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Symmetric silicon microring resonator optical crossbar array for accelerated inference and training in deep learning 用于深度学习中加速推理和训练的对称硅微栅谐振器光交叉棒阵列
IF 7.6 1区 物理与天体物理 Q1 OPTICS Pub Date : 2024-05-23 DOI: 10.1364/prj.520518
Rui Tang, Shuhei Ohno, Ken Tanizawa, Kazuhiro Ikeda, Makoto Okano, Kasidit Toprasertpong, Shinichi Takagi, Mitsuru Takenaka
Photonic integrated circuits are emerging as a promising platform for accelerating matrix multiplications in deep learning, leveraging the inherent parallel nature of light. Although various schemes have been proposed and demonstrated to realize such photonic matrix accelerators, the in situ training of artificial neural networks using photonic accelerators remains challenging due to the difficulty of direct on-chip backpropagation on a photonic chip. In this work, we propose a silicon microring resonator (MRR) optical crossbar array with a symmetric structure that allows for simple on-chip backpropagation, potentially enabling the acceleration of both the inference and training phases of deep learning. We demonstrate a 4×4 circuit on a Si-on-insulator platform and use it to perform inference tasks of a simple neural network for classifying iris flowers, achieving a classification accuracy of 93.3%. Subsequently, we train the neural network using simulated on-chip backpropagation and achieve an accuracy of 91.1% in the same inference task after training. Furthermore, we simulate a convolutional neural network for handwritten digit recognition, using a 9×9 MRR crossbar array to perform the convolution operations. This work contributes to the realization of compact and energy-efficient photonic accelerators for deep learning.
利用光固有的并行特性,光子集成电路正在成为深度学习中加速矩阵乘法的一个前景广阔的平台。虽然已经提出并演示了各种实现这种光子矩阵加速器的方案,但由于在光子芯片上直接进行片上反向传播存在困难,因此使用光子加速器对人工神经网络进行原位训练仍然具有挑战性。在这项工作中,我们提出了一种具有对称结构的硅微扰谐振器(MRR)光交叉棒阵列,它可以实现简单的片上反向传播,从而有可能加速深度学习的推理和训练阶段。我们在硅-绝缘体平台上演示了 4×4 电路,并用它来执行简单神经网络的推理任务,对虹膜花进行分类,分类准确率达到 93.3%。随后,我们使用模拟片上反向传播训练神经网络,训练后在相同推理任务中的准确率达到 91.1%。此外,我们还模拟了一个用于手写数字识别的卷积神经网络,使用 9×9 MRR 交叉条阵执行卷积运算。这项工作有助于实现用于深度学习的紧凑型高能效光子加速器。
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引用次数: 0
Twenty-nine million intrinsic Q-factor monolithic microresonators on thin-film lithium niobate 铌酸锂薄膜上的 2,900 万个本征 Q 因子单片微谐振器
IF 7.6 1区 物理与天体物理 Q1 OPTICS Pub Date : 2024-05-21 DOI: 10.1364/prj.521172
Xinrui Zhu, Yaowen Hu, Shengyuan Lu, Hana K. Warner, Xudong Li, Yunxiang Song, Letícia Magalhães, Amirhassan Shams-Ansari, Andrea Cordaro, Neil Sinclair, Marko Lončar
The recent emergence of thin-film lithium niobate (TFLN) has extended the landscape of integrated photonics. This has been enabled by the commercialization of TFLN wafers and advanced nanofabrication of TFLN such as high-quality dry etching. However, fabrication imperfections still limit the propagation loss to a few dB/m, restricting the impact of this platform. Here, we demonstrate TFLN microresonators with a record-high intrinsic quality (Q) factor of twenty-nine million, corresponding to an ultra-low propagation loss of 1.3 dB/m. We present spectral analysis and the statistical distribution of Q factors across different resonator geometries. Our work pushes the fabrication limits of TFLN photonics to achieve a Q factor within 1 order of magnitude of the material limit.
最近出现的薄膜铌酸锂(TFLN)扩展了集成光子学的领域。这得益于 TFLN 晶圆的商业化和先进的 TFLN 纳米制造技术(如高质量干法蚀刻)。然而,制造缺陷仍将传播损耗限制在几 dB/m,限制了这一平台的影响力。在此,我们展示了 TFLN 微谐振器,其内在质量(Q)因子达到创纪录的 2,900 万,相当于 1.3 dB/m 的超低传播损耗。我们介绍了不同谐振器几何形状的频谱分析和 Q 因子的统计分布。我们的工作突破了 TFLN 光子技术的制造极限,使 Q 因子达到了材料极限的 1 个数量级。
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引用次数: 0
Liquid crystal immunosensors for the selective detection of Escherichia coli with a fast analysis tool 利用快速分析工具选择性检测大肠杆菌的液晶免疫传感器
IF 7.6 1区 物理与天体物理 Q1 OPTICS Pub Date : 2024-04-29 DOI: 10.1364/prj.524660
Sandro C. Oliveira, Maria S. Soares, Bárbara V. Gonçalves, Andreia C. M. Rodrigues, Amadeu M. V. M. Soares, Rita G. Sobral, Nuno F. Santos, Jan Nedoma, Pedro L. Almeida, Carlos Marques
The consumption of contaminated food may cause serious illnesses, and traditional methods to detect Escherichia coli are still associated with long waiting times and high costs given the necessity to transport samples to specialized laboratories. There is a need to develop new technologies that allow cheap, fast, and direct monitoring at the site of interest. Thus, in this work, we developed optical immunosensors for the selective detection of E. coli, based on liquid crystal technology, whose molecules can align in different manners depending on the boundary conditions (such as substrates) as well as the environment that they experience. Each glass substrate was functionalized with anti-E. coli antibody using cysteamine as an intermediate, and a vertical alignment was imposed on the liquid crystal molecules by using DMOAP during functionalization. The presence of bacteria disrupts the alignment of the liquid crystal molecules, changing the intensity of light emerging between cross polarizers, measured using a polarized optical microscope and a monochromator. It was possible to detect E. coli in suspensions in the concentration range from 2.8 cells/mL to 2.8×109 cells/mL. Selectivity was also evaluated, and the sensors were used to analyze contaminated water samples. A prototype was developed to allow faster, in-situ, and easier analysis avoiding bulky instruments.
食用受污染的食物可能会导致严重的疾病,而检测大肠杆菌的传统方法仍然需要等待很长时间,而且由于必须将样本运送到专门的实验室,成本很高。有必要开发新技术,以便在相关地点进行廉价、快速和直接的监测。因此,在这项工作中,我们基于液晶技术开发了用于选择性检测大肠杆菌的光学免疫传感器,其分子可以根据边界条件(如基板)以及它们所经历的环境以不同的方式排列。以半胱胺为中间体,用抗大肠杆菌抗体对每块玻璃基板进行功能化,并在功能化过程中使用 DMOAP 对液晶分子进行垂直排列。细菌的存在破坏了液晶分子的排列,改变了交叉偏振器之间出现的光强度。在浓度范围为 2.8 cells/mL 至 2.8×109 cells/mL 的悬浮液中,可以检测到大肠杆菌。还对选择性进行了评估,并将传感器用于分析受污染的水样。开发出的原型可以更快、更方便地进行现场分析,避免使用笨重的仪器。
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引用次数: 0
Tunable polarization holographic gratings obtained by varying the ratio of intensities of the recording beams 通过改变记录光束的强度比获得可调谐偏振全息光栅
IF 7.6 1区 物理与天体物理 Q1 OPTICS Pub Date : 2024-04-01 DOI: 10.1364/prj.502730
Hong Chen, Ziyao Lyu, and Changshun Wang
Polarization holography has been extensively applied in many fields, such as optical science, metrology, and biochemistry, due to its property of polarization modulation. However, the modulated polarization state of diffracted light corresponds strictly to that of incident light one by one. Here, a kind of tunable polarization holographic grating has been designed in terms of Jones matrices, and intensity-based polarization manipulation has been realized experimentally. The proposed tunable polarization holographic grating is recorded on an azobenzene liquid-crystalline film by a pair of coherent light beams with orthogonal polarization states and asymmetrically controlled intensities. It is found that the diffracted light can be actively manipulated from linearly to circularly polarized based on the light intensity of the recording holographic field when the polarization state of incident light keeps constant. Our work could enrich the field of light manipulation and holography.
偏振全息技术因其偏振调制特性而被广泛应用于光学科学、计量学和生物化学等诸多领域。然而,衍射光的调制偏振态与入射光的偏振态严格一一对应。在此,我们根据琼斯矩阵设计了一种可调谐偏振全息光栅,并在实验中实现了基于强度的偏振操控。通过一对具有正交偏振态和非对称控制强度的相干光束,在偶氮苯液晶膜上记录了所提出的可调谐偏振全息光栅。研究发现,当入射光的偏振态保持不变时,衍射光可以根据记录全息场的光强主动地从线偏振到圆偏振。我们的工作可以丰富光操纵和全息领域。
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引用次数: 0
Broadband high-efficiency plasmonic metalens with negative dispersion characteristic 具有负色散特性的宽带高效等离子金属膜
IF 7.6 1区 物理与天体物理 Q1 OPTICS Pub Date : 2024-04-01 DOI: 10.1364/prj.513990
Yong-Qiang Liu, Yong Zhu, Hongcheng Yin, Jinhai Sun, Yan Wang, and Yongxing Che
Controlling the dispersion characteristic of metasurfaces (or metalenses) along a broad bandwidth is of great importance to develop high-performance broadband metadevices. Different from traditional lenses that rely on the material refractive index along the light trajectory, metasurfaces or metalenses provide a new regime of dispersion control via a sub-wavelength metastructure, which is known as negative chromatic dispersion. However, broadband metalenses design with high-performance focusing especially with a reduced device dimension is a significant challenge in society. Here, we design, fabricate, and demonstrate a broadband high-performance diffractive-type plasmonic metalens based on a circular split-ring resonator metasurface with a relative working bandwidth of 28.6%. The metalens thickness is only 0.09λ0 (λ0 is at the central wavelength), which is much thinner than previous broadband all-dielectric metalenses. The full-wave simulation results show that both high transmissive efficiency above 80% (the maximum is even above 90%) and high average focusing efficiency above 45% (the maximum is 56%) are achieved within the entire working bandwidth of 9–12 GHz. Moreover, an average high numerical aperture of 0.7 (NA=0.7) of high-efficiency microwave metalens is obtained in the simulations. The broadband high-performance metalens is also fabricated and experimental measurements verify its much higher average focusing efficiency of 55% (the maximum is above 65% within the broad bandwidth) and a moderate high NA of 0.6. The proposed plasmonic metalens can facilitate the development of wavelength-dependent broadband diffractive devices and is also meaningful to further studies on arbitrary dispersion control in diffractive optics based on plasmonic metasurfaces.
控制超表面(或金属透镜)在宽带上的色散特性,对于开发高性能宽带元器件具有重要意义。与依靠材料折射率控制光轨迹的传统透镜不同,元表面或金属透镜通过亚波长元结构提供了一种新的色散控制机制,即负色散。然而,如何设计出具有高性能聚焦功能的宽带金属透镜,尤其是缩小器件尺寸,是当今社会面临的一项重大挑战。在此,我们设计、制造并演示了一种基于圆形劈环式谐振器元表面的宽带高性能衍射型等离子体金属膜,其相对工作带宽为 28.6%。金属膜厚度仅为 0.09λ00.09λ0(λ0λ0 为中心波长),比以往的宽带全介质金属膜薄得多。全波仿真结果表明,在 9-12 GHz 的整个工作带宽内,都实现了高于 80% 的高透射效率(最大值甚至超过 90%)和高于 45% 的高平均聚焦效率(最大值为 56%)。此外,模拟还得到了平均数值孔径为 0.7(NA=0.7NA=0.7)的高效微波金属膜。宽带高性能金属膜也已制作完成,实验测量证实其平均聚焦效率高达 55%(在宽带范围内最大值超过 65%),且 NA 值适中偏高,达到 0.6。所提出的等离子体金属膜有助于开发波长相关的宽带衍射器件,对进一步研究基于等离子体元表面的衍射光学中的任意色散控制也很有意义。
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引用次数: 0
Aberration correction for deformable-mirror-based remote focusing enables high-accuracy whole-cell super-resolution imaging 为基于可变形镜的远程聚焦进行像差校正,实现高精度全细胞超分辨率成像
IF 7.6 1区 物理与天体物理 Q1 OPTICS Pub Date : 2024-04-01 DOI: 10.1364/prj.514414
Wei Shi, Yingchuan He, Jianlin Wang, Lulu Zhou, Jianwei Chen, Liwei Zhou, Zeyu Xi, Zhen Wang, Ke Fang, and Yiming Li
Single-molecule localization microscopy (SMLM) enables three-dimensional (3D) investigation of nanoscale structures in biological samples, offering unique insights into their organization. However, traditional 3D super-resolution microscopy using high numerical aperture (NA) objectives is limited by imaging depth of field (DOF), restricting their practical application to relatively thin biological samples. Here, we developed a unified solution for thick sample super-resolution imaging using a deformable mirror (DM) which served for fast remote focusing, optimized point spread function (PSF) engineering, and accurate aberration correction. By effectively correcting the system aberrations introduced during remote focusing and sample aberrations at different imaging depths, we achieved high-accuracy, large DOF imaging (8 μm) of the whole-cell organelles [i.e., nuclear pore complex (NPC), microtubules, and mitochondria] with a nearly uniform resolution of approximately 35 nm across the entire cellular volume.
单分子定位显微镜(SMLM)可对生物样品中的纳米级结构进行三维(3D)研究,为了解生物样品的组织结构提供独特的视角。然而,使用高数值孔径(NA)物镜的传统三维超分辨显微镜受到成像景深(DOF)的限制,其实际应用仅限于相对较薄的生物样品。在这里,我们利用可变形镜(DM)为厚样本超分辨成像开发了一种统一的解决方案,可用于快速远程聚焦、优化点扩散函数(PSF)工程和精确像差校正。通过有效校正远程聚焦过程中引入的系统像差和不同成像深度的样本像差,我们实现了整个细胞器(即核孔复合体(NPC)、微管和线粒体)的高精度、大 DOF 成像(∼8 μm∼8 μm),整个细胞体积的分辨率几乎一致,约为 35 nm。
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引用次数: 0
High-speed impulsive stimulated Brillouin microscopy 高速脉冲刺激布里渊显微镜
IF 7.6 1区 物理与天体物理 Q1 OPTICS Pub Date : 2024-03-25 DOI: 10.1364/prj.509922
Jiarui Li, Taoran Le, Hongyuan Zhang, Haoyun Wei, and Yan Li
Brillouin microscopy, which maps the elastic modulus from the frequency shift of scattered light, has evolved to a faster speed for the investigation of rapid biomechanical changes. Impulsive stimulated Brillouin scattering (ISBS) spectroscopy has the potential to speed up measurement through the resonant amplification interaction from pulsed excitation and time-domain continuous detection. However, significant progress has not been achieved due to the limitation in signal-to-noise ratio (SNR) and the corresponding need for excessive averaging to maintain high spectral precision. Moreover, the limited spatial resolution also hinders its application in mechanical imaging. Here, by scrutinizing the SNR model, we design a high-speed ISBS microscope through multi-parameter optimization including phase, reference power, and acquisition time. Leveraging this, with the further assistance of the Matrix Pencil method for data processing, three-dimensional mechanical images are mapped under multiple contrast mechanisms for a millimeter-scale polydimethylsiloxane pattern immersed in methanol, enabling the identification of these two transparent materials without any contact or labeling. Our experimental results demonstrate the capability to maintain high spectral precision and resolution at a sub-millisecond integration time for one pixel. With a two-order improvement in the speed and a tenfold improvement in the spatial resolution over the state-of-the-art systems, this method makes it possible for ISBS microscopes to sensitively investigate rapid mechanical changes in time and space.
布里渊显微镜通过散射光的频移绘制弹性模量图,已发展到更快的速度,用于研究快速的生物力学变化。脉冲激发布里渊散射(ISBS)光谱法通过脉冲激发和时域连续检测的共振放大相互作用,有可能加快测量速度。然而,由于信噪比(SNR)的限制,以及为保持高光谱精度而需要过度平均的相应需求,该技术尚未取得重大进展。此外,有限的空间分辨率也阻碍了其在机械成像中的应用。在此,我们通过对信噪比模型的仔细研究,对相位、参考功率和采集时间等多参数进行优化,设计出一种高速 ISBS 显微镜。在此基础上,我们进一步利用矩阵铅笔方法进行数据处理,在多种对比机制下绘制出了浸入甲醇中的毫米级聚二甲基硅氧烷图案的三维机械图像,从而无需任何接触或标记即可识别这两种透明材料。我们的实验结果表明,在一个像素的亚毫秒积分时间内,能够保持较高的光谱精度和分辨率。与最先进的系统相比,这种方法的速度提高了两个等级,空间分辨率提高了十倍,使 ISBS 显微镜能够灵敏地研究时间和空间的快速机械变化。
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引用次数: 0
Frequency-comb-linearized, widely tunable lasers for coherent ranging 用于相干测距的梳状线性化宽调谐激光器
IF 7.6 1区 物理与天体物理 Q1 OPTICS Pub Date : 2024-03-18 DOI: 10.1364/prj.510795
Baoqi Shi, Yi-Han Luo, Wei Sun, Yue Hu, Jinbao Long, Xue Bai, Anting Wang, and Junqiu Liu
Tunable lasers, with the ability to continuously vary their emission wavelengths, have found widespread applications across various fields such as biomedical imaging, coherent ranging, optical communications, and spectroscopy. In these applications, a wide chirp range is advantageous for large spectral coverage and high frequency resolution. Besides, the frequency accuracy and precision also depend critically on the chirp linearity of the laser. While extensive efforts have been made on the development of many kinds of frequency-agile, widely tunable, narrow-linewidth lasers, wideband yet precise methods to characterize and linearize laser chirp dynamics are also demanded. Here we present an approach to characterize laser chirp dynamics using an optical frequency comb. The instantaneous laser frequency is tracked over terahertz bandwidth at 1 MHz intervals. Using this approach we calibrate the chirp performance of 12 tunable lasers from Toptica, Santec, New Focus, EXFO, and NKT that are commonly used in fiber optics and integrated photonics. In addition, with acquired knowledge of laser chirp dynamics, we demonstrate a simple frequency-linearization scheme that enables coherent ranging without any optical or electronic linearization unit. Our approach not only presents novel wideband, high-resolution laser spectroscopy, but is also critical for sensing applications with ever-increasing requirements on performance.
可调谐激光器能够连续改变其发射波长,在生物医学成像、相干测距、光通信和光谱学等各个领域得到了广泛应用。在这些应用中,较宽的啁啾范围有利于实现较大的光谱覆盖范围和较高的频率分辨率。此外,频率精度和准确度还在很大程度上取决于激光器的啁啾线性度。在大力发展多种频率灵活、可调谐范围广、线宽窄的激光器的同时,人们也需要宽带但精确的方法来表征激光啁啾动态并使其线性化。在此,我们介绍一种利用光学频率梳表征激光啁啾动态的方法。在太赫兹带宽上以 1 MHz 的间隔跟踪激光瞬时频率。利用这种方法,我们校准了 Toptica、Santec、New Focus、EXFO 和 NKT 等公司生产的 12 种可调谐激光器的啁啾性能,这些激光器常用于光纤和集成光子学领域。此外,利用已掌握的激光啁啾动态知识,我们展示了一种简单的频率线性化方案,无需任何光学或电子线性化单元即可实现相干测距。我们的方法不仅提供了新颖的宽带、高分辨率激光光谱学,而且对于性能要求不断提高的传感应用也至关重要。
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引用次数: 0
Deep learning-based optical aberration estimation enables offline digital adaptive optics and super-resolution imaging 基于深度学习的光学像差估计可实现离线数字自适应光学和超分辨率成像
IF 7.6 1区 物理与天体物理 Q1 OPTICS Pub Date : 2024-03-01 DOI: 10.1364/prj.506778
Chang Qiao, Haoyu Chen, Run Wang, Tao Jiang, Yuwang Wang, and Dong Li
Optical aberrations degrade the performance of fluorescence microscopy. Conventional adaptive optics (AO) leverages specific devices, such as the Shack–Hartmann wavefront sensor and deformable mirror, to measure and correct optical aberrations. However, conventional AO requires either additional hardware or a more complicated imaging procedure, resulting in higher cost or a lower acquisition speed. In this study, we proposed a novel space-frequency encoding network (SFE-Net) that can directly estimate the aberrated point spread functions (PSFs) from biological images, enabling fast optical aberration estimation with high accuracy without engaging extra optics and image acquisition. We showed that with the estimated PSFs, the optical aberration can be computationally removed by the deconvolution algorithm. Furthermore, to fully exploit the benefits of SFE-Net, we incorporated the estimated PSF with neural network architecture design to devise an aberration-aware deep-learning super-resolution model, dubbed SFT-DFCAN. We demonstrated that the combination of SFE-Net and SFT-DFCAN enables instant digital AO and optical aberration-aware super-resolution reconstruction for live-cell imaging.
光学像差会降低荧光显微镜的性能。传统的自适应光学(AO)利用 Shack-Hartmann 波前传感器和可变形镜等特定设备来测量和校正光学像差。然而,传统的自适应光学需要额外的硬件或更复杂的成像程序,导致成本增加或采集速度降低。在这项研究中,我们提出了一种新颖的空间频率编码网络(SFE-Net),它可以直接从生物图像中估算出畸变点扩散函数(PSF),从而实现高精度的快速光学畸变估算,而无需额外的光学设备和图像采集。我们的研究表明,有了估计出的 PSF,就可以通过解卷积算法计算去除光学像差。此外,为了充分发挥 SFE-Net 的优势,我们将估计的 PSF 与神经网络架构设计相结合,设计出了一种畸变感知深度学习超分辨率模型,命名为 SFT-DFCAN。我们证明,SFE-Net 和 SFT-DFCAN 的结合可实现活细胞成像的即时数字 AO 和光学像差感知超分辨率重建。
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引用次数: 0
Large-scale error-tolerant programmable interferometer fabricated by femtosecond laser writing 利用飞秒激光写入技术制造大规模容错可编程干涉仪
IF 7.6 1区 物理与天体物理 Q1 OPTICS Pub Date : 2024-03-01 DOI: 10.1364/prj.504588
Ilya Kondratyev, Veronika Ivanova, Suren Fldzhyan, Artem Argenchiev, Nikita Kostyuchenko, Sergey Zhuravitskii, Nikolay Skryabin, Ivan Dyakonov, Mikhail Saygin, Stanislav Straupe, Alexander Korneev, and Sergei Kulik
We introduce a programmable eight-port interferometer with the recently proposed error-tolerant architecture capable of performing a broad class of transformations. The interferometer has been fabricated with femtosecond laser writing, and it is the largest programmable interferometer of this kind to date. We have demonstrated its advantageous error tolerance by showing an operation in a broad wavelength range from 920 to 980 nm, which is particularly relevant for quantum photonics due to efficient photon sources existing in this wavelength range. Our work highlights the importance of developing novel architectures of programmable photonics for information processing.
我们介绍了一种可编程八端口干涉仪,它采用了最近提出的容错架构,能够执行多种变换。该干涉仪是用飞秒激光写入技术制造的,是迄今为止同类产品中最大的可编程干涉仪。我们在 920 至 980 nm 的宽波长范围内进行了操作,证明了它具有良好的容错性,由于这一波长范围内存在高效光子源,这与量子光子学尤其相关。我们的工作凸显了开发用于信息处理的新型可编程光子学架构的重要性。
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引用次数: 0
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Photonics Research
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