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Deep learning-based design of additional patterns in self-referential holographic data storage 基于深度学习的自参照全息数据存储附加模式设计
IF 1.2 4区 物理与天体物理 Q3 Physics and Astronomy Pub Date : 2023-12-20 DOI: 10.1007/s10043-023-00856-2
Kazuki Chijiwa, Masanori Takabayashi

Self-referential holographic data storage (SR-HDS), which has been proposed as a novel implementation method for holographic data storage (HDS), enables holographic recording without a reference beam. In addition to the signal pattern (SP) to be recorded, an additional pattern (AP) that affects the reconstruction quality is used in SR-HDS. One of the methods for obtaining a designed AP that contributes to high-quality reconstruction involves utilizing local search algorithms, such as the hill climbing (HC) method. However, designing an AP using this method typically requires a significant amount of time. In this study, we proposed a new AP-designing method that uses a deep neural network. By training a network with pairs of SP and designed AP based on a local search algorithm, a designed AP that improves the reconstruction quality of an arbitrary SP can be instantly obtained. APs designed using the deep learning-based method improved the reconstruction quality of SPs to the same level as those designed using the method based on local search algorithm, whereas the time required to obtain one designed AP was reduced by three or four orders of magnitude.

自参考全息数据存储(SR-HDS)是作为全息数据存储(HDS)的一种新型实现方法而提出的,它可以在没有参考光束的情况下进行全息记录。除了要记录的信号图案(SP)外,SR-HDS 还使用了影响重建质量的附加图案(AP)。获得有助于高质量重建的设计 AP 的方法之一是利用局部搜索算法,如爬山法(HC)。然而,使用这种方法设计 AP 通常需要大量时间。在本研究中,我们提出了一种使用深度神经网络的新 AP 设计方法。通过使用基于局部搜索算法的 SP 和设计 AP 对网络进行训练,可以立即获得能提高任意 SP 重建质量的设计 AP。使用基于深度学习的方法设计的 AP 与使用基于局部搜索算法的方法设计的 AP 相比,能将 SP 的重建质量提高到相同水平,而获得一个设计 AP 所需的时间则减少了三到四个数量级。
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引用次数: 0
Accurate calibration on optical axis of polarizer in a polarization imaging system 偏振成像系统中偏振器光轴的精确校准
IF 1.2 4区 物理与天体物理 Q3 Physics and Astronomy Pub Date : 2023-12-15 DOI: 10.1007/s10043-023-00851-7
Bowen Lian, Naiting Gu, Yawei Xiao, Ao Tang, Linhai Huang, Changhui Rao

Division of time polarimeter (DoTP) is one of the popular imaging instruments in several applications because of its simple configuration and accurate performance. However, calibration of the optical axis of the used polarizer is also the premise of an accurate polarimeter. In this paper, a novel on-line and accurate method is proposed to calibrate the transmission angle of the polarizer using a Wollaston prism. The Wollaston prism splits the incident light into two light beams with orthogonal polarization directions, which are vertical and parallel with the beams plane, respectively. Then these two beams pass through the candidate polarizer. The detected light intensity can be adjusted by rotating the polarizer, whose position is marked by a digital encoder. The angle of optical axis of the polarizer relative to the line of points of two light beams can be solved by a series of light intensities. Finally, the optical axis of the polarizer is calibrated on-line, and the state of polarization of incident light can be measured accurately. Numerical simulation and experiments have validated the feasibility of the proposed on-line calibration method. The experimental results show that the calibration accuracy is about 0.0106° with a maximum polarization measurement error of 3.7 × 10–4. In general, the proposed calibration method is very fast, on-line, accurate, and would be a good reference for polarization imaging and polarization calibration.

分时偏振仪(DoTP)以其结构简单、性能准确等优点,成为众多应用领域中比较流行的成像仪器之一。然而,校准所用偏振器的光轴也是精确偏振计的前提。本文提出了一种利用沃拉斯顿棱镜在线精确校准偏光镜透射角的新方法。沃拉斯顿棱镜将入射光分成两个偏振方向正交的光束,分别与光束平面垂直平行。然后这两束光通过候选偏振器。检测到的光强可以通过旋转偏振片来调节,偏振片的位置由数字编码器标记。偏振器的光轴相对于两束光的点线的角度可以用一系列光强来求解。最后,对偏振器的光轴进行在线标定,可以准确测量入射光的偏振状态。数值模拟和实验验证了该方法的可行性。实验结果表明,标定精度约为0.0106°,最大偏振测量误差为3.7 × 10-4。该方法具有快速、在线、准确等特点,可为偏振成像和偏振定标提供参考。
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引用次数: 0
Gesture recognition using deep-learning in single-pixel-imaging with high-frame-rate display with latent random dot patterns 在单像素成像中使用深度学习进行手势识别,高帧频显示潜在随机点模式
IF 1.2 4区 物理与天体物理 Q3 Physics and Astronomy Pub Date : 2023-12-11 DOI: 10.1007/s10043-023-00848-2
Hiroki Takatsuka, Masaki Yasugi, S. Suyama, Hirotsugu Yamamoto
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引用次数: 0
Study on pressure angle optimization for cam curve of continuous zoom system based on the particle swarm optimization 基于粒子群优化的连续变焦系统凸轮曲线压力角优化研究
IF 1.2 4区 物理与天体物理 Q3 Physics and Astronomy Pub Date : 2023-11-21 DOI: 10.1007/s10043-023-00847-3
Hao Li, Haihong Chen, Junpan Chen, Yaqiong Zhang, Yan Piao

In this paper, we proposed a method for optimizing the pressure angle of the cam curve in a zoom system using Particle Swarm Optimization (PSO) algorithm. This method improved the design efficiency of the cam curve and effectively solved issues such as cam motion jamming caused by excessive pressure angles. Firstly, the cam structure was analyzed based on the mechanical theory. Secondly, in the phase of the pressure angle optimization, constraints were designed and a new fitness function was introduced as an indicator to obtain the optimal solution of the nonlinearly broaden parameter of the cam curve in a multidimensional space. Finally, the zoom curve of the designed 8x optical system was optimized using the proposed method. The results showed that the maximum pressure angle of the zoom group decreased from 72.7° to 44.8°, and the maximum pressure angle of the compensation group decreased from 52.6° to 44.2°. In conclusion, this method could effectively improve the performance and lifespan of cam zoom systems, providing positive guidance for the engineering application of continuous zoom systems.

本文提出了一种利用粒子群算法优化变焦系统凸轮曲线压力角的方法。该方法提高了凸轮曲线的设计效率,有效地解决了压力角过大引起的凸轮运动卡滞等问题。首先,基于力学理论对凸轮结构进行了分析。其次,在压力角优化阶段,设计约束条件,引入新的适应度函数作为指标,得到凸轮曲线非线性展宽参数在多维空间中的最优解;最后,对所设计的8倍光学系统的变焦曲线进行了优化。结果表明,变焦组的最大压力角从72.7°减小到44.8°,补偿组的最大压力角从52.6°减小到44.2°。综上所述,该方法可以有效地提高凸轮变焦系统的性能和寿命,为连续变焦系统的工程应用提供了积极的指导。
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引用次数: 0
Design of graded-index-type photonic crystal fiber with uniform air hole diameter and its application to collimator for single-mode photonic crystal fiber 均匀孔径渐变折射率型光子晶体光纤的设计及其在单模光子晶体光纤准直器中的应用
IF 1.2 4区 物理与天体物理 Q3 Physics and Astronomy Pub Date : 2023-11-07 DOI: 10.1007/s10043-023-00842-8
Daichi Yoshihara, Hirohisa Yokota, Yoh Imai

A graded-index (GI)-type photonic crystal fiber (PCF) that has an α-power effective refractive index profile operates as a multimode optical fiber and can be applied to a collimator for single-mode PCFs. The α-power effective index distribution is realized by an α-power air hole diameter distribution with uniform air hole pitch. However, a pressure controlling in fiber drawing is difficult due to the difference of air hole diameters in fiber cross section. In this paper, we propose a GI-PCF with uniform air hole diameter while the air hole pitch varies in radial direction. Light propagation characteristics in the Gaussian beam excited GI-PCF with uniform air hole diameter were theoretically studied. The period and amplitude of mode field diameter variation along the propagation direction for the innermost air hole pitch, air hole diameter, and radial distribution profile of the pitch were clarified. The collimator application of GI-PCF with uniform air hole diameter for a conventional single-mode PCF was investigated. The suitable GI-PCF structure to obtain high optical coupling efficiency and good tolerance for GI-PCF length error was clarified. Wavelength characteristics of the GI-PCF collimator were also studied. It was clarified that the appropriate GI-PCF length was longer for shorter operating wavelength in collimator application.

具有α功率有效折射率分布的梯度折射率(GI)型光子晶体光纤(PCF)作为多模光纤工作,可应用于单模光子晶体光纤的准直器。α-幂有效指数分布是通过具有均匀气孔间距的α-幂气孔直径分布来实现的。然而,由于纤维横截面中气孔直径的差异,纤维拉伸中的压力控制是困难的。在本文中,我们提出了一种当气孔间距沿径向变化时具有均匀气孔直径的GI-PCF。从理论上研究了均匀气孔直径的高斯光束激励GI-PCF中的光传输特性。阐明了最内层气孔节距、气孔直径和节距径向分布轮廓的模场直径沿传播方向变化的周期和幅度。研究了具有均匀气孔直径的GI-PCF在传统单模PCF中的准直器应用。阐明了获得高光耦合效率和良好的GI-PCF长度误差容限的合适GI-PCF结构。还研究了GI-PCF准直器的波长特性。阐明了在准直器应用中,对于较短的工作波长,适当的GI-PCF长度较长。
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引用次数: 0
Analysis of floating distance of arc 3D display with respect to inclination angle of substrate 弧形3D显示器的浮动距离与基板倾角的关系分析
IF 1.2 4区 物理与天体物理 Q3 Physics and Astronomy Pub Date : 2023-11-07 DOI: 10.1007/s10043-023-00841-9
Hiroto Oishi, Kengo Fujii, Masaki Yasugi, Shiro Suyama, Hirotsugu Yamamoto

We derive an equation that enables to get the floating distance of floating images of an arc 3D display by the radius of the arc, the angle of the arc 3D substrate, the light source illumination angle, and the observer’s angle. Conventional theoretical expression for the positions of the light source and observer relative to the center of the arc have been used to calculate the floating distance. However, when the arc3D substrate is inclined, it becomes more difficult to determine the floating distance from the actual positions of the light source and observer. In this paper, we derive an equation to approximate the floating distance from the positions of the light source and the observer while considering the tilt of the arc3D substrate and check the accuracy of the derived equation through experiments.

我们导出了一个方程,该方程能够通过电弧的半径、电弧3D基板的角度、光源照明角度和观察者的角度来获得电弧3D显示器的浮动图像的浮动距离。光源和观察者相对于弧中心的位置的传统理论表达式已用于计算浮动距离。然而,当arc3D基板倾斜时,从光源和观察者的实际位置确定浮动距离变得更加困难。在本文中,我们推导了一个方程,在考虑arc3D基板倾斜的情况下,从光源和观察者的位置近似浮动距离,并通过实验验证了推导方程的准确性。
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引用次数: 0
Reducing thickness of long-distance aerial display system in AIRR using Fresnel lens 利用菲涅耳透镜减薄AIRR中的远程航空显示系统
IF 1.2 4区 物理与天体物理 Q3 Physics and Astronomy Pub Date : 2023-11-03 DOI: 10.1007/s10043-023-00845-5
Shinya Sakane, Shiro Suyama, Hirotsugu Yamamoto

Aerial displays for providing road information require long-distance image formation and a compact installation space. This paper proposes a compact optical system for forming long-distance floating images by introducing a Fresnel lens in an aerial imaging by retro-reflection (AIRR) optical system. In the conventional AIRR optics, since the aerial image position is the plane-symmetrical position of the light source with respect to the beam splitter, the installation space for forming a long-distance aerial image becomes huge. Our proposed method uses the virtual image formed by a Fresnel lens as the light source in an AIRR optical system. This leads to a much longer distance from the beam splitter to the aerial image than the distance from the beam splitter to the light source. We developed a prototype long-distance floating aerial display system using a large-scale Fresnel lens. As a result, the distance from the LED panel to the beam splitter was halved. Furthermore, we used two beam splitters to form two aerial images by using a single LED panel. Long-distance floating images could be formed 3.4 m and 4.6 m away from the beam splitters and could be seen with the naked eye.

用于提供道路信息的航空显示器需要长距离的图像形成和紧凑的安装空间。本文提出了一种在航空后向反射成像(AIRR)光学系统中引入菲涅耳透镜形成长距离浮动图像的紧凑光学系统。在传统的AIRR光学器件中,由于空间图像位置是光源相对于分束器的平面对称位置,因此用于形成长距离空间图像的安装空间变得巨大。我们提出的方法使用菲涅耳透镜形成的虚像作为AIRR光学系统中的光源。这导致从分束器到空间图像的距离比从分束镜到光源的距离长得多。我们开发了一个使用大型菲涅尔透镜的远程浮动航空显示系统原型。结果,从LED面板到分束器的距离减半。此外,我们使用两个分束器通过使用单个LED面板来形成两个空间图像。可以在距离分束器3.4米和4.6米处形成长距离浮动图像,并且可以用肉眼看到。
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引用次数: 0
Detection of soybean mildew infection at early stage based on optical coherence tomography and deep learning methods 基于光学相干断层扫描和深度学习方法的大豆霉菌感染早期检测
IF 1.2 4区 物理与天体物理 Q3 Physics and Astronomy Pub Date : 2023-11-02 DOI: 10.1007/s10043-023-00846-4
Yijian Liang, Yang Zhou

Soybean can be easily contaminated by Aspergillus flavus which can generate toxigenic and endanger human life and health. Due to the difficulty in detecting moldy phenomena at early stage by the naked eye and traditional machine vision technique, this paper proposes a classification method based on deep learning and optical coherence (OCT) techniques to detect moldy phenomenon of soybeans at early stage. The proposed method mainly includes three stages: the first stage is mildew information extraction, we use convolutional neural network (CNN) to extract image features. The input of traditional CNN is usually the whole image, and the output can not to reflect the fine-grained information. On this basis, we use the features extracted from the patch for the perception of fine-grained information (such as tiny mildew pixels). In the second stage, the features of the two channels are fused using the self-attention mechanism. In the third stage, the fused feature vectors containing the region information of moldy spots are used for classification. The results show that the proposed method is superior to the traditional CNN model in early mildew identification, with an average accuracy of 99.5% and have 15 points increasing to traditional CNN model, which proves the effectiveness of the method.

大豆易受黄曲霉污染,黄曲霉产生毒素,危害人体生命健康。由于肉眼和传统的机器视觉技术难以在早期检测到霉变现象,本文提出了一种基于深度学习和光学相干(OCT)技术的分类方法来检测大豆的早期霉变现象。所提出的方法主要包括三个阶段:第一阶段是霉菌信息提取,我们使用卷积神经网络(CNN)来提取图像特征。传统CNN的输入通常是整个图像,输出不能反映细粒度的信息。在此基础上,我们使用从补丁中提取的特征来感知细粒度信息(如微小的霉菌像素)。在第二阶段,使用自注意机制融合两个通道的特征。在第三阶段中,使用包含霉斑的区域信息的融合特征向量进行分类。结果表明,该方法在霉菌早期识别方面优于传统的CNN模型,平均准确率为99.5%,比传统的CNN模式提高了15个点,证明了该方法的有效性。
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引用次数: 0
Method of acquiring shapes using motion capture of aerial images formed by large acrylic panels 使用大型丙烯酸面板形成的航空图像的运动捕捉来获取形状的方法
IF 1.2 4区 物理与天体物理 Q3 Physics and Astronomy Pub Date : 2023-10-31 DOI: 10.1007/s10043-023-00844-6
Mayu Adachi, Masaki Yasugi, Shiro Suyama, Hirotsugu Yamamoto

This study proposes the method of measuring 3D object shapes in an immersive space using a motion capture system. We report on the visualizing the distortion of acrylic panels mounted on a large aerial display and measuring the aberration of the aerial image using a motion capture system. Large aerial displays are made of large acrylic panels, which are subject to distortion due to their own weight. We succeeded in visualizing the shape of the acrylic plate by motion capture and 3D plotting of the positional information. Using a motion capture system, it was found that the aerial image formed by the distorted acrylic plate exhibits astigmatism, which is the difference between the vertical and horizontal focusing position. Furthermore, by drawing the shape of the side surface of the acrylic plate using poster papers, the coordinates were extracted from the imitation paper image, the radius of curvature of the acrylic plate was calculated, and the aberration was calculated. It was found that it is possible to measure the shape in an immersive space using the motion capture.

本研究提出了一种使用运动捕捉系统在沉浸式空间中测量3D物体形状的方法。我们报道了安装在大型航空显示器上的丙烯酸面板的变形可视化,并使用运动捕捉系统测量航空图像的像差。大型航空显示器由大型丙烯酸面板制成,这些面板由于自身重量而变形。我们成功地通过运动捕捉和位置信息的3D绘图来可视化丙烯酸板的形状。使用运动捕捉系统,发现由扭曲的丙烯酸板形成的空间图像表现出散光,这是垂直和水平聚焦位置之间的差异。此外,通过使用海报纸绘制丙烯酸板的侧表面的形状,从仿真纸图像中提取坐标,计算丙烯酸板的曲率半径,并计算像差。研究发现,使用运动捕捉可以在沉浸式空间中测量形状。
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引用次数: 0
Lensless inline holographic Mueller matrix imaging 无透镜在线全息米勒矩阵成像
IF 1.2 4区 物理与天体物理 Q3 Physics and Astronomy Pub Date : 2023-10-25 DOI: 10.1007/s10043-023-00843-7
Yong Fang, Wei Li, Jinye Li, Juntao Hu

With the advantages of a large field of view, portability, and cost-effectiveness, lensless imaging has been applied widely nowadays. However, as a powerful tool for complete polarimetric characterization of microstructural and optical properties of a medium, Mueller matrix imaging has not yet been integrated in lensless imaging scheme. Here we propose a lensless inline polarization holographic system for high-speed and high-resolution Mueller matrix imaging. Liquid crystal variable retarders are introduced to realize high-speed response and avoid vibrations and positioning errors. We apply the blind deconvolution for depolarized imaging reconstruction and the back-propagation approach for polarization hologram reconstruction, respectively. The polarimetric imaging ability and resolution performance of the proposed technique are demonstrated. Furthermore, Mueller matrix images and certain quantitative polarimetric parameters of biological samples are calculated. The proposed method can be easily implemented and integrated in various lensless imaging techniques for on-chip polarimetric imaging.

无透镜成像具有视场大、携带方便、成本效益高等优点,在当今得到了广泛的应用。然而,作为一种用于介质微观结构和光学特性的完整偏振表征的强大工具,米勒矩阵成像尚未集成在无透镜成像方案中。在这里,我们提出了一种用于高速和高分辨率穆勒矩阵成像的无透镜直列偏振全息系统。为了实现高速响应,避免振动和定位误差,引入了液晶可变延迟器。我们分别将盲去卷积方法应用于去偏振成像重建和反向传播方法应用于偏振全息图重建。证明了该技术的极化成像能力和分辨率性能。此外,还计算了生物样品的Mueller矩阵图像和某些定量极化参数。所提出的方法可以很容易地实现并集成在用于片上偏振成像的各种无透镜成像技术中。
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引用次数: 0
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Optical Review
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