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Laser beam characteristic for laser resonators with diffraction optical elements 被引量:1
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作者 陆璇辉 黄凯凯 +2 位作者 薛大建 张蕾 何赛灵 《Chinese Optics Letters》 SCIE EI CAS CSCD 2003年第3期153-156,共4页
The matrix eigenvalue method is used to analyze a laser resonator composed of diffraction optical elements. The results show that this type of resonator can separate fundamental mode and high order modes effectively. ... The matrix eigenvalue method is used to analyze a laser resonator composed of diffraction optical elements. The results show that this type of resonator can separate fundamental mode and high order modes effectively. The output beams can be designed for different requests. 展开更多
关键词 MODE on BE of AS for Laser beam characteristic for laser resonators with diffraction optical elements with
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A single diffractive optical element implementing spectrum-splitting and beam-concentration functions simultaneously with high diffraction efficiency 被引量:2
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作者 叶佳声 王进泽 +3 位作者 黄庆礼 董碧珍 张岩 杨国桢 《Chinese Physics B》 SCIE EI CAS CSCD 2013年第3期44-49,共6页
In this paper,a novel method is proposed and employed to design a single diffractive optical element(DOE) for implementing spectrum-splitting and beam-concentration(SSBC) functions simultaneously.We develop an opt... In this paper,a novel method is proposed and employed to design a single diffractive optical element(DOE) for implementing spectrum-splitting and beam-concentration(SSBC) functions simultaneously.We develop an optimization algorithm,through which the SSBC DOE can be optimized within an arbitrary thickness range according to the limitations of modern photolithography technology.Theoretical simulation results reveal that the designed SSBC DOE has a high optical focusing efficiency.It is expected that the designed SSBC DOE should have practical applications in high-efficiency solar cell systems. 展开更多
关键词 diffractive optical element spectrum-splitting and beam-concentration functions thickness optimization algorithm solar cell systems
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Diffraction of an ultrashort pulsed beam with arbitrary polarization state from a volume holographic grating in LiNbO3 crystals
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作者 王春花 刘立人 +3 位作者 闫爱民 周煜 刘德安 胡志娟 《Chinese Physics B》 SCIE EI CAS CSCD 2007年第1期100-105,共6页
Based on a modified coupled wave theory of Kogelnik, we have studied the diffraction of an ultrashort pulsed beam with an arbitrary polarization state from a volume holographic grating in photorefractive LiNbO3 crysta... Based on a modified coupled wave theory of Kogelnik, we have studied the diffraction of an ultrashort pulsed beam with an arbitrary polarization state from a volume holographic grating in photorefractive LiNbO3 crystals. The results indicate that the diffracted intensity distributions in the spectral and temporal domains and the diffraction efficiency of the grating are both changed by the polarization state and spectral bandwidth of the input pulsed beam. A method is given of choosing the grating parameters and input conditions to obtain a large variation range of the spectral bandwidth of the diffracted pulsed beam with an appropriate diffraction efficiency. Our study presents a possibility of using a volume holographic grating recorded in anisotropic materials to shape a broadband ultrashort pulsed beam by modulating its polarization state. 展开更多
关键词 diffraction optics coupled wave theory volume holographic grating ultrashort pulsed beam
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Simple and universal method in designs of high-efficiency diffractive optical elements for spectrum separation and beam concentration 被引量:2
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作者 徐文琪 林冬风 +8 位作者 许信 叶佳声 王新柯 冯胜飞 孙文峰 韩鹏 张岩 孟庆波 杨国桢 《Chinese Physics B》 SCIE EI CAS CSCD 2017年第7期89-95,共7页
Diffractive optical elements(DOEs) with spectrum separation and beam concentration(SSBC) functions have important applications in solar cell systems. With the SSBC DOEs, the sunlight radiation is divided into seve... Diffractive optical elements(DOEs) with spectrum separation and beam concentration(SSBC) functions have important applications in solar cell systems. With the SSBC DOEs, the sunlight radiation is divided into several wave bands so as to be effectively absorbed by photovoltaic materials with different band gaps. A new method is proposed for designing high-efficiency SSBC DOEs, which is physically simple, numerically fast, and universally applicable. The SSBC DOEs are designed by the new design method, and their performances are analyzed by the Fresnel diffraction integral method.The new design method takes two advantages over the previous design method. Firstly, the optical focusing efficiency is heightened by up to 10%. Secondly, focal positions of all the designed wavelengths can be designated arbitrarily and independently. It is believed that the designed SSBC DOEs should have practical applications to solar cell systems. 展开更多
关键词 diffractive optical element spectrum separation and beam concentration optical focusing efficiency solar cell system
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A new distribution scheme of decryption keys used in optical verification system with multiple-wavelength information 被引量:2
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作者 牛春晖 张岩 顾本源 《Chinese Physics B》 SCIE EI CAS CSCD 2005年第10期1996-2003,共8页
A new distribution scheme of decryption keys used in optical verification systems is proposed. The encryption procedure is digitally implemented with the use of an iteration algorithm in computer. Three target images ... A new distribution scheme of decryption keys used in optical verification systems is proposed. The encryption procedure is digitally implemented with the use of an iteration algorithm in computer. Three target images corresponding to three wavelengths are encoded into three sets of phase-only masks (POMs) by a special distributing method. These three sets of POMs are assigned to three authorized users as the personal identification. A lensless optical system is used as the verification system. In the verification procedure, every two of the three authorized users can pass the verification procedure cooperatively, but only one user cannot do. Numerical simulation shows that the proposed distribution scheme of decryption keys not only can improve the security level of verification system, but also can bring convenience and flexibility for authorized users. 展开更多
关键词 optical encryption technique multiple-wavelength information diffractive optical system
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Realizing high photovoltaic efficiency with parallel multijunction solar cells based on spectrum-splitting and-concentrating diffractive optical element 被引量:1
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作者 王进泽 黄庆礼 +7 位作者 许信 全宝钢 罗建恒 张岩 叶佳声 李冬梅 孟庆波 杨国桢 《Chinese Physics B》 SCIE EI CAS CSCD 2015年第5期329-334,共6页
Based on the facts that multijunction solar cells can increase the efficiency and concentration can reduce the cost dramatically, a special design of parallel multijunction solar cells was presented. The design employ... Based on the facts that multijunction solar cells can increase the efficiency and concentration can reduce the cost dramatically, a special design of parallel multijunction solar cells was presented. The design employed a diffractive optical element (DOE) to split and concentrate the sunlight. A rainbow region and a zero-order diffraction region were generated on the output plane where solar cells with corresponding band gaps were placed. An analytical expression of the light intensity distribution on the output plane of the special DOE was deduced, and the limiting photovoltaic efficiency of such parallel multijunction solar ceils was obtained based on Shockley-Queisser's theory. An efficiency exceeding the Shockley--Queisser limit (33%) can be expected using multijunction solar cells consisting of separately fabricated subcells. The results provide an important alternative approach to realize high photovoltaic efficiency without the need for expensive epitaxial technology widely used in tandem solar cells, thus stimulating the research and application of high efficiency and low cost solar cells. 展开更多
关键词 diffractive optical element SPLIT CONCENTRATION MULTIJUNCTION
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Additive manufacturing of precision optics at micro and nanoscale 被引量:1
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作者 Abolfazl Zolfaghari Tiantong Chen Allen Y Yi 《International Journal of Extreme Manufacturing》 2019年第1期92-109,共18页
This review focuses on recent developments in additive manufacturing(AM)of precision optical devices,particularly devices consisting of components with critical features at the micro-and nanoscale.These include,but ar... This review focuses on recent developments in additive manufacturing(AM)of precision optical devices,particularly devices consisting of components with critical features at the micro-and nanoscale.These include,but are not limited to,microlenses,diffractive optical elements,and photonic devices.However,optical devices with large-size lenses and mirrors are not specifically included as this technology has not demonstrated feasibilities in that category.The review is roughly divided into two slightly separated topics,the first on meso-and microoptics and the second on optics with nanoscale features.Although AM of precision optics is still in its infancy with many unanswered questions,the references cited on this exciting topic demonstrate an enabling technology with almost unlimited possibilities.There are many high quality reviews of AM processes of non-optical components,hence they are not the focus of this review.The main purpose of this review is to start a conversion on optical fabrication based on information about 3D AM methods that has been made available to date,with an ultimate long-term goal of establishing new optical manufacturing methods that are low cost and highly precise with extreme flexibility. 展开更多
关键词 additive manufacturing precision optics MICROLENSES GRATINGS diffractive optical
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Linking Diffractive and Geometrical Optics Surface Scattering at a Fundamental Level 被引量:1
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作者 Christi Kay Madsen 《Optics and Photonics Journal》 2022年第1期1-17,共17页
Optical surface scattering analyses based on diffractive optics (DO) are typically applied to one surface;however, there is a need for simulating surface scattering losses for devices having many surface interactions ... Optical surface scattering analyses based on diffractive optics (DO) are typically applied to one surface;however, there is a need for simulating surface scattering losses for devices having many surface interactions such as light pipes. Light pipes are often simulated with geometric optics (GO) using ray tracing, where surface scattering is driven by the surface slope distribution. In the DO case, surface scattering analyses depend on the spatial frequency distribution and amplitude as well as wavelength, with the sinusoidal grating as a fundamental basis. A better understanding of the link, or transition, between DO and GO scattering domains would be helpful for efficiently incorporating scattering loss analyses into ray trace simulations. A formula for the root-mean-square (rms) scattered angle width of a sinusoidal reflection grating that depends only on the surface rms slope is derived from the nonparaxial scalar diffraction theory, thereby linking it to GO. The scatter angle’s mean and rms width are evaluated over a range of grating amplitudes and periods using scalar theory and full vector simulations from the COMSOL® wave optic module for a sinusoidal reflection grating. The conditions under which the diffraction-based solution closely approximates the GO solution, as predicted by the rms slope, are identified. Close agreement is shown between the DO and GO solutions for the same surface rms slope scattering loss due to angular filtering near the critical angle of a total internal reflection (TIR) glass-to-air interface. 展开更多
关键词 Diffractive optics Geometrical optics diffraction Gratings Surface Scattering Light Pipes
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Spectrum-Splitting Diffractive Optical Element of High Concentration Factor and High Optical Efficiency for Three-Junction Photovoltaics
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作者 林冬风 全保刚 +8 位作者 张秋琳 张东香 许信 叶佳声 张岩 李冬梅 孟庆波 潘丽 杨国桢 《Chinese Physics Letters》 SCIE CAS CSCD 2016年第9期64-67,共4页
A spectrum-splitting and beam-concentrating (SSBC) diffractive optical element (DOE) for three-junction pho- tovoltaics (PV) system is designed and fabricated by five-circ/e micro-fabrication. The incident solar... A spectrum-splitting and beam-concentrating (SSBC) diffractive optical element (DOE) for three-junction pho- tovoltaics (PV) system is designed and fabricated by five-circ/e micro-fabrication. The incident solar light is efficiently split into three sub-spectrum ranges and strongly concentrated on the focal plane, which can be di- rectly utilized by suitable spectrum-matching solar cells. The system concentration factor reaches 12x. Moreover, the designed wavelengths (450nm, 550nm and 65Onto) are spatially distributed on the focal plane, in good agree- ment with the theoretical results. The average optical effic/ency of all the cells over the three designed wavelengths is 60.07%. The SSBC DOE with a high concentration factor and a high optical efficiency provides a cost-effective approach to achieve higher PV conversion efficieneies. 展开更多
关键词 of on it Spectrum-Splitting Diffractive optical Element of High Concentration Factor and High optical Efficiency for Three-Junction Photovoltaics is in for DOE been
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Design optimization of highly efficient spectrum-splitting and beam-concentrating diffractive optical element for lateral multijunction solar cells
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作者 王进泽 叶佳声 +4 位作者 黄庆礼 许信 李冬梅 孟庆波 杨国桢 《Chinese Physics B》 SCIE EI CAS CSCD 2014年第4期319-323,共5页
Two improved algorithms are proposed to extend a diffractive optical element (DOE) to work under the broad spec- trum of sunlight. An optimum design has been found for the DOE, with a weighted average optical effici... Two improved algorithms are proposed to extend a diffractive optical element (DOE) to work under the broad spec- trum of sunlight. An optimum design has been found for the DOE, with a weighted average optical efficiency of about 6.8% better than that of the previous design. The optimization of designing high optical efficiency DOEs will pave the way for future designs of high-efficiency, low-cost lateral multijunction solar cells based on such a DOE. 展开更多
关键词 thickness optimization solar cell SPLIT CONCENTRATION diffractive optical element
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Subwavelength Diffractive Optical Elements
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作者 金国藩 《光学与光电技术》 2006年第5期21-28,共8页
1 Introduction 1.1 Advantages of DOE 1)High diffraction efficiency; 2)Dispersive; 3)More selectivity of designing parameters; 4)More selectivity of primary materials; 5)Can make components miniature,forming array and ... 1 Introduction 1.1 Advantages of DOE 1)High diffraction efficiency; 2)Dispersive; 3)More selectivity of designing parameters; 4)More selectivity of primary materials; 5)Can make components miniature,forming array and integration. 1.2 1.3 megapixel triplet plastic mobile 展开更多
关键词 Design FDTD Subwavelength Diffractive optical Elements PBS LENGTH DOE TARGET
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Optical Emission Spectroscopic Study During the Evaporation of Aluminium in the Thermal Plasma Reactor
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作者 I.BANERJEE N.V.KULKARNI +3 位作者 S.KARMAKER V.L.MATHE S.V.BHORASKAR A.K.DAS 《Plasma Science and Technology》 SCIE EI CAS CSCD 2010年第1期27-30,共4页
The oxidation of aluminium was studied using optical emission spectroscopy (OES) during the evaporation of aluminium in traces of oxygen in a thermal plasma reactor. The ratio of the measured line intensities of Al-... The oxidation of aluminium was studied using optical emission spectroscopy (OES) during the evaporation of aluminium in traces of oxygen in a thermal plasma reactor. The ratio of the measured line intensities of Al-O with that of Al follows the exact trend as of that obtained from the corresponding line intensities in X-ray diffraction spectra of the synthesized samples. In this paper the inherent capacity of emission spectroscopy in evaluating the growth processes under plasma induced reactions is presented. 展开更多
关键词 thermal plasma reactor aluminium OXIDATION optical emission spectroscopy X-ray diffraction
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Design of refractive/diffractive hybrid optical elements for beam shaping with large diffraction pattern 被引量:3
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作者 曲卫东 顾华荣 谭峭峰 《Chinese Optics Letters》 SCIE EI CAS CSCD 2016年第3期64-67,共4页
Diffractive optics is an important technique for beam shaping with high light efficiency and strong diffraction pattern flexibility. Since the diffraction angle is limited by the unit size of the diffractive optical e... Diffractive optics is an important technique for beam shaping with high light efficiency and strong diffraction pattern flexibility. Since the diffraction angle is limited by the unit size of the diffractive optical element (DOE), the size of the required diffraction pattern is always rather small. In this Letter, refractive/diffractive hybrid optical elements (RDHOEs) consisting of a DOE and a lens are used to realize beam shaping for a large diffraction pattern. The lens, as the component of the RDHOEs, can not only be concave but also convex, and the double sampling Fresnel diffraction algorithm is developed for the design of these two types of RDHOEs. The simulation and experimental results provide solid evidence to demonstrate the proposed method with the pure phase spatial light modulator. 展开更多
关键词 diffraction patterns Diffractive optical elements INTERFEROMETRY Lenses LIGHT Light modulators
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Phase zone photon sieve 被引量:2
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作者 贾佳 谢常青 《Chinese Physics B》 SCIE EI CAS CSCD 2009年第1期183-188,共6页
A novel diffractive optical element, named phase zone photon sieve (PZPS), is presented. There are three kinds of phase plates in PZPSs: PZPS1, PZPS2, and PZPS3. Each of the PZPSs has its own structure and is made ... A novel diffractive optical element, named phase zone photon sieve (PZPS), is presented. There are three kinds of phase plates in PZPSs: PZPS1, PZPS2, and PZPS3. Each of the PZPSs has its own structure and is made on quartz substrate by etching. The three PZPSs have stronger diffraction peak intensity than a photon sieve (PS) when the margin pinhole and zone line width are kept the same. The PZPS3 can produce a smaller central diffractive spot than the ordinary PS with the same number of zones on the Fresnel zone plate. We have given the design method for and the simulation of PZPS and PS. PZPS has potential applications in optical maskless lithography. 展开更多
关键词 photon sieve Fresnel zone plate diffractive optics
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Fresnel incoherent correlation holography with single camera shot 被引量:2
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作者 Anand Vijayakumar Tomas Katkus +4 位作者 Stefan Lundgaard Denver P.Linklater Elena P.Ivanova Soon Hock Ng Saulius Juodkazis 《Opto-Electronic Advances》 2020年第8期12-22,共11页
Fresnel incoherent correlation holography(FINCH)is a self-interference based super-resolution three-dimensional imaging technique.FINCH in inline configuration requires an active phase modulator to record at least thr... Fresnel incoherent correlation holography(FINCH)is a self-interference based super-resolution three-dimensional imaging technique.FINCH in inline configuration requires an active phase modulator to record at least three phase-shifted camera shots to reconstruct objects without twin image and bias terms.In this study,FINCH is realized using a randomly multiplexed bifocal binary diffractive Fresnel zone lenses fabricated using electron beam lithography.The object space is calibrated by axially scanning a point object along the optical axis and recording the corresponding point spread holograms(PSHs).An object is mounted within the calibrated object space,and the object hologram was recorded under identical experimental conditions used for recording the PSHs.The image of the object at different depths was reconstructed by a cross-correlation between the object hologram and the PSHs.Application potential including bio-medical optics is discussed. 展开更多
关键词 IMAGING HOLOGRAPHY CORRELATION three-dimensional imaging diffractive optics
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Multifunctional metasurface:from extraordinary optical transmission to extraordinary optical diffraction in a single structure 被引量:6
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作者 ZILAN DENG YAOYU CAO +1 位作者 XIANGPING LI GUOPING WANG 《Photonics Research》 SCIE EI 2018年第5期443-450,共8页
We show that a metasurface composed of a subwavelength metallic slit array embedded in an asymmetric dielectric environment can exhibit either extraordinary optical transmission(EOT) or extraordinary optical diffracti... We show that a metasurface composed of a subwavelength metallic slit array embedded in an asymmetric dielectric environment can exhibit either extraordinary optical transmission(EOT) or extraordinary optical diffraction(EOD). The cascaded refractive indices of the dielectrics can leverage multiple decaying passages into variant subsections with different diffraction order combinations according to the diffraction order chart in the k-vector space, providing a flexible mean to tailor resonance decaying pathways of the metallic slit cavity mode by changing the wavevector of the incident light. As a result, either the zeroth transmission or-1 st reflection efficiencies can be enhanced to near unity by the excitation of the localized slit cavity mode, leading to either EOT or EOD in a single structure, depending on the illumination angle. Based on this appealing feature, a multifunctional metasurface that can switch its functionality between transmission filter, mirror, and off-axis lens is demonstrated. Our findings provide a convenient way to construct multifunctional miniaturized optical components on a single planar device. 展开更多
关键词 Multifunctional metasurface:from extraordinary optical transmission to extraordinary optical diffraction in a single structure EOT
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Zone plate design for generating annular-focused beams 被引量:1
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作者 陈勇 魏来 +3 位作者 张强强 范全平 杨祖华 曹磊峰 《Chinese Physics B》 SCIE EI CAS CSCD 2020年第10期250-254,共5页
Annular-focused beams have attracted attention because of their novel properties and applications in optical trapping, high resolution microscopy, and laser-induced periodic surface structuring. Generation of this bea... Annular-focused beams have attracted attention because of their novel properties and applications in optical trapping, high resolution microscopy, and laser-induced periodic surface structuring. Generation of this beam is very important and necessary. In this article, a novel design of zone plate for forming the annular-focused beams is proposed. The design principle is introduced, and the characteristics of zone plate are analyzed by numerical simulation. The result shows that the zone plate can form a monochromatic ring-shaped intensity distribution in the focal plane. And the design method is also generally suitable for designing the other optical elements to generate the annular-focused beams. 展开更多
关键词 zone plate diffractive optical elements annular focused beam laser-induced periolic surface structuring
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RECENT PROGRESS IN MULTIFOCAL MULTIPHOTON MICROSCOPY 被引量:1
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作者 JUNLE QU LIXIN LIU +2 位作者 YONGHONG SHAO HANBEN NIU BRUCE Z.GAO 《Journal of Innovative Optical Health Sciences》 SCIE EI CAS 2012年第3期41-48,共8页
Multifocal multiphoton microscopy(MMM)has recently become an important tool in biomedicine for performing three-dimensional fastfluorescence imaging.Using various beamsplitting techniques,MMM splits the near-infrared ... Multifocal multiphoton microscopy(MMM)has recently become an important tool in biomedicine for performing three-dimensional fastfluorescence imaging.Using various beamsplitting techniques,MMM splits the near-infrared laser beam into multiple beamlets and produces a multifocal array on the sample for parallel multiphoton excitation and then recordsfluorescence signal from all foci simultaneously with an area array detector,which significantly improves the imaging speed of multiphoton microscopy and allows for high efficiency in use of the excitation light.In this paper,we discuss the features of several MMM setups using different beamsplitting devices,including a Nipkow spinning disk,a microlens array,a set of beamsplitting mirrors,or a diffractive optical element(DOE).In particular,we present our recent work on the development of an MMM using a spatial light modulator(SLM). 展开更多
关键词 Multifocal multiphoton microscopy(MMM) microlens array beamsplitter diffractive optical element(DOE) spatial light modulator(SLM)
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Massively parallel universal linear transformations using a wavelength-multiplexed diffractive optical network 被引量:3
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作者 Jingxi Li Tianyi Gan +3 位作者 Bijie Bai Yi Luo Mona Jarrahi Aydogan Ozcan 《Advanced Photonics》 SCIE EI CAS CSCD 2023年第1期27-49,共23页
Large-scale linear operations are the cornerstone for performing complex computational tasks.Using optical computing to perform linear transformations offers potential advantages in terms of speed,parallelism,and scal... Large-scale linear operations are the cornerstone for performing complex computational tasks.Using optical computing to perform linear transformations offers potential advantages in terms of speed,parallelism,and scalability.Previously,the design of successive spatially engineered diffractive surfaces forming an optical network was demonstrated to perform statistical inference and compute an arbitrary complex-valued linear transformation using narrowband illumination.We report deep-learning-based design of a massively parallel broadband diffractive neural network for all-optically performing a large group of arbitrarily selected,complex-valued linear transformations between an input and output field of view,each with Ni and No pixels,respectively.This broadband diffractive processor is composed of Nw wavelength channels,each of which is uniquely assigned to a distinct target transformation;a large set of arbitrarily selected linear transformations can be individually performed through the same diffractive network at different illumination wavelengths,either simultaneously or sequentially(wavelength scanning).We demonstrate that such a broadband diffractive network,regardless of its material dispersion,can successfully approximate Nw unique complex-valued linear transforms with a negligible error when the number of diffractive neurons(N)in its design is≥2NwNiNo.We further report that the spectral multiplexing capability can be increased by increasing N;our numerical analyses confirm these conclusions for Nw>180 and indicate that it can further increase to Nw∼2000,depending on the upper bound of the approximation error.Massively parallel,wavelength-multiplexed diffractive networks will be useful for designing highthroughput intelligent machine-vision systems and hyperspectral processors that can perform statistical inference and analyze objects/scenes with unique spectral properties. 展开更多
关键词 optical neural network deep learning diffractive optical network wavelength multiplexing optical computing
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Integrated diffractive optical neural network with space-time interleaving 被引量:1
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作者 符庭钊 黄禹尧 +4 位作者 孙润 黄泓皓 刘文灿 杨四刚 陈宏伟 《Chinese Optics Letters》 SCIE EI CAS CSCD 2023年第9期84-90,共7页
Integrated diffractive optical neural networks(DONNs)have significant potential for complex machine learning tasks with high speed and ultralow energy consumption.However,the on-chip implementation of a high-performan... Integrated diffractive optical neural networks(DONNs)have significant potential for complex machine learning tasks with high speed and ultralow energy consumption.However,the on-chip implementation of a high-performance optical neural network is limited by input dimensions.In contrast to existing photonic neural networks,a space-time interleaving technology based on arrayed waveguides is designed to realize an on-chip DONN with high-speed,high-dimensional,and all-optical input signal modulation.To demonstrate the performance of the on-chip DONN with high-speed space-time interleaving modulation,an on-chip DONN with a designed footprint of 0.0945 mm~2is proposed to resolve the vowel recognition task,reaching a computation speed of about 1.4×10^(13)operations per second and yielding an accuracy of 98.3%in numerical calculation.In addition,the function of the specially designed arrayed waveguides for realizing parallel signal inputs using space-time conversion has been verified experimentally.This method can realize the on-chip DONN with higher input dimension and lower energy consumption. 展开更多
关键词 integrated diffractive optical neural networks machine learning arrayed waveguides
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