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Multifocal metalens for detecting several topological charges at different wavelengths 用于探测不同波长拓扑电荷的多焦超透镜
IF 1 Q1 Engineering Pub Date : 2023-04-01 DOI: 10.18287/2412-6179-co-1170
A. Nalimov, V. Kotlyar
A combined high-aperture metalens in a thin silicon nitride film, which consists of two inclined sector metalens, is considered. Each sector metalens consists of a set of binary subwavelength gratings. The diameter of the lens is 14 μm. It has been shown using time-domain finite difference method that the metalens can simultaneously detect optical vortices with two topological charges –1 and –2, in almost the entire visible wavelength range. The metalens can distinguish several wavelengths that are focused at different points in the focal plane: a 1 nm change in wavelength results in a focal spot shift of about 4 nm. When the metalens is illuminated by a Gaussian beam with left-handed circular polarization, two optical vortices with topological charges 1 and 2 are simultaneously formed at 6 nm between each other at focal distance equals 6 nm. This metalens can be used to increase information in transmission channel in wireless telecommunication systems by selecting the space-time modes of laser radiation with different topological charges and different wavelengths. The considered microlens is an example of a compact demultiplexer.
研究了氮化硅薄膜中由两个倾斜扇形超构透镜组成的组合大孔径超构透镜。每个扇形超构透镜由一组二元亚波长光栅组成。镜片直径为14 μm。用时域有限差分方法表明,超构透镜几乎可以在整个可见波长范围内同时探测到带-1和-2两种拓扑电荷的光学涡流。超透镜可以区分聚焦在焦平面不同点上的几个波长:波长变化1 nm会导致焦斑位移约4 nm。当左旋圆偏振高斯光束照射超构透镜时,在6 nm处同时形成两个拓扑电荷为1和2的光学涡流,彼此之间的焦距为6 nm。该超构透镜可以通过选择不同拓扑电荷和不同波长的激光辐射的时空模式来增加无线通信系统中传输信道的信息量。所考虑的微透镜是紧凑型解复用器的一个例子。
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引用次数: 1
Spectral reflectance analysis of abandoned agricultural lands in the Central Russian forest-steppe using Sentinel-2 satellite data 利用Sentinel-2卫星数据对俄罗斯中部森林草原废弃农田的光谱反射分析
IF 1 Q1 Engineering Pub Date : 2023-04-01 DOI: 10.18287/2412-6179-co-1160
E. Terekhin
The article considers the spectral response of post-agrogenic landscapes in the forest-steppe zone based on Sentinel-2 data. The study was carried out on the territory of the Central Chernozem region. The type of forest that forms on abandoned agricultural land has a statistically significant effect on the spectral response in most Sentinel-2 bands. The reflectance of abandoned lands with deciduous and coniferous species is statistically significantly different in most bands. The reflectance of abandoned lands with mixed forests does not differ statistically significantly from other types of post-agrogenic landscapes. The reflectance of abandoned lands is inversely related to their forest cover in most Sentinel-2 bands. The strongest correlation with forest cover is typical for red (Band 4) and SWIR (Band 11, 12) ranges for all post-agrogenic landscape types. In the same bands, there are statistically significant differences between most of forest cover gradations of post-agrogenic landscapes. The established patterns make it possible to use the reflectance in the red (Band 4) and SWIR MSI bands (11, 12) to assess the forest cover of post-agrogenic landscapes.
本文基于Sentinel-2数据,研究了森林-草原区农化后景观的光谱响应。这项研究是在中Chernozem地区的领土上进行的。在大多数Sentinel-2波段上,在废弃农用地上形成的森林类型对光谱响应有统计学显著影响。落叶阔叶林和针叶林废弃地的反射率在大多数波段上差异有统计学意义。混交林废弃地的反射率与其他类型的后农业景观没有统计学上的显著差异。在大多数Sentinel-2波段,废弃土地的反射率与其森林覆盖呈负相关。在所有后农业景观类型的红色(波段4)和SWIR(波段11、12)范围内,与森林覆盖的相关性最强。在相同的波段内,大多数后农业景观的森林覆盖等级之间存在统计学上的显著差异。已建立的模式使得利用红色波段(波段4)和SWIR MSI波段(波段11、12)的反射率来评估后农业景观的森林覆盖成为可能。
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引用次数: 0
Method for copyright protection of deep neural networks using digital watermarking 基于数字水印的深度神经网络版权保护方法
Q1 Engineering Pub Date : 2023-04-01 DOI: 10.18287/2412-6179-co-1193
Y.D. Vybornova
The article proposes a new method of copyright protection for deep neural networks. The main idea of the method is to embed digital watermarks into the protected model by retraining it on a unique set of pseudo-holographic images (pseudo-holograms). A pseudo-hologram is a two-dimensional sinusoidal signal that encodes a binary sequence of arbitrary length. By changing the phase of each sinusoid, it is possible to form various pseudo-hologram images based on a single bit sequence. The proposed approach to embedding is to generate a training sample in such a way that pseudo-holograms formed on the basis of one sequence fall into the same class. In this case, each class will correspond to different bit sequences. Verification of the digital watermark is carried out by applying various pseudo-holograms to the input of the model and checking whether the hidden sequence corresponds to a certain class. Experimental studies confirm the efficiency of the method and its compliance with all quality criteria established for the methods of neural network watermarking.
提出了一种新的深度神经网络版权保护方法。该方法的主要思想是通过在一组独特的伪全息图像(伪全息图)上对受保护模型进行再训练,将数字水印嵌入到受保护模型中。伪全息图是对任意长度的二进制序列进行编码的二维正弦信号。通过改变每个正弦波的相位,可以形成基于单个位序列的各种伪全息图图像。提出的嵌入方法是生成一个训练样本,使基于一个序列形成的伪全息图归入同一类。在这种情况下,每个类将对应不同的位序列。通过将各种伪全息图应用于模型的输入,并检查隐藏序列是否对应于某一类来验证数字水印。实验研究证实了该方法的有效性,并符合神经网络水印方法的所有质量标准。
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引用次数: 1
A metalens-based optical polarization sensor 一种基于超构透镜的光学偏振传感器
IF 1 Q1 Engineering Pub Date : 2023-04-01 DOI: 10.18287/2412-6179-co-1254
A. Nalimov, V. Kotlyar, S. Stafeev
An optical microsensor of the laser light polarization state based on a metalens is proposed. Well-known polarization sensors based on metasurfaces usually transmit different types of polarization at different angles to the optical axis. The polarization sensor proposed in this work forms different patterns for different polarization types at the metalens focus. Specifically, the left-handed circular polarization at the focus forms a ring-shaped spot, the right-handed circular polarization - a round focal spot, and linear polarization forms an elliptical spot with two side lobes. Moreover, the angle of inclination of the elliptical focal spot corresponds to the angle of inclination of the initial E-vector of the linearly polarized beam. The simulation is consistent with theoretical predictions. A 30-μm metalens with a low aspect ratio, high numerical aperture, and short focal length equal to the incident wavelength 633 nm in a 120-nm thick thin film of amorphous silicon is designed, fabricated and characterized.
提出了一种基于超构透镜的激光偏振态光学微传感器。众所周知,基于超表面的偏振传感器通常以不同角度向光轴传输不同类型的偏振。本文提出的偏振传感器在超透镜焦点处针对不同的偏振类型形成不同的模式。其中,左旋圆偏振在焦点处形成环状光斑,右旋圆偏振在焦点处形成圆形光斑,线偏振形成具有两个侧瓣的椭圆光斑。此外,椭圆焦斑的倾斜角对应于线偏振光的初始e矢量的倾斜角。模拟结果与理论预测一致。在120nm厚的非晶硅薄膜上设计、制作了一种低长宽比、高数值孔径、短焦距(入射波长为633nm)的30 μm超透镜,并对其进行了表征。
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引用次数: 2
The basic assembly of skeletal models in the fall detection problem 基本装配骨骼模型中的跌倒检测问题
IF 1 Q1 Engineering Pub Date : 2023-04-01 DOI: 10.18287/2412-6179-co-1158
O. Seredin, A. Kopylov, E. Surkov, S. Huang
The paper considers the appliance of the featureless approach to the human activity recognition problem, which exclude the direct anthropomorphic and visual characteristics of human figure from further analysis and thus increase the privacy of the monitoring system. A generalized pairwise comparison function of two human skeletal models, invariant to the sensor type, is used to project the object of interest to the secondary feature space, formed by the basic assembly of skeletons. A sequence of such projections in time forms an activity map, which allows an application of deep learning methods based on convolution neural networks for activity recognition. The proper ordering of skeletal models in a basic assembly plays an important role in secondary space design. The study of ordering of the basic assembly by the shortest unclosed path algorithm and correspondent activity maps for video streams from the TST Fall Detection v2 database are presented.
本文考虑将无特征方法应用于人体活动识别问题,排除了对人体直接拟人化和视觉特征的进一步分析,从而增加了监控系统的私密性。一个广义的两两比较函数的两个人体骨骼模型,不变的传感器类型,被用来投影感兴趣的对象到次要特征空间,由骨骼的基本组装形成。这些投影在时间上的序列形成了一个活动图,它允许应用基于卷积神经网络的深度学习方法进行活动识别。基本装配体中骨架模型的合理排列在二次空间设计中起着重要的作用。针对来自TST Fall Detection v2数据库的视频流,研究了基于最短不闭合路径算法的基本装配排序和相应的活动映射。
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引用次数: 2
Modern automatic recognition technologies for visual communication tools 现代自动识别技术的视觉沟通工具
IF 1 Q1 Engineering Pub Date : 2023-04-01 DOI: 10.18287/2412-6179-co-1154
V. Yachnaya, V. Lutsiv, R. Malashin
Communication refers to a wide range of different behaviors and activities aimed at handing over information. The communication process includes verbal, paraverbal and non-verbal components, conveying the informational part of a message and its emotional part respectively. A complex analysis of all communication components makes it possible to evaluate not only the content, but also the situational context of what is being said, as well as to identify additional factors inherent in the mental and somatic state of the speaker. There are several methods of conveying a verbal message, among which are oral and gestural speech (such as the sign language and fingerspelling). Various forms of communication can be contained in multiple data transmission channels, such as audio or video channels. The review is concerned with video data analysis systems, as the audio channel is incapable of non-verbal components transmission that contribute supplemental details. The article analyzes databases of static and dynamic images and systems, developed to recognize the verbal component conveyed by oral and gestural speech, as well as systems that evaluate paraverbal and non-verbal components of communication. Challenges of designing such databases and systems are specified. Prospective directions in complex analysis of all communication components and its combinations for the most complete evaluation of messages are defined.
沟通是指以传递信息为目的的一系列不同的行为和活动。交际过程包括言语成分、言语成分和非言语成分,分别传递信息的信息部分和情感部分。对所有交流成分进行复杂的分析,不仅可以评估内容,还可以评估所讲内容的情景背景,以及识别说话者精神和身体状态中固有的其他因素。传达口头信息有几种方法,其中包括口头和手势语言(如手语和手指拼写)。多种形式的通信可以包含在多个数据传输通道中,例如音频或视频通道。这篇综述是关于视频数据分析系统的,因为音频通道无法传输非语言成分,而这些非语言成分可以提供补充细节。本文分析了静态和动态图像和系统的数据库,这些数据库用于识别口头和手势语言所传达的语言成分,以及评估沟通的语言和非语言成分的系统。设计这样的数据库和系统的挑战是明确的。定义了所有通信组件及其组合的复杂分析的前瞻性方向,以最完整地评估信息。
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引用次数: 0
Near real-time animal action recognition and classification 接近实时的动物动作识别和分类
IF 1 Q1 Engineering Pub Date : 2023-04-01 DOI: 10.18287/2412-6179-co-1138
A. D. Egorov, M. S. Reznik
In computer vision, identification of actions of an object is considered as a complex and relevant task. When solving the problem, one requires information on the position of key points of the object. Training models that determine the position of key points requires a large amount of data, including information on the position of these key points. Due to the lack of data for training, the paper provides a method for obtaining additional data for training, as well as an algorithm that allows highly accurate recognition of animal actions based on a small number of data. The achieved accuracy of determining the key points positions within a test sample is 92%. Positions of the key points define the action of the object. Various approaches to classifying actions by key points are compared. The accuracy of identifying the action of the object in the image reaches 72.9 %.
在计算机视觉中,识别物体的动作被认为是一项复杂而相关的任务。在解决这个问题时,人们需要关于物体关键点位置的信息。确定关键点位置的训练模型需要大量的数据,包括这些关键点的位置信息。由于缺乏训练数据,本文提供了一种获取额外训练数据的方法,以及一种基于少量数据对动物动作进行高精度识别的算法。在测试样本内确定关键点位置的准确度为92%。关键点的位置定义了对象的动作。比较了按关键点对动作进行分类的各种方法。识别图像中物体动作的准确率达到72.9%。
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引用次数: 0
High-efficiency and easy-to-fabricate integrated plasmonic grating couplers for the telecommunication wavelength range 用于通信波长范围的高效率、易于制造的集成等离子体光栅耦合器
IF 1 Q1 Engineering Pub Date : 2023-04-01 DOI: 10.18287/2412-6179-co-1168
D. Zemtsov, A.K. Zemtsova, A. Smirnov, K.N. Garbuzov, R. Starikov, S. Kosolobov, V. Drachev
The paper describes results of the numerical simulation and experimental characterization of plasmonic gratings and waveguides in the optical range of 1520 – 1630 nm. Gold structures were coated with a 630-nm thick tetraethylorthosilicate layer to achieve higher coupling efficiency for plasmonic gratings using lensed optical probes. We experimentally demonstrated gold input/output plasmonic gratings with an efficiency of about – 3.8 ± 0.2 dB per grating. The measured loss of the plasmonic mode propagating over the surface of the gold waveguide was 0.14 ± 0.02 dB / μm. The work was carried out with the aim of studying integrated plasmonic structures for the development of a hybrid photonic-plasmonic integrated technology.
本文描述了1520 ~ 1630 nm范围内等离子体光栅和波导的数值模拟和实验表征结果。为了提高等离子体光栅的耦合效率,利用透镜光学探针在金结构表面包裹了一层630 nm厚的四乙基硅酸盐层。我们实验证明了金输入/输出等离子体光栅,每个光栅的效率约为- 3.8±0.2 dB。等离子体模在金波导表面传播的损耗为0.14±0.02 dB / μm。这项工作的目的是研究集成等离子体结构,以发展混合光子-等离子体集成技术。
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引用次数: 1
Sharp focusing of on-axis superposition of a high-order cylindrical vector beam and a beam with linear polarization 高阶圆柱矢量光束与线偏振光束轴上叠加的锐利聚焦
IF 1 Q1 Engineering Pub Date : 2023-02-01 DOI: 10.18287/2412-6179-co-1165
Котляр, Стафеев, Зайцев, Королёва, Московское шоссе
In this work, the sharp focusing of a laser beam whose initial polarization pattern is formed by superposition of a cylindrical mth-order vector beam and a homogeneous linearly polarized beam is considered theoretically and numerically. Although in the source plane of such a beam both the angular spin momentum and the third Stokes parameter are equal to zero, we reveal that given odd m, subwavelength local regions are formed in the focal plane, where transverse vortex energy flows occur and the third Stokes parameter (the on-axis component of the angular spin momentum) is non-zero. Thus, at odd m, at the focus of such a beam there are – sub-regions with elliptical polarization of light with alternating handedness in the adjacent sub-regions (clockwise and counterclockwise). This phenomenon can be interpreted as a variant of an optical Hall effect. We note that at even m, the field at the focus is linearly polarized at every point and no transverse energy flow is observed.
本文从理论上和数值上研究了初始偏振图由圆柱形m阶矢量光束与均匀线偏振光束叠加形成的激光束的锐聚焦问题。虽然在这种光束的源面上,角自旋动量和第三斯托克斯参数都等于零,但我们发现,给定奇数m,在焦平面上形成亚波长局部区域,在那里发生横向涡旋能量流动,第三斯托克斯参数(角自旋动量的轴向分量)不为零。因此,在奇数m处,在这种光束的焦点处,在相邻的子区域(顺时针和逆时针)中存在具有交替手性的椭圆偏振光的子区域。这种现象可以解释为光学霍尔效应的一种变体。我们注意到,在偶数m时,焦点处的场在每个点都是线极化的,没有观察到横向能量流。
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引用次数: 3
Design of optical elements for an extended light source 扩展光源光学元件的设计
IF 1 Q1 Engineering Pub Date : 2023-02-01 DOI: 10.18287/2412-6179-co-1178
E. Byzov, L. Doskolovich, S. Kravchenko, M. A. Moiseev, N. L. Kazanskiy
Using the previously developed optimization method for an extended light source [Byzov EV, Kravchenko SV, Moiseev MA, Bezus EA, Doskolovich LL. Optimization method for designing double-surface refractive optical elements for an extended light source. Opt Express 2020; 28(17): 24431-24443. DOI: 10.1364/OE.400609], we designed a compact refractive optical element (the ratio of the element height to the light source size being 1.55) providing a uniform illuminance distribution in a shifted rectangular region. An application of the optimization method for calculating the so-called TIR-elements, exploiting the phenomenon of the total internal reflection of rays, is considered. For an extended light source, compact TIR-elements with freeform exit surfaces that generate uniform illuminance distributions in a rectangular region are designed. The results of the work show promise for a wide class of problems of designing compact optical elements for light-emitting diodes.
利用先前开发的扩展光源优化方法[Byzov EV, Kravchenko SV, Moiseev MA, Bezus EA, Doskolovich LL]。扩展光源双面折射率光学元件的优化设计方法。Opt Express 2020;28(17): 24431 - 24443。DOI: 10.1364 / OE。[400609],我们设计了一个紧凑的折射率光学元件(元件高度与光源尺寸之比为1.55),在移位的矩形区域内提供均匀的照度分布。利用射线的全内反射现象,考虑了计算所谓tir单元的优化方法的应用。对于一个扩展的光源,紧凑的红外元件与自由形状的出口表面,产生均匀的照度分布在一个矩形区域被设计。这项工作的结果为设计用于发光二极管的紧凑型光学元件的广泛问题提供了希望。
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引用次数: 4
期刊
Computer Optics
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