与芳村养殖种群共享,芳村养殖种群拥有最多的单倍型。基于微卫星数据的STRUCTURE分析表明,所有种群最佳分簇数为2,清远种群与养殖种群聚为一簇,良口和石门种群聚为另一簇。主成分分析结果显示,养殖种群高度重叠并能与野生种群分开,清远种群与养殖种群存在部分重叠。利用IMa3的基因流分析表明,存在清远种群至芳村养殖种群的单向基因流。综合本文结果,作者认为唐鱼养殖种群应起源于广州附近多个野生种群。清远种群来源于养殖种群中的芳村养殖种群。建议在未来唐鱼的保护策略中,应禁止不规范的放流活动并且禁止将不同野生种群补充至养殖种群,同时加强唐鱼养殖种群和野生种群的遗传资源管理和持续监测。 展开更多
关键词 Tanichthys albonubes 线粒体基因 核基因 微卫星 基因流
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