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Research progress in optical neural networks:theory,applications and developments 被引量:16
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作者 Jia Liu Qiuhao Wu +4 位作者 Xiubao Sui Qian Chen Guohua Gu Liping Wang Shengcai Li photonix SCIE EI 2021年第1期400-438,共39页
With the advent of the era of big data,artificial intelligence has attracted continuous attention from all walks of life,and has been widely used in medical image analysis,molecular and material science,language recog... With the advent of the era of big data,artificial intelligence has attracted continuous attention from all walks of life,and has been widely used in medical image analysis,molecular and material science,language recognition and other fields.As the basis of artificial intelligence,the research results of neural network are remarkable.However,due to the inherent defect that electrical signal is easily interfered and the processing speed is proportional to the energy loss,researchers have turned their attention to light,trying to build neural networks in the field of optics,making full use of the parallel processing ability of light to solve the problems of electronic neural networks.After continuous research and development,optical neural network has become the forefront of the world.Here,we mainly introduce the development of this field,summarize and compare some classical researches and algorithm theories,and look forward to the future of optical neural network. 展开更多
关键词 Optical neural network Deep learning Optical linear operation Optical nonlinearity Training method
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The challenges of modern computing and new opportunities for optics 被引量:12
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作者 Chong Li Xiang Zhang +2 位作者 Jingwei Li Tao Fang Xiaowen Dong photonix SCIE EI 2021年第1期74-104,共31页
In recent years,the explosive development of artificial intelligence implementing by artificial neural networks(ANNs)creates inconceivable demands for computing hardware.However,conventional computing hardware based o... In recent years,the explosive development of artificial intelligence implementing by artificial neural networks(ANNs)creates inconceivable demands for computing hardware.However,conventional computing hardware based on electronic transistor and von Neumann architecture cannot satisfy such an inconceivable demand due to the unsustainability of Moore’s Law and the failure of Dennard’s scaling rules.Fortunately,analog optical computing offers an alternative way to release unprecedented computational capability to accelerate varies computing drained tasks.In this article,the challenges of the modern computing technologies and potential solutions are briefly explained in Chapter 1.In Chapter 2,the latest research progresses of analog optical computing are separated into three directions:vector/matrix manipulation,reservoir computing and photonic Ising machine.Each direction has been explicitly summarized and discussed.The last chapter explains the prospects and the new challenges of analog optical computing. 展开更多
关键词 Optical computing Vector matrix multiplier Artificial neural network Reservoir computing Photonic Ising machine Hybrid optical-electrical system
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Recent advances in multi-dimensional metasurfaces holographic technologies 被引量:29
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作者 Ruizhe Zhao Lingling Huang Yongtian Wang photonix SCIE EI 2020年第1期39-62,共24页
Holography has attracted tremendous interest due to its capability of storing boththe amplitude and phase of light field and reproducing vivid three-dimensionalscenes. However, the large pixel size, low resolution, sm... Holography has attracted tremendous interest due to its capability of storing boththe amplitude and phase of light field and reproducing vivid three-dimensionalscenes. However, the large pixel size, low resolution, small field-of-view (FOV) andlimited space-bandwidth of traditional spatial light modulator (SLM) devices restrictthe possibility of improving the quality of reconstructed images. With thedevelopment of nanofabrication technologies, metasurfaces have shown greatpotential in manipulating the amplitude, phase, polarization, frequency orsimultaneously multiple parameters of output light in ultrashort distance withsubwavelength resolution by tailoring the scattering behaviour of consistednanostructures. Such flexibilities make metasurface a promising candidate forholographic related applications. Here, we review recent progresses in the field ofmetasurface holography. From the perspective of the fundamental properties oflight, we classify the metasurface holography into several categories such as phaseonlyholography, amplitude-only holography, complex amplitude holography and soon. Then, we introduce the corresponding working principles and design strategies.Meanwhile, some emerging types of metasurface holography such as tunableholography, nonlinear holography, Janus (or directional related) and bilayermetasurfaces holography are also discussed. At last, we make our outlook onmetasurface holography and discuss the challenges we may face in the future. 展开更多
关键词 Metasurface HOLOGRAPHY Wavefront modulation
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Intelligent designs in nanophotonics:from optimization towards inverse creation 被引量:12
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作者 Ning Wang Wei Yan +3 位作者 Yurui Qu Siqi Ma Stan Z.Li Min Qiu photonix SCIE EI 2021年第1期4-38,共35页
Applying intelligence algorithms to conceive nanoscale meta-devices becomes a flourishing and extremely active scientific topic over the past few years.Inverse design of functional nanostructures is at the heart of th... Applying intelligence algorithms to conceive nanoscale meta-devices becomes a flourishing and extremely active scientific topic over the past few years.Inverse design of functional nanostructures is at the heart of this topic,in which artificial intelligence(AI)furnishes various optimization toolboxes to speed up prototyping of photonic layouts with enhanced performance.In this review,we offer a systemic view on recent advancements in nanophotonic components designed by intelligence algorithms,manifesting a development trend from performance optimizations towards inverse creations of novel designs.To illustrate interplays between two fields,AI and photonics,we take meta-atom spectral manipulation as a case study to introduce algorithm operational principles,and subsequently review their manifold usages among a set of popular meta-elements.As arranged from levels of individual optimized piece to practical system,we discuss algorithm-assisted nanophotonic designs to examine their mutual benefits.We further comment on a set of open questions including reasonable applications of advanced algorithms,expensive data issue,and algorithm benchmarking,etc.Overall,we envision mounting photonic-targeted methodologies to substantially push forward functional artificial meta-devices to profit both fields. 展开更多
关键词 Artificial intelligence NANOPHOTONICS Metasurface Optical neural network Intelligent designs
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Smart computational light microscopes(SCLMs)of smart computational imaging laboratory(SCILab) 被引量:11
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作者 Yao Fan Jiaji Li +9 位作者 Linpeng Lu Jiasong Sun Yan Hu Jialin Zhang Zhuoshi Li Qian Shen Bowen Wang Runnan Zhang Qian Chen Chao Zuo photonix SCIE EI 2021年第1期105-169,共65页
Computational microscopy,as a subfield of computational imaging,combines optical manipulation and image algorithmic reconstruction to recover multi-dimensional microscopic images or information of micro-objects.In rec... Computational microscopy,as a subfield of computational imaging,combines optical manipulation and image algorithmic reconstruction to recover multi-dimensional microscopic images or information of micro-objects.In recent years,the revolution in light-emitting diodes(LEDs),low-cost consumer image sensors,modern digital computers,and smartphones provide fertile opportunities for the rapid development of computational microscopy.Consequently,diverse forms of computational microscopy have been invented,including digital holographic microscopy(DHM),transport of intensity equation(TIE),differential phase contrast(DPC)microscopy,lens-free on-chip holography,and Fourier ptychographic microscopy(FPM).These computational microscopy techniques not only provide high-resolution,label-free,quantitative phase imaging capability but also decipher new and advanced biomedical research and industrial applications.Nevertheless,most computational microscopy techniques are still at an early stage of“proof of concept”or“proof of prototype”(based on commercially available microscope platforms).Translating those concepts to stand-alone optical instruments for practical use is an essential step for the promotion and adoption of computational microscopy by the wider bio-medicine,industry,and education community.In this paper,we present four smart computational light microscopes(SCLMs)developed by our laboratory,i.e.,smart computational imaging laboratory(SCILab)of Nanjing University of Science and Technology(NJUST),China.These microscopes are empowered by advanced computational microscopy techniques,including digital holography,TIE,DPC,lensless holography,and FPM,which not only enables multi-modal contrast-enhanced observations for unstained specimens,but also can recover their three-dimensional profiles quantitatively.We introduce their basic principles,hardware configurations,reconstruction algorithms,and software design,quantify their imaging performance,and illustrate their typical applications for cell analysis,medical diagnosis,and microlens characterization. 展开更多
关键词 MICROSCOPE Quantitative phase imaging(QPI) Phase contrast Multi-contrast Operating software Biological applications
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Universal orbital angular momentum spectrum analyzer for beams 被引量:15
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作者 Shiyao Fu Yanwang Zhai +4 位作者 Jianqiang Zhang Xueting Liu Rui Song Heng Zhou Chunqing Gao photonix SCIE EI 2020年第1期63-74,共12页
The orbital angular momentum (OAM) of beams provides a new dimension, andhave already found lots of applications in various domains. Among suchapplications, the precisely and quantitatively diagnostic of intensity dis... The orbital angular momentum (OAM) of beams provides a new dimension, andhave already found lots of applications in various domains. Among suchapplications, the precisely and quantitatively diagnostic of intensity distributionsamong different OAM modes, namely the OAM spectrum of a beam, is of greatsignificance. In this paper we propose and experimentally validate a simpleinterferential method to achieve this goal. By analyzing the interference patternformed by the beam and a reference field, the OAM spectrum can be obtainedinstantaneously. Furthermore, the proposed method is also available for morecomplex light fields, for instance, the multi-ring optical vortices. In the proof-ofconceptexperiment, the OAM spectra of both single-mode and N-foldmultiplexed OAM modes with various intensity distributions are well detected.Our work offers a new way to precisely measure the OAM spectra of beams andwill advance the development of many applications ranging from classical toquantum physics as the OAM based large-capacity data transmissions, rotationdetection, quantum manipulation and so on. 展开更多
关键词 Orbital angular momentum Orbital angular momentum spectrum Laser field modulation INTERFERENCE
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Terahertz spectroscopy in biomedical field:a review on signal-to-noise ratio improvement 被引量:9
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作者 Yan Peng Chenjun Shi +2 位作者 Yiming Zhu Min Gu Songlin Zhuang photonix SCIE EI 2020年第1期151-168,共18页
With the non-ionizing,non-invasive,high penetration,high resolution and spectral fingerprinting features of terahertz(THz)wave,THz spectroscopy has great potential for the qualitative and quantitative identification o... With the non-ionizing,non-invasive,high penetration,high resolution and spectral fingerprinting features of terahertz(THz)wave,THz spectroscopy has great potential for the qualitative and quantitative identification of key substances in biomedical field,such as the early diagnosis of cancer,the accurate boundary determination of pathological tissue and non-destructive detection of superficial tissue.However,biological samples usually contain various of substances(such as water,proteins,fat and fiber),resulting in the signal-to-noise ratio(SNR)for the absorption peaks of target substances are very small and then the target substances are hard to be identified.Here,we present recent works for the SNR improvement of THz signal.These works include the usage of attenuated total reflection(ATR)spectroscopy,the fabrication of sample-sensitive metamaterials,the utilization of different agents(including contrast agents,optical clearing agents and aptamers),the application of reconstruction algorithms and the optimization of THz spectroscopy system.These methods have been proven to be effective theoretically,but only few of them have been applied into actual usage.We also analyze the reasons and summarize the advantages and disadvantages of each method.At last,we present the prospective application of THz spectroscopy in biomedical field. 展开更多
关键词 Terahertz spectroscopy SNR improvement METAMATERIAL ATR spectroscopy AGENT Mixture algorithm System optimization
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Biomimetic sapphire windows enabled by inside-out femtosecond laser deep-scribing 被引量:10
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作者 Xue-Qing Liu Yong-Lai Zhang +5 位作者 Qian-Kun Li Jia-Xin Zheng Yi-Ming Lu Saulius Juodkazis Qi-Dai Chen Hong-Bo Sun photonix SCIE EI 2022年第1期475-487,共13页
Femtosecond laser machining of biomimetic micro/nanostructures with high aspect ratio(larger than 10)on ultrahard materials,such as sapphire,is a challenging task,because the uncontrollable surface damage usually resu... Femtosecond laser machining of biomimetic micro/nanostructures with high aspect ratio(larger than 10)on ultrahard materials,such as sapphire,is a challenging task,because the uncontrollable surface damage usually results in poor surface structures,especially for deep scribing.Here,we report an inside-out femtosecond laser deep scribing technology in combination with etching process for fabricating bio-inspired micro/nanostructures with high-aspect-ratio on sapphire.To effectively avoid the uncontrollable damage at the solid/air interface,a sacrificial layer of silicon oxide was employed for surface protection.High-quality microstructures with an aspect ratio as high as 80:1 have been fabricated on sapphire surface.As a proof-of-concept application,we produced a moth-eye inspired antireflective window with sub-wavelength pyramid arrays on sapphire surface,by which broadband(3-5μm)and high transmittance(98%at 4μm,the best results reported so far)have been achieved.The sacrificial layer assisted inside-out femtosecond laser deep scribing technology is effective and universal,holding great promise for producing micro/nanostructured optical devices. 展开更多
关键词 Femtosecond laser Etching ANTIREFLECTION Biomimetic microstructures SAPPHIRE
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Holographic capture and projection system of real object based on tunable zoom lens 被引量:11
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作者 Di Wang Chao Liu +2 位作者 Chuan Shen Yan Xing Qiong-Hua Wang photonix SCIE EI 2020年第1期271-285,共15页
In this paper, we propose a holographic capture and projection system of real objectsbased on tunable zoom lenses. Different from the traditional holographic system, aliquid lens-based zoom camera and a digital conica... In this paper, we propose a holographic capture and projection system of real objectsbased on tunable zoom lenses. Different from the traditional holographic system, aliquid lens-based zoom camera and a digital conical lens are used as key parts to reachthe functions of holographic capture and projection, respectively. The zoom camera isproduced by combing liquid lenses and solid lenses, which has the advantages of fastresponse and light weight. By electrically controlling the curvature of the liquid-liquidsurface, the focal length of the zoom camera can be changed easily. As anothertunable zoom lens, the digital conical lens has a large focal depth and the opticalproperty is perfectly used in the holographic system for adaptive projection, especiallyfor multilayer imaging. By loading the phase of the conical lens on the spatial lightmodulator, the reconstructed image can be projected with large depths. With theproposed system, holographic zoom capture and color reproduction of real objects canbe achieved based on a simple structure. Experimental results verify the feasibility ofthe proposed system. The proposed system is expected to be applied to microprojectionand three-dimensional display technology. 展开更多
关键词 Spatial light modulator Holographic system Zoom lenses Display technology
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Fiber laser development enabled by machine learning:review and prospect 被引量:8
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作者 Min Jiang Hanshuo Wu +6 位作者 Yi An Tianyue Hou Qi Chang Liangjin Huang Jun Li Rongtao Su Pu Zhou photonix SCIE EI 2022年第1期242-268,共27页
In recent years,machine learning,especially various deep neural networks,as an emerging technique for data analysis and processing,has brought novel insights into the development of fiber lasers,in particular complex,... In recent years,machine learning,especially various deep neural networks,as an emerging technique for data analysis and processing,has brought novel insights into the development of fiber lasers,in particular complex,dynamical,or disturbance-sensitive fiber laser systems.This paper highlights recent attractive research that adopted machine learning in the fiber laser field,including design and manipulation for ondemand laser output,prediction and control of nonlinear effects,reconstruction and evaluation of laser properties,as well as robust control for lasers and laser systems.We also comment on the challenges and potential future development. 展开更多
关键词 Fiber laser Fibers Machine learning Deep learning Artificial neural networks
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High-speed Si-Ge avalanche photodiodes 被引量:11
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作者 Binhao Wang Jifang Mu photonix SCIE EI 2022年第1期362-383,共22页
High-speed optical interconnects of data centers and high performance computers(HPC) have become the rapid development direction in the field of opticalcommunication owing to the explosive growth of market demand. Cur... High-speed optical interconnects of data centers and high performance computers(HPC) have become the rapid development direction in the field of opticalcommunication owing to the explosive growth of market demand. Currently, opticalinterconnect systems are moving towards higher capacity and integration.High-sensitivity receivers with avalanche photodiodes (APDs) are paid more attentiondue to the capability to enhance gain bandwidth. The impact ionization coefficientratio is one crucial parameter for avalanche photodiode optimization, whichsignificantly affects the excess noise and the gain bandwidth product (GBP). Thedevelopment of silicon-germanium (Si-Ge) APDs are promising thanks to the lowimpact ionization coefficient ratio of silicon, the simple structure, and the CMOScompatible process. Separate absorption charge multiplication (SACM) structures aretypically adopted in Si-Ge APDs to achieve high bandwidth and low noise. This paperreviews design and optimization in high-speed Si-Ge APDs, including advanced APDstructures, APD modeling and APD receivers. 展开更多
关键词 Avalanche photodiode PHOTODETECTOR Optical interconnect Data communication
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Intelligent optoelectronic processor for orbital angular momentum spectrum measurement 被引量:9
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作者 Hao Wang Ziyu Zhan +4 位作者 Futai Hu Yuan Meng Zeqi Liu Xing Fu Qiang Liu photonix SCIE EI 2023年第1期558-578,共21页
Orbital angular momentum(OAM)detection underpins almost all aspects of vortex beams’advances such as communication and quantum analogy.Conventional schemes are frustrated by low speed,complicated system,limited detec... Orbital angular momentum(OAM)detection underpins almost all aspects of vortex beams’advances such as communication and quantum analogy.Conventional schemes are frustrated by low speed,complicated system,limited detection range.Here,we devise an intelligent processor composed of photonic and electronic neurons for OAM spectrum measurement in a fast,accurate and direct manner.Specifically,optical layers extract invisible topological charge information from incoming light and a shallow electronic layer predicts the exact spectrum.The integration of optical-computing promises us a compact single-shot system with high speed and energy efficiency(optical operations/electronic operations~10^(3)),neither necessitating reference wave nor repetitive steps.Importantly,our processor is endowed with salient generalization ability and robustness against diverse structured light and adverse effects(mean squared error~10^((−5))).We further raise a universal model interpretation paradigm to reveal the underlying physical mechanisms in the hybrid processor,as distinct from conventional‘black-box’networks.Such interpretation algorithm can improve the detection efficiency up to 25-fold.We also complete the theory of optoelectronic network enabling its efficient training.This work not only contributes to the explorations on OAM physics and applications,and also broadly inspires the advanced links between intelligent computing and physical effects. 展开更多
关键词 Orbital angular momentum spectrum Deep learning Optoelectronic neural networks Optical computing Diffractive deep neural networks
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Plasmonic anapole metamaterial for refractive index sensing 被引量:9
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作者 Jin Yao Jun-Yu Ou +4 位作者 Vassili Savinov Mu Ku Chen Hsin Yu Kuo Nikolay I.Zheludev Din Ping Tsai photonix SCIE EI 2022年第1期116-125,共10页
Electromagnetic anapole mode is a nonradiative state of light originating from the deconstructive interference of radiation of the oscillating electric and toroidal dipole moments.The high quality anapole-related reso... Electromagnetic anapole mode is a nonradiative state of light originating from the deconstructive interference of radiation of the oscillating electric and toroidal dipole moments.The high quality anapole-related resonances can be used in enhancing nonlinear electromagnetic properties of materials and in sensor applications.In this work,we experimentally demonstrate plasmonic anapole metamaterial sensor of environmental refractive index in the optical part of the spectrum.Our results show that the sensor exhibits high sensitivity to the ambient refractive index at the level of 330 nm/RIU and noise floor of 8.7×10^(-5)RIU.This work will pave the way for applications of anapole metamaterials in biosensing and spectroscopy. 展开更多
关键词 Plasmonic metamaterial Electromagnetic anapole Refractive index sensor Vertical split-ring resonator Toroidal dipole
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Three-step one-way model in terahertz biomedical detection 被引量:8
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作者 Yan Peng Jieli Huang +10 位作者 Jie Luo Zhangfan Yang Liping Wang Xu Wu Xiaofei Zang Chen Yu Min Gu Qing Hu Xicheng Zhang Yiming Zhu Songlin Zhuang photonix SCIE EI 2021年第1期279-296,共18页
Terahertz technology has broad application prospects in biomedical detection.However, the mixed characteristics of actual samples make the terahertz spectrumcomplex and difficult to distinguish, and there is no practi... Terahertz technology has broad application prospects in biomedical detection.However, the mixed characteristics of actual samples make the terahertz spectrumcomplex and difficult to distinguish, and there is no practical terahertz detectionmethod for clinical medicine. Here, we propose a three-step one-way terahertzmodel, presenting a detailed flow analysis of terahertz technology in the biomedicaldetection of renal fibrosis as an example: 1) biomarker determination: screeningdisease biomarkers and establishing the terahertz spectrum and concentrationgradient;2) mixture interference removal: clearing the interfering signals in the mixturefor the biomarker in the animal model and evaluating and retaining the effectivecharacteristic peaks;and 3) individual difference removal: excluding individualinterference differences and confirming the final effective terahertz parameters in thehuman sample. The root mean square error of our model is three orders ofmagnitude lower than that of the gold standard, with profound implications for therapid, accurate and early detection of diseases. 展开更多
关键词 Terahertz spectroscopy Renal fibrosis Biomedical detection BIOMARKER Mixture interference Individual difference
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Information Metamaterials:bridging the physical world and digital world 被引量:9
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作者 Qian Ma Tie Jun Cui photonix SCIE EI 2020年第1期358-389,共32页
Over the past 5 years,digital coding and programmable metamaterials have beendeveloped rapidly since their first exhibition in 2014.The iconic feature of the digitalcoding metamaterial is using digital codes like"... Over the past 5 years,digital coding and programmable metamaterials have beendeveloped rapidly since their first exhibition in 2014.The iconic feature of the digitalcoding metamaterial is using digital codes like"0"and"1 to represent the distinctelectromagnetic(EM)responses.This seemingly trivial progress has successfullyreform the design theory from the effective medium to coding patterns,bridgingthe physical world and digital information world.More interestingly,beyond thesimple coding on the parameters or patterns,the digital coding metamaterials aremore intend to introduce the concept of direct interactions and operations of digitalinformation within EM fields,to realize infomation processing,transmission orrecognition.Toaccurately exhibit the informational specialties,we classify the codingmetamaterials,digital metamaterials and programmable metamaterials,as well asother information-operating metamaterials,as information metamaterials In thisreview article,we fistly introduce the digital coding concept,working mechanism,and related design methods.Then,three important theories including the scatteringpattem calculation,convolution operationand entropyofdigital codingmetamaterials,arediscussed in details.Finally we introduce several system-level works based on theinfomation metamaterials,such as the new-architecture wireless communication systemsand reprogrammable imaging systems,to show the powerful manipulation capabilities ofinformation metamaterials.As the nextgeneration of infomation metamaterials,two proofof-concept smart metamaterials and their advanced architectures are discussed.In thesummary,the development track of information metamaterials and future trends are presented. 展开更多
关键词 Information metamaterias Reprogrammable metamaterials Space-time-codingmetamaterials Programmable imager Smart metamaterials
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Dual-plane coupled phase retrieval for non-prior holographic imaging 被引量:9
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作者 Zhengzhong Huang Pasquale Memmolo +1 位作者 Pietro Ferraro Liangcai Cao photonix SCIE EI 2022年第1期444-459,共16页
Accurate depiction of waves in temporal and spatial is essential to the investigation of interactions between physical objects and waves.Digital holography(DH)can perform quantitative analysis of wave-matter interacti... Accurate depiction of waves in temporal and spatial is essential to the investigation of interactions between physical objects and waves.Digital holography(DH)can perform quantitative analysis of wave-matter interactions.Full detector-bandwidth reconstruc-tion can be realized based on in-line DH.But the overlapping of twin images strongly prevents quantitative analysis.For off-axis DH,the object wave and the detector bandwidth need to satisfy certain conditions to perform reconstruction accurately.Here,we present a reliable approach involving a coupled configuration for combining two in-line holograms and one off-axis hologram,using a rapidly converging iterative procedure based on two-plane coupled phase retrieval(TwPCPR)method.It realizes a fast-convergence holographic calculation method.High-resolution and full-field recon-struction by exploiting the full bandwidth are demonstrated for complex-amplitude reconstruction.Off-axis optimization phase provides an effective initial guess to avoid stagnation and minimize the required measurements of multi-plane phase retrieval.The proposed strategy works well for more extended samples without any prior assumptions of the objects including support,non-negative,sparse constraints,etc.It helps to enhance and empower applications in wavefront sensing,computational microscopy and biological tissue analysis. 展开更多
关键词 Digital holography Phase retrieval Full bandwidth In-line holography Off-axis holography
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Metasurface holographic image projection based on mathematical properties of Fourier transform 被引量:10
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作者 Xumin Ding Zhuochao Wang +8 位作者 Guangwei Hu Jian Liu Kuang Zhang Haoyu Li Badreddine Ratni Shah Nawaz Burokur Qun Wu Jiubin Tan Cheng-Wei Qiu photonix SCIE EI 2020年第1期104-115,共12页
Fourier transform, mapping the information in one domain to its reciprocal space, isof fundamental significance in real-time and parallel processing of massive data forsound and image manipulation. As a powerful platf... Fourier transform, mapping the information in one domain to its reciprocal space, isof fundamental significance in real-time and parallel processing of massive data forsound and image manipulation. As a powerful platform of high-efficiency wavecontrol, Huygens’ metasurface may offer to bridge the electromagnetic signalprocessing and analog Fourier transform at the hardware level and with remarkablyimproved performance. We here demonstrate a Huygens’ metasurface hologram,where the image pattern can be self-rotated or projected in free space bymodulating the phase distribution based on the rotational invariance, time-shiftingand scaling properties of Fourier transform. Our proof-of-concept experiment showshigh-efficiency imaging operation in accordance with theoretical predictions,validating the proposed scheme as an ideal way to perform largely parallel spatialdomainmathematical operations in the analog domain using electromagnetic fields. 展开更多
关键词 Huygens’metasurface HOLOGRAPHY Fourier transform Image projection
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Perspective on photonic memristive neuromorphic computing 被引量:7
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作者 Elena Goi Qiming Zhang +2 位作者 Xi Chen Haitao Luan Min Gu photonix SCIE EI 2020年第1期332-357,共26页
Neuromorphic computing applies concepts extracted from neuroscience to developdevices shaped like neural systems and achieve brain-like capacity and efficiency. Inthis way, neuromorphic machines, able to learn from th... Neuromorphic computing applies concepts extracted from neuroscience to developdevices shaped like neural systems and achieve brain-like capacity and efficiency. Inthis way, neuromorphic machines, able to learn from the surrounding environmentto deduce abstract concepts and to make decisions, promise to start a technologicalrevolution transforming our society and our life. Current electronic implementationsof neuromorphic architectures are still far from competing with their biologicalcounterparts in terms of real-time information-processing capabilities, packingdensity and energy efficiency. A solution to this impasse is represented by theapplication of photonic principles to the neuromorphic domain creating in this waythe field of neuromorphic photonics. This new field combines the advantages ofphotonics and neuromorphic architectures to build systems with high efficiency,high interconnectivity and high information density, and paves the way to ultrafast,power efficient and low cost and complex signal processing. In this Perspective, wereview the rapid development of the neuromorphic computing field both in theelectronic and in the photonic domain focusing on the role and the applications ofmemristors. We discuss the need and the possibility to conceive a photonicmemristor and we offer a positive outlook on the challenges and opportunities forthe ambitious goal of realising the next generation of full-optical neuromorphichardware. 展开更多
关键词 Neuromorphic photonics Neuromorphic computing MEMRISTORS Photonic memristors Artificial intelligence Graphene oxide
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Liquid crystal-amplified optofluidic biosensor for ultra-highly sensitive and stable protein assay 被引量:8
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作者 Ziyihui Wang Yize Liu +8 位作者 Chaoyang Gong Zhiyi Yuan Liang Shen Pengxiang Chang Kun Liu Tianhua Xu Junfeng Jiang Yu-Cheng Chen Tiegen Liu photonix SCIE EI 2021年第1期170-185,共16页
Protein assays show great importance in medical research and disease diagnoses.Liquid crystals(LCs),as a branch of sensitive materials,offer promising applicability in the field of biosensing.Herein,we developed an ul... Protein assays show great importance in medical research and disease diagnoses.Liquid crystals(LCs),as a branch of sensitive materials,offer promising applicability in the field of biosensing.Herein,we developed an ultrasensitive biosensor for the detection of low-concentration protein molecules,employing LC-amplified optofluidic resonators.In this design,the orientation of LCs was disturbed by immobilized protein molecules through the reduction of the vertical anchoring force from the alignment layer.A biosensing platform based on the whispering-gallery mode(WGM)from the LC-amplified optofluidic resonator was developed and explored,in which the spectral wavelength shift was monitored as the sensing parameter.The microbubble structure provided a stable and reliable WGM resonator with a high Q factor for LCs.It is demonstrated that the wall thickness of the microbubble played a key role in enhancing the sensitivity of the LC-amplified WGM microcavity.It is also found that protein molecules coated on the internal surface of microbubble led to their interactions with laser beams and the orientation transition of LCs.Both effects amplified the target information and triggered a sensitive wavelength shift in WGM spectra.A detection limit of 1 fM for bovine serum albumin(BSA)was achieved to demonstrate the high-sensitivity of our sensing platform in protein assays.Compared to the detection using a conventional polarized optical microscope(POM),the sensitivity was improved by seven orders of magnitude.Furthermore,multiple types of proteins and specific biosensing were also investigated to verify the potential of LC-amplified optofluidic resonators in the biomolecular detection.Our studies indicate that LC-amplified optofluidic resonators offer a new solution for the ultrasensitive real-time biosensing and the characterization of biomolecular interactions. 展开更多
关键词 Liquid crystal BIOSENSOR Protein assay Whispering-gallery mode Microfluidic
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Realization of high aspect ratio metalenses by facile nanoimprint lithography using water-soluble stamps 被引量:7
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作者 Hojung Choi Joohoon Kim +8 位作者 Wonjoong Kim Junhwa Seong Chanwoong Park Minseok Choi Nakhyun Kim Jisung Ha Cheng-Wei Qiu Junsuk Rho Heon Lee photonix SCIE EI 2023年第1期382-392,共11页
Nanoimprint lithography(NIL)has attracted attention recently as a promising fabrication method for dielectric metalenses owing to its low cost and high throughput,however,high aspect ratio(HAR)nanostructures are requi... Nanoimprint lithography(NIL)has attracted attention recently as a promising fabrication method for dielectric metalenses owing to its low cost and high throughput,however,high aspect ratio(HAR)nanostructures are required to manipulate the full 2πphase of light.Conventional NIL using a hard-polydimethylsiloxane(h-PDMS)mold inevitably incurs shear stress on the nanostructures which is inversely proportional to the surface area parallel to the direction of detachment.Therefore,HAR structures are subjected to larger shear stresses,causing structural failure.Herein,we propose a novel wet etching NIL method with no detachment process to fabricate flawless HAR metalenses.The water-soluble replica mold is fabricated with polyvinyl alcohol(PVA)which is simpler than an h-PDMS mold,and the flexibility of the PVA mold is suitable for direct printing as its high tensile modulus allows high-resolution patterning of HAR metalenses.The diffraction-limited focusing of the printed metalenses demonstrates that it operates as an ideal lens in the visible regime.This method can potentially be used for manufacturing various nanophotonic devices that require HAR nanostructures at low cost and high throughput,facilitating commercialization. 展开更多
关键词 Nanoimprint lithography Wet etching Polyvinyl alcohol High fidelity nanofabrication High aspect ratio nanostructure Metalens
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