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Color transfer method based on saliency features for color images 基于显著性特征的彩色图像色彩转移方法
IF 1.2 4区 物理与天体物理 Q4 OPTICS Pub Date : 2024-05-18 DOI: 10.1007/s10043-024-00888-2
Shi Bao, Ye Zhao, Yatu Ji, Nier Wu, Gao Le

With growing demands for higher image quality in the fields of film, video post-production, image restoration, art creation, and computer vision, color transfer between images has become an important research area. Based on previous research on color transfer techniques, this paper proposes a color transfer method for images based on saliency features, aiming at automatic color migration between them. Transferring colors based on the saliency features of the input image can avoid the problem of unnatural color of the output image due to mixing of colors from different regions. First, the local variances of both the original and reference images are calculated, serving as a temporary saliency feature map. This is followed by obtaining a refined saliency feature map after undergoing processes such as minimization filtering, binarization, expansion, and iteration. Subsequently, color is transferred between the saliency and non-saliency regions of the original and reference images. To avoid the generation of pseudo-contours, the image is then refined using base projection. Finally, an output image is obtained by fusing the base-projected image with the outcome from Reinhard’s method, ensuring the output retains its naturalness and consistency. We conducted experiments with different types of images such as natural landscapes, buildings, and art paintings. The experimental results show that the method proposed in this paper not only retains the intricacies of the original image but also offers fuller and more realistic color renditions.

随着电影、视频后期制作、图像修复、艺术创作和计算机视觉领域对图像质量的要求越来越高,图像之间的色彩转换已成为一个重要的研究领域。本文在以往色彩转换技术研究的基础上,提出了一种基于显著性特征的图像色彩转换方法,旨在实现图像之间的自动色彩迁移。根据输入图像的显著性特征进行色彩转移,可以避免因不同区域的色彩混合而导致输出图像色彩不自然的问题。首先,计算原始图像和参考图像的局部方差,作为临时显著性特征图。然后,经过最小化过滤、二值化、扩展和迭代等过程,得到精炼的显著性特征图。随后,在原始图像和参考图像的显著性区域和非显著性区域之间进行颜色转移。为避免生成伪轮廓,然后使用基底投影对图像进行细化。最后,将基底投影图像与莱因哈特方法的结果融合,得到输出图像,确保输出图像保持自然性和一致性。我们对自然景观、建筑物和艺术绘画等不同类型的图像进行了实验。实验结果表明,本文提出的方法不仅保留了原始图像的复杂性,还能提供更饱满、更逼真的色彩渲染。
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引用次数: 0
Feasibility test on the analog configuration of electromechanical dimple-tip cantilever for the application of THz metamaterials 太赫兹超材料应用中机电凹尖悬臂模拟配置的可行性测试
IF 1.1 4区 物理与天体物理 Q4 OPTICS Pub Date : 2024-05-14 DOI: 10.1007/s10043-024-00889-1
Ying Huang, Taiyu Okatani, Naoki Inomata, Yoshiaki Kanamori

We numerically and experimentally developed a cantilever that provided both fast and analog actuation for THz metamaterials (MMs) by properly geometrizing a dimpled tip. Owing to its small size and light mass, the cantilever had a high mechanical resonance at 705 kHz. Cantilever arrays were fabricated with different tip gaps and integrated into a ladder-shaped MM (LS-MM). By changing the tip gap from 0.80 to 0.32 μm, the resonance of the transmittance spectrum changed from 1.235 to 0.795 THz, indicating that the reconfigurable LS-MM was capable of continuously tuning the resonance of the THz wave transmission with the tip gap. Additionally, the dimple served as an anti-stiction structure, providing the cantilever with a fabrication yield of 99.8%. This work shows a practical pathway to high-performance active metamaterials, which holds potential in advanced THz technologies such as 6G communications and fast imaging.

我们通过数值和实验开发了一种悬臂,通过对凹陷尖端进行适当的几何设计,为太赫兹超材料(MM)提供了快速和模拟致动。由于其体积小、质量轻,悬臂在 705 kHz 时具有较高的机械共振。悬臂阵列采用不同的针尖间隙制作,并集成到梯形 MM(LS-MM)中。通过将尖端间隙从 0.80 微米改为 0.32 微米,透射频谱的共振从 1.235 太赫兹变为 0.795 太赫兹,这表明可重构 LS-MM 能够随尖端间隙不断调整太赫兹波传输的共振。此外,凹陷还起到了防粘结构的作用,使悬臂的制造良率达到 99.8%。这项研究为高性能有源超材料提供了一条切实可行的途径,为 6G 通信和快速成像等先进太赫兹技术带来了发展潜力。
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引用次数: 0
Computational imaging with randomness 随机性计算成像
IF 1.1 4区 物理与天体物理 Q4 OPTICS Pub Date : 2024-04-30 DOI: 10.1007/s10043-024-00881-9
Ryoichi Horisaki

Imaging is a longstanding research topic in optics and photonics and is an important tool for a wide range of scientific and engineering fields. Computational imaging is a powerful framework for designing innovative imaging systems by incorporating signal processing into optics. Conventional approaches involve individually designed optical and signal processing systems, which unnecessarily increased costs. Computational imaging, on the other hand, enhances the imaging performance of optical systems, visualizes invisible targets, and minimizes optical hardware. Digital holography and computer-generated holography are the roots of this field. Recent advances in information science, such as deep learning, and increasing computational power have rapidly driven computational imaging and have resulted in the reinvention these imaging technologies. In this paper, I survey recent research topics in computational imaging, where optical randomness is key. Imaging through scattering media, non-interferometric quantitative phase imaging, and real-time computer-generated holography are representative examples. These recent optical sensing and control technologies will serve as the foundations of next-generation imaging systems in various fields, such as biomedicine, security, and astronomy.

成像是光学和光子学的一个长期研究课题,也是众多科学和工程领域的重要工具。计算成像是一个功能强大的框架,通过将信号处理融入光学来设计创新的成像系统。传统方法涉及单独设计的光学和信号处理系统,不必要地增加了成本。另一方面,计算成像可提高光学系统的成像性能,使不可见目标可视化,并最大限度地减少光学硬件。数字全息技术和计算机生成全息技术是这一领域的基础。近年来,深度学习等信息科学的发展以及计算能力的不断提高,迅速推动了计算成像技术的发展,并导致了这些成像技术的重塑。在本文中,我将介绍计算成像领域的最新研究课题,其中光学随机性是关键所在。散射介质成像、非干涉定量相位成像和实时计算机生成全息成像就是其中的代表。这些最新的光学传感和控制技术将成为生物医学、安全和天文学等各个领域下一代成像系统的基础。
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引用次数: 0
Dispersion-engineered metasurfaces for high-sensitivity color image sensors 用于高灵敏度彩色图像传感器的色散工程超表面
IF 1.1 4区 物理与天体物理 Q4 OPTICS Pub Date : 2024-04-24 DOI: 10.1007/s10043-024-00882-8
Masashi Miyata

Increasing the sensitivity of image sensors is a major challenge for current imaging technology. Researchers are tackling it because highly sensitive sensors enable objects to be recognized even in dark environments, which is critical for today’s smartphones, wearable devices, and automobiles. Unfortunately, conventional image-sensor architectures use light-absorptive color filters on every pixel, which fundamentally limits the detected light power per pixel. Recent advances in optical metasurfaces have led to the creation of pixelated light-transmissive color splitters with the potential to enhance sensor sensitivity. These metasurfaces can be used instead of color filters to distinguish primary colors, and unlike color filters, they can direct almost all of the incident light to the photodetectors, thereby maximizing the detectable light power. This review focuses on such metasurface-based color splitters enabling high-sensitivity color-image sensors. Their underlying principles are introduced with a focus on dispersion engineering. Then, their capabilities as optical elements are assessed on the basis of our recent findings. Finally, it is discussed how they can be used to create high-sensitivity color-image sensors.

提高图像传感器的灵敏度是当前成像技术面临的一大挑战。研究人员之所以要解决这个问题,是因为高灵敏度传感器即使在黑暗环境中也能识别物体,这对当今的智能手机、可穿戴设备和汽车至关重要。遗憾的是,传统的图像传感器架构在每个像素上都使用了光吸收彩色滤光片,这从根本上限制了每个像素的检测光功率。光学元表面技术的最新进展导致了像素化透光分色器的诞生,并有可能提高传感器的灵敏度。这些元表面可代替彩色滤光片来区分三原色,与彩色滤光片不同的是,它们能将几乎所有入射光引导到光电探测器,从而最大限度地提高可探测光功率。本综述将重点介绍这种基于元表面的分色器,它可以实现高灵敏度彩色图像传感器。首先介绍它们的基本原理,重点是色散工程。然后,根据我们最近的研究成果,评估它们作为光学元件的能力。最后,讨论了如何利用它们来制造高灵敏度彩色图像传感器。
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引用次数: 0
Reservoir computing for a MEMS mirror-based laser beam control on FPGA FPGA 上基于 MEMS 镜的激光束控制的存储计算
IF 1.2 4区 物理与天体物理 Q4 OPTICS Pub Date : 2024-04-24 DOI: 10.1007/s10043-024-00871-x
Yuan Wang, Keisuke Uchida, Munenori Takumi, Katsuhiro Ishii, Ken-ichi Kitayama

In this paper, a small-world network-based reservoir computing (SWN-RC) is introduced to a micro-electromechanical system (MEMS) mirror-based laser scanner to achieve high-accuracy and low-delay laser trajectory control. The benefits of SWN-RC are confirmed through a comprehensive simulation, comparing it with reservoir computing (RC) based on regular and random networks. Subsequently, the RC control module is designed and implemented on a cost-optimized field-programmable gate array (FPGA). To balance the resource consumption and the processing delay, we use a half-parallel architecture for the large-scale matrix multiplications. In addition, the weight matrices of the RC are expressed by the 12-bit fixed-point data, which sufficiently suppresses the quantization noise. Furthermore, we simplify the activation function as a piecewise linear function and store the values in the read-only memory (ROM), resulting in a 76.6% reduction in ROM utilization. Finally, the SWN-RC, regular-RC, and random-RC control modules are implemented on the FPGA board and experimentally tested in the MEMS mirror-based laser scanner system. To the authors’ knowledge, it is the first reported RC-based MEMS mirror control system implemented on FPGA. In addition, the PID control is also tested as a baseline experiment. The results indicate that the RC control greatly outperforms the PID control with a 57.18% reduction in delay and over a 58.83% reduction in root mean square error (RMSE). Among the RC controls, the SWN-RC exhibits the best performance than the others. The SWN-RC achieves a further 14.03% and 12.42% reduction in RMSE compared to regular-RC and random-RC, respectively.

本文将基于小世界网络的蓄水池计算(SWN-RC)引入基于微机电系统(MEMS)镜像的激光扫描仪,以实现高精度、低延迟的激光轨迹控制。通过综合仿真证实了 SWN-RC 的优势,并将其与基于常规和随机网络的储层计算 (RC) 进行了比较。随后,在成本优化的现场可编程门阵列(FPGA)上设计并实现了 RC 控制模块。为了平衡资源消耗和处理延迟,我们在大规模矩阵乘法中使用了半并行架构。此外,RC 的权重矩阵由 12 位定点数据表示,这充分抑制了量化噪声。此外,我们还将激活函数简化为片断线性函数,并将其值存储在只读存储器(ROM)中,从而将 ROM 的使用率降低了 76.6%。最后,我们在 FPGA 板上实现了 SWN-RC、常规-RC 和随机-RC 控制模块,并在基于 MEMS 镜像的激光扫描系统中进行了实验测试。据作者所知,这是首个在 FPGA 上实现的基于 RC 的 MEMS 镜面控制系统。此外,还测试了 PID 控制作为基线实验。结果表明,RC 控制大大优于 PID 控制,延迟降低了 57.18%,均方根误差 (RMSE) 降低了 58.83%。在 RC 控制中,SWN-RC 的性能表现最好。与普通 RC 和随机 RC 相比,SWN-RC 的均方根误差分别减少了 14.03% 和 12.42%。
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引用次数: 0
Development of SiO2 UV-curable materials and their fine-patterning using sol-gel method 利用溶胶-凝胶法研制二氧化硅紫外线固化材料及其精细图案化
IF 1.1 4区 物理与天体物理 Q4 OPTICS Pub Date : 2024-04-11 DOI: 10.1007/s10043-024-00883-7
Zheng Li, Renjie Li, Zhuohong Feng, Zhezhe Wang

UV curing hybrid materials via the photo polymerization have significant significance for the lithography fields due to the high resolution. In this work, the UV-curable SiO2 materials with chelating compound structure are synthesized by photosensitive Sol–Gel approach, which have a wide absorption band at 267 nm. With the UV light irradiation, the chelating compound structure decomposes and the solubility of the film in organic solvent decreases. Based on this premise, the presented material exhibits the ability to fabricating highly ordered SiO2 microarrays on several substrates through UV photolithography. The SiO2 micro arrays can be used to as templates to prepare noble metal micro-structures, which own wide potential application prospects in highly ordered SERS substrates with high activity and reproductivity for trace detection.

光聚合紫外固化杂化材料具有高分辨率,在光刻领域具有重要意义。本研究采用光敏 Sol-Gel 方法合成了具有螯合化合物结构的紫外固化 SiO2 材料,该材料在 267 nm 处具有较宽的吸收带。在紫外光照射下,螯合化合物结构分解,薄膜在有机溶剂中的溶解度降低。在此前提下,所介绍的材料能够通过紫外光刻技术在多种基底上制造出高度有序的二氧化硅微阵列。二氧化硅微阵列可用作制备贵金属微结构的模板,在高活性和高重现性的高有序 SERS 基底上具有广泛的应用前景,可用于痕量检测。
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引用次数: 0
Investigation of impairments separability in direct detection optical performance monitoring based on UMAP technique 基于 UMAP 技术的直接探测光学性能监测中的损伤分离性研究
IF 1.1 4区 物理与天体物理 Q4 OPTICS Pub Date : 2024-04-06 DOI: 10.1007/s10043-024-00878-4
Zhao Shen, Xiangye Zeng, Jingyi Wang, Jianfei Liu, Jia Lu, Jie Ma, Yilin Zhang, Baoshuo Fan

This paper focuses on the channel impairments separability of two histogram-based features, asynchronous amplitude histograms (AAH) and asynchronous delay-tap plot (ADTP), commonly used in direct-detection optical performance monitoring (OPM) techniques. This paper presents an in-depth study of the conditions under which these two histogram features are applicable in OPM. These high-dimensional features, AAH and ADTP, are dimensionally reduced using a state-of-the-art data visualization algorithm called Uniform Manifold Approximation and Projection (UMAP) algorithm. After data visualization, it can be found these two histogram-based features have some limitations in distinguishing between different levels of impairments in some specific cases. These features cannot achieve high accuracy in monitoring optical performance in these given situations, no matter how complex the classifier is designed. Extensive simulation experiments were performed to study the classification performance of the two histogram features in the single and multiple impairments cases. The results show that both AAH and ADTP can be used to monitor cumulative dispersion (CD) and optical signal to noise ratio (OSNR) in the case of the single impairment. In addition, the monitoring performance of both features is better for dispersion in the case of multiple impairments coexistence, while both have limitations for OSNR monitoring. However, the anti-dispersion interference ability of ADTP is better than that of AAH. The plausibility of the study results is verified by estimating the channel impairments under different conditions using a deep neural network-based (DNN) identifier. The impairments separation visualization results of UMAP are highly consistent with the estimation results of the DNN-based classifier, achieving the interconnection of usefulness and practicality.

摘要 本文重点研究了直接检测光性能监测(OPM)技术中常用的两种基于直方图的信道损伤分离特性,即异步振幅直方图(AAH)和异步延迟抽头图(ADTP)。本文深入研究了这两种直方图特征在 OPM 中的适用条件。这些高维特征(AAH 和 ADTP)是利用一种最先进的数据可视化算法--统一曲面逼近和投影算法(UMAP)进行降维的。在数据可视化之后,可以发现这两种基于直方图的特征在某些特定情况下区分不同程度的损伤方面有一定的局限性。在这些特定情况下,无论分类器设计得多么复杂,这些特征都无法实现高精度的光学性能监测。为了研究这两种直方图特征在单损伤和多损伤情况下的分类性能,我们进行了广泛的模拟实验。结果表明,AAH 和 ADTP 均可用于监测单损伤情况下的累积色散(CD)和光信噪比(OSNR)。此外,在多损伤共存的情况下,这两种特征对色散的监测性能较好,而对 OSNR 的监测都有局限性。不过,ADTP 的抗色散干扰能力优于 AAH。通过使用基于深度神经网络(DNN)的识别器估计不同条件下的信道损伤,验证了研究结果的合理性。UMAP 的损伤分离可视化结果与基于 DNN 的分类器的估计结果高度一致,实现了实用性与有用性的统一。
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引用次数: 0
Improving multi-step prediction performance of multi-channel QoT over optical backbone networks: deep echo state attention network 提高光骨干网络多通道 QoT 的多步预测性能:深度回波状态关注网络
IF 1.2 4区 物理与天体物理 Q4 OPTICS Pub Date : 2024-04-04 DOI: 10.1007/s10043-024-00873-9
Xiaochuan Sun, Difei Cao, Mingxiang Hao, Zhigang Li, Yingqi Li

Multi-channel transmission mode is the mainstream in real optical system scenarios, and its precise prediction of the optical channel quality of transmission (QoT) can provide guidance for the connections routing and margins allocation, avoiding network resources waste and unavailable connection establishment. However, current multi-channel QoT predictions devote to single-step modeling. It is difficult to grasp the state changes of the optical channel for a period of time in the future, thereby hardly enabling early warnings for abnormal channel conditions and timely maintenance deployment. To tackle this issue, we propose a novel multi-step multi-channel QoT prediction framework, i.e., the deep echo state attention network (DESAN). Structurally, it consists of stacked reservoirs that are successively connected, supporting multi-level feature extraction of optical QoT signal. Specially, the attention mechanism (AM) is introduced for enhancing each reservoir’s state, which captures long-term QoT data features more effectively, meanwhile reducing the negative impact of redundant neurons as much as possible. Finally, aggregating the AM outputs of all reservoirs’ states is for the DESAN training. On the real-world optical-layer characteristic data from Microsoft optical backbone network, the simulation results show that our proposal can make a good tradeoff between sequential multi-step QoT modeling performance and efficiency. The statistical verification is further adopted to demonstrate our findings.

多通道传输模式是实际光系统场景中的主流,其对光通道传输质量(QoT)的精确预测可为连接路由和余量分配提供指导,避免网络资源浪费和无法建立连接。然而,目前的多通道 QoT 预测致力于单步建模。这就很难把握未来一段时间内光信道的状态变化,从而难以对信道异常情况进行预警和及时的维护部署。针对这一问题,我们提出了一种新颖的多步骤多通道 QoT 预测框架,即深度回波状态关注网络(DESAN)。在结构上,它由连续连接的堆叠水库组成,支持光学 QoT 信号的多级特征提取。特别的是,它引入了注意力机制(AM)来增强每个水库的状态,从而更有效地捕捉长期 QoT 数据特征,同时尽可能减少冗余神经元的负面影响。最后,汇总所有储层状态的 AM 输出用于 DESAN 训练。在微软光骨干网的真实光层特征数据上,仿真结果表明,我们的建议可以在顺序多步 QoT 建模性能和效率之间做出很好的权衡。我们还进一步采用了统计验证来证明我们的研究结果。
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引用次数: 0
Investigation of interference structure with different field intensication in linearly polarized laser field 线性偏振激光场中不同场强的干涉结构研究
IF 1.1 4区 物理与天体物理 Q4 OPTICS Pub Date : 2024-04-04 DOI: 10.1007/s10043-024-00880-w
Bing Liu, Wei-Wei Yu

In this paper, we employ the quantum trajectory Monte Carlo model to simulate the momentum distribution of Argon atoms during tunneling ionization. Our analysis illustrates the use of semi-classical models to study the changes in electron trajectories under different laser field intensities. And by studying the different subcycles, the changes of the interference pattern are observed. Our approach successfully observes the interference patterns resembling fishbone and spider stripes. We delve into the subperiodic interference structures present in the photoelectron momentum distributions. Specifically, we investigate the correlation effects of ionization trajectories on the interference fringes within the same period and in adjacent periods. Our analysis demonstrates that the holographic interference fringe results from the superposition of direct ionization trajectories and scattering trajectories. We elucidate the mechanisms underlying the formation of above-threshold ionization (ATI) ring structures and temporal double-slit interference patterns. Additionally, we investigate how wave packets perceive the Coulomb potential and its impact on interference phenomena under varying field intensities. Notably, without the Coulomb potential, the original spider-like holographic interference pattern disappears, replaced by temporal double-slit interference fringes similar to those observed within a comparable time frame.

本文采用量子轨迹蒙特卡洛模型模拟氩原子在隧道电离过程中的动量分布。我们的分析说明了如何利用半经典模型来研究不同激光场强度下电子轨迹的变化。通过研究不同的子周期,可以观察到干涉图案的变化。我们的方法成功地观察到了类似鱼骨和蜘蛛条纹的干涉图案。我们深入研究了光电子动量分布中存在的亚周期干涉结构。具体来说,我们研究了电离轨迹对同一周期和相邻周期干涉条纹的相关影响。我们的分析表明,全息干涉条纹是直接电离轨迹和散射轨迹叠加的结果。我们阐明了阈值以上电离(ATI)环结构和时间双缝干涉图案的形成机制。此外,我们还研究了波包如何感知库仑势及其在不同场强下对干涉现象的影响。值得注意的是,在没有库仑势的情况下,原来的蜘蛛状全息干涉图案消失了,取而代之的是与在可比时间范围内观察到的干涉条纹相似的时间性双缝干涉条纹。
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引用次数: 0
Filter-free microwave photonic single-sideband mixer with mixing spurs suppressed based on dual-polarization dual-drive Mach–Zehnder modulator 基于双偏振双驱动马赫-泽恩德(Mach-Zehnder)调制器的无滤波器微波光子单边带混频器,可抑制混频尖刺
IF 1.1 4区 物理与天体物理 Q4 OPTICS Pub Date : 2024-04-03 DOI: 10.1007/s10043-024-00884-6
Zhenyu Li, Tao Wu, Zhenyang Shi, Enming Xu, Zuxing Zhang

A filter-free microwave photonic single-sideband mixer based on dual-polarization dual-drive Mach–Zehnder modulator (DPol-DDMZM) is proposed and verified experimentally. By adjusting the bias voltages of two DDMZMs, each DDMZM generates a single-sideband (SSB) signal with upper or lower sideband. The optical carrier is cancelled by adjusting the polarization controller before a polarizer. The single-sideband frequency upconversion and downconversion are independently achieved with the mixing spurs suppressed. The proposed frequency converter has a large operating bandwidth since no filter is used, and there is no dispersion-induced power fading due to the SSB modulation when transmitting in a long fiber with a dispersion. Experimental results show that all the mixing spurs are well suppressed over a wideband frequency range, and the maximum sideband suppression ratio of desired signal is up to 36 dB.

本文提出了一种基于双偏振双驱动马赫-泽恩德调制器(DPol-DDMZM)的无滤波器微波光子单边带混频器,并进行了实验验证。通过调节两个 DDMZM 的偏置电压,每个 DDMZM 都能产生具有上边带或下边带的单边带(SSB)信号。在偏振器之前,通过调节偏振控制器来消除光载波。单边带频率的上变频和下变频可在抑制混频刺的情况下独立实现。由于没有使用滤波器,因此拟议的频率转换器具有较大的工作带宽,而且在具有色散的长光纤中传输时,不会出现 SSB 调制引起的色散功率衰减。实验结果表明,在宽带频率范围内,所有混频尖峰都得到了很好的抑制,所需信号的最大边带抑制比高达 36 dB。
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引用次数: 0
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Optical Review
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