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Design of Planar Multilayer Devices for Optical Filtering Using Surrogate Model Based on Artificial Neural Network 利用基于人工神经网络的代用模型设计用于光学滤波的平面多层设备
Pub Date : 2024-03-01 DOI: 10.3390/opt5010009
D. Rego, Fabrício G. S. Silva, Rodrigo C. Gusmão, Vitaly F. Rodriguez-Esquerre
Artificial intelligence paradigms hold significant potential to advance nanophotonics. This study presents a novel approach to designing a plasmonic absorber using an artificial neural network as a surrogate model in conjunction with a genetic algorithm. The methodology involved numerical simulations of multilayered metal–dielectric plasmonic structures to establish a dataset for training an artificial neural network (ANN). The results demonstrate the proficiency of the trained ANN in predicting reflectance spectra and its ability to generalize intricate relationships between desired performance and geometric configurations, with values of correlation higher than 98% in comparison with ground-truth electromagnetic simulations. Furthermore, the ANN was employed as a surrogate model in a genetic algorithm (GA) loop to achieve target optical behaviors. The proposed methodology provides a powerful means of inverse designing multilayered metal–dielectric devices tailored for visible band wavelength filtering. This research demonstrates that the integration of AI-driven approaches in nanophotonics leads to efficient and effective design strategies.
人工智能范式在推动纳米光子学发展方面具有巨大潜力。本研究提出了一种设计等离子体吸收器的新方法,使用人工神经网络作为代用模型,并结合遗传算法。该方法包括对多层金属电介质质子结构进行数值模拟,以建立用于训练人工神经网络(ANN)的数据集。结果表明,训练有素的人工神经网络能熟练预测反射光谱,并能归纳出所需性能与几何配置之间错综复杂的关系,与地面实况电磁模拟的相关性值高于 98%。此外,在遗传算法(GA)循环中,还将 ANN 用作替代模型,以实现目标光学行为。所提出的方法为反向设计多层金属-电介质器件提供了一种强大的手段,该器件专为可见波段波长滤波而量身定制。这项研究表明,在纳米光子学中集成人工智能驱动的方法,可带来高效和有效的设计策略。
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引用次数: 0
Surface Topological Plexcitons: Strong Coupling in a Bi2Se3 Topological Insulator Nanoparticle-Quantum Dot Molecule 表面拓扑反射子:Bi2Se3 拓扑绝缘体纳米粒子-量子点分子中的强耦合作用
Pub Date : 2024-02-27 DOI: 10.3390/opt5010008
George Kountouris, V. Yannopapas
Strong coupling of quantum states with electromagnetic modes of topological matter offer an interesting platform for the exploration of new physics and applications. In this work, we report a novel hybrid mode, a surface topological plexciton, arising from strong coupling between the surface topological plasmon mode of a Bi2Se3 topological insulator nanoparticle and the exciton of a two-level quantum emitter. We study the power absorption spectrum of the system by working within the dipole and rotating-wave approximations, using a density matrix approach for the emitter, and a classical dielectric-function approach for the topological-insulator nanoparticle. We show that a Rabi-type splitting can appear in the spectrum suggesting the presence of strong coupling. Furthermore, we study the dependence of the splitting on the separation of the two nanoparticles as well as the dipole moment of the quantum emitter. These results can be useful for exploring exotic phases of matter, furthering research in topological insulator plasmonics, as well as for applications in the far-infrared and quantum computing.
量子态与拓扑物质电磁模式的强耦合为探索新物理和应用提供了一个有趣的平台。在这项工作中,我们报告了一种新的混合模式--表面拓扑质子,它产生于 Bi2Se3 拓扑绝缘体纳米粒子的表面拓扑质子模式与两级量子发射器的激子之间的强耦合。我们采用偶极子和旋转波近似方法研究了该系统的功率吸收光谱,对发射器采用密度矩阵方法,对拓扑绝缘体纳米粒子采用经典介电函数方法。我们发现,光谱中会出现拉比型分裂,这表明存在强耦合。此外,我们还研究了分裂与两个纳米粒子的分离以及量子发射器偶极矩的关系。这些结果有助于探索物质的奇异相态,促进拓扑绝缘体等离子体学的研究,以及在远红外和量子计算领域的应用。
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引用次数: 0
Electronic Population Reconstruction from Strong-Field-Modified Absorption Spectra with a Convolutional Neural Network 利用卷积神经网络从强场修正吸收光谱重构电子种群
Pub Date : 2024-02-26 DOI: 10.3390/opt5010007
Daniel Richter, A. Magunia, M. Rebholz, Christian Ott, T. Pfeifer
We simulate ultrafast electronic transitions in an atom and corresponding absorption line changes with a numerical, few-level model, similar to previous work. In addition, a convolutional neural network (CNN) is employed for the first time to predict electronic state populations based on the simulated modifications of the absorption lines. We utilize a two-level and four-level system, as well as a variety of laser-pulse peak intensities and detunings, to account for different common scenarios of light–matter interaction. As a first step towards the use of CNNs for experimental absorption data in the future, we apply two different noise levels to the simulated input absorption data.
我们利用数值少级模型模拟了原子中的超快电子跃迁以及相应的吸收线变化,这与之前的工作类似。此外,我们还首次采用了卷积神经网络(CNN),根据模拟的吸收线变化预测电子状态群。我们利用两级和四级系统,以及各种激光脉冲峰值强度和失谐,来解释光与物质相互作用的不同常见情况。作为未来将 CNN 用于实验吸收数据的第一步,我们对模拟输入吸收数据应用了两种不同的噪声水平。
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引用次数: 0
Dual-Band Image Fusion Approach Using Regional Weight Analysis Combined with a Multi-Level Smoothing Filter 使用区域权重分析与多级平滑滤波器相结合的双波段图像融合方法
Pub Date : 2024-02-21 DOI: 10.3390/opt5010006
Jia Yi, Huilin Jiang, Xiaoyong Wang, Yong Tan
Image fusion is an effective and efficient way to express the feature information of an infrared image and abundant detailed information of a visible image in a single fused image. However, obtaining a fused result with good visual effect, while preserving and inheriting those characteristic details, seems a challenging problem. In this paper, by combining a multi-level smoothing filter and regional weight analysis, a dual-band image fusion approach is proposed. Firstly, a series of dual-band image layers with different details are obtained using smoothing results. With different parameters in a bilateral filter, different smoothed results are achieved at different levels. Secondly, regional weight maps are generated for each image layer, and then we fuse the dual-band image layers with their corresponding regional weight map. Finally, by imposing proper weights, those fused image layers are synthetized. Through comparison with seven excellent fusion methods, both subjective and objective evaluations for the experimental results indicate that the proposed approach can produce the best fused image, which has the best visual effect with good contrast, and those small details are preserved and highlighted, too. In particular, for the image pairs with a size of 640 × 480, the algorithm could provide a good visual effect result within 2.86 s, and the result has almost the best objective metrics.
图像融合是将红外图像的特征信息和可见光图像的丰富细节信息表达在一张融合图像中的有效方法。然而,如何在保留和继承这些特征细节的同时,获得具有良好视觉效果的融合结果,似乎是一个具有挑战性的问题。本文结合多级平滑滤波器和区域权重分析,提出了一种双波段图像融合方法。首先,利用平滑结果得到一系列具有不同细节的双波段图像层。利用双边滤波器中的不同参数,可在不同层次上获得不同的平滑结果。其次,为每个图像层生成区域权重图,然后将双波段图像层与相应的区域权重图进行融合。最后,通过施加适当的权重,合成融合后的图像层。通过与七种优秀的融合方法进行比较,实验结果的主观和客观评价都表明,所提出的方法可以生成最佳的融合图像,其视觉效果最佳,对比度好,而且那些小细节也得到了保留和突出。其中,对于尺寸为 640 × 480 的图像对,该算法可以在 2.86 秒内提供良好的视觉效果,而且结果的客观指标几乎是最佳的。
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引用次数: 0
Introducing Optical Nonlinearity in PDMS Using Organic Solvent Swelling 利用有机溶剂膨胀在 PDMS 中引入光学非线性
Pub Date : 2024-02-15 DOI: 10.3390/opt5010005
S. R. Bongu, Maximilian Buchmüller, Daniel Neumaier, Patrick Görrn
The feasibility of introducing optical nonlinearity in poly-dimethyl siloxane (PDMS) using organic solvent swelling was investigated. The third-order nonlinear refraction and absorption properties of the individual materials, as well as the PDMS/solvent compounds after swelling were characterized. The well-established Z-scan technique served as characterization method for the nonlinear properties under picosecond pulsed laser excitation at a 532 nm wavelength. These experiments included investigations on the organic solvents nitrobenzene, 2,6-lutidine, and toluene, which showed inherent optical nonlinearity. We showed that nitrobenzene, one of the most well-known nonlinear optical materials, has proven suboptimal in this context due to its limited swelling effect in PDMS and comparatively high (non)linear absorption, resulting in undesirable thermal effects and potential photo-induced damage in the composite material. Toluene and 2,6-lutidine not only exhibited lower absorption compared to nitrobenzene but also show a more pronounced swelling effect in PDMS. The incorporation of toluene caused a weight change of up to 116% of PDMS, resulting in substantial nonlinear optical effects, reflected in the nonlinear refractive index of the PDMS/toluene composite n2=3.1×10−15 cm2/W.
研究了利用有机溶剂溶胀在聚二甲基硅氧烷(PDMS)中引入光学非线性的可行性。研究表征了单独材料以及溶胀后的 PDMS/溶剂复合物的三阶非线性折射和吸收特性。在波长为 532 nm 的皮秒脉冲激光激发下,利用成熟的 Z 扫描技术表征了非线性特性。这些实验包括对硝基苯、2,6-联苯胺和甲苯等有机溶剂的研究,它们都具有固有的光学非线性。我们的研究表明,硝基苯是最著名的非线性光学材料之一,但由于其在 PDMS 中的膨胀效应有限,且具有相对较高的(非)线性吸收率,因此在这种情况下被证明不是最佳选择,这导致了不良的热效应和复合材料中潜在的光诱导损伤。与硝基苯相比,甲苯和 2,6-丁烷不仅吸收率较低,而且在 PDMS 中的溶胀效应更为明显。甲苯的加入导致 PDMS 的重量变化高达 116%,从而产生了巨大的非线性光学效应,PDMS/甲苯复合材料的非线性折射率 n2=3.1×10-15 cm2/W。
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引用次数: 0
Introducing Optical Nonlinearity in PDMS Using Organic Solvent Swelling 利用有机溶剂膨胀在 PDMS 中引入光学非线性
Pub Date : 2024-02-15 DOI: 10.3390/opt5010005
S. R. Bongu, Maximilian Buchmüller, Daniel Neumaier, Patrick Görrn
The feasibility of introducing optical nonlinearity in poly-dimethyl siloxane (PDMS) using organic solvent swelling was investigated. The third-order nonlinear refraction and absorption properties of the individual materials, as well as the PDMS/solvent compounds after swelling were characterized. The well-established Z-scan technique served as characterization method for the nonlinear properties under picosecond pulsed laser excitation at a 532 nm wavelength. These experiments included investigations on the organic solvents nitrobenzene, 2,6-lutidine, and toluene, which showed inherent optical nonlinearity. We showed that nitrobenzene, one of the most well-known nonlinear optical materials, has proven suboptimal in this context due to its limited swelling effect in PDMS and comparatively high (non)linear absorption, resulting in undesirable thermal effects and potential photo-induced damage in the composite material. Toluene and 2,6-lutidine not only exhibited lower absorption compared to nitrobenzene but also show a more pronounced swelling effect in PDMS. The incorporation of toluene caused a weight change of up to 116% of PDMS, resulting in substantial nonlinear optical effects, reflected in the nonlinear refractive index of the PDMS/toluene composite n2=3.1×10−15 cm2/W.
研究了利用有机溶剂溶胀在聚二甲基硅氧烷(PDMS)中引入光学非线性的可行性。研究表征了单独材料以及溶胀后的 PDMS/溶剂复合物的三阶非线性折射和吸收特性。在波长为 532 nm 的皮秒脉冲激光激发下,利用成熟的 Z 扫描技术表征了非线性特性。这些实验包括对硝基苯、2,6-联苯胺和甲苯等有机溶剂的研究,它们都具有固有的光学非线性。我们的研究表明,硝基苯是最著名的非线性光学材料之一,但由于其在 PDMS 中的膨胀效应有限,且具有相对较高的(非)线性吸收率,因此在这种情况下被证明不是最佳选择,这导致了不良的热效应和复合材料中潜在的光诱导损伤。与硝基苯相比,甲苯和 2,6-丁烷不仅吸收率较低,而且在 PDMS 中的溶胀效应更为明显。甲苯的加入导致 PDMS 的重量变化高达 116%,从而产生了巨大的非线性光学效应,PDMS/甲苯复合材料的非线性折射率 n2=3.1×10-15 cm2/W。
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引用次数: 0
Simple Estimate of the Impact of M2 and Strehl Ratio on the Effective Focusable Spot Size 简单估算 M2 和 Strehl 比对有效可聚焦光斑尺寸的影响
Pub Date : 2024-01-29 DOI: 10.3390/opt5010004
S. Arba-Mosquera, Pascal Naubereit, Simas Sobutas
A simple method (first-order approximation) to determine the impact of M2 and the Strehl Ratio on the effective focusable spot size avoiding complex propagations of the beam wavefront is proposed. The model is based upon previous models and the definition of M2 and the Strehl Ratio in a simple manner. This work provides qualitative and quantitative estimates for the interplay of M2 and the Strehl Ratio on the effectively focusable spot size.
提出了一种简单的方法(一阶近似)来确定 M2 和 Strehl 比对有效聚焦光斑尺寸的影响,避免了光束波面的复杂传播。该模型基于以前的模型,并以简单的方式定义了 M2 和 Strehl 比。这项工作为 M2 和施特莱比对有效聚焦光斑尺寸的相互影响提供了定性和定量估计。
{"title":"Simple Estimate of the Impact of M2 and Strehl Ratio on the Effective Focusable Spot Size","authors":"S. Arba-Mosquera, Pascal Naubereit, Simas Sobutas","doi":"10.3390/opt5010004","DOIUrl":"https://doi.org/10.3390/opt5010004","url":null,"abstract":"A simple method (first-order approximation) to determine the impact of M2 and the Strehl Ratio on the effective focusable spot size avoiding complex propagations of the beam wavefront is proposed. The model is based upon previous models and the definition of M2 and the Strehl Ratio in a simple manner. This work provides qualitative and quantitative estimates for the interplay of M2 and the Strehl Ratio on the effectively focusable spot size.","PeriodicalId":516083,"journal":{"name":"Optics","volume":"70 ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-01-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140486810","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
An Anti-Noise-Designed Residual Phase Unwrapping Neural Network for Digital Speckle Pattern Interferometry 用于数字斑点模式干涉测量的反噪声设计残差相位解包神经网络
Pub Date : 2024-01-19 DOI: 10.3390/opt5010003
Biao Wang, Xiaoling Cao, Meiling Lan, Chang Wu, Yonghong Wang
DSPI (Digital Speckle Pattern Interferometry) is a non-destructive optical measurement technique that obtains phase information of an object through phase unwrapping. Traditional phase unwrapping algorithms depend on the quality of the images, which demands preprocessing such as filtering and denoising. Moreover, the unwrapping time is highly influenced by the size of the images. In this study, we proposed a new deep learning-based phase unwrapping algorithm combining the residual network and U-Net network. Additionally, we incorporated an improved SSIM function as the loss function based on camera characteristics. The experimental results demonstrated that the proposed method achieved higher quality in highly noisy phase unwrapping maps compared to traditional algorithms, with SSIM values consistently above 0.98. In addition, we applied image stitching to the network to process maps of various sizes and the unwrapping time remained around 1 s even for larger images. In conclusion, our proposed network is able to achieve efficient and accurate phase unwrapping.
DSPI (数字斑点模式干涉仪)是一种非破坏性光学测量技术,通过相位解包获得物体的相位信息。传统的相位解包算法取决于图像质量,需要进行滤波和去噪等预处理。此外,解包时间受图像大小的影响很大。在这项研究中,我们结合残差网络和 U-Net 网络,提出了一种新的基于深度学习的相位解包算法。此外,我们还根据相机特性,将改进的 SSIM 函数作为损失函数。实验结果表明,与传统算法相比,所提出的方法在高噪声相位解包图中实现了更高的质量,SSIM 值始终高于 0.98。此外,我们还对网络进行了图像拼接,以处理各种尺寸的地图,即使是较大的图像,解包时间也保持在 1 秒左右。总之,我们提出的网络能够实现高效、准确的相位解包。
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引用次数: 0
Degree of Polarization of Cathodoluminescence from a (100) GaAs Substrate with SiN Stripes 带有氮化硅条纹的 (100) GaAs 衬底发出的阴极荧光的极化程度
Pub Date : 2024-01-17 DOI: 10.3390/opt5010002
Daniel T. Cassidy, Philippe Pagnod-Rossiaux, Merwan Mokhtari
Notes on fits of analytic estimations, 2D finite element method (FEM), and 3D FEM simulations to measurements of the cathodoluminescence (CL) and to the degree of polarization (DOP) of the CL from the top surface of a (100) GaAs substrate with a 6.22 μm wide SiN stripe are presented. Three interesting features are found in the DOP of CL data. Presumably these features are noticeable owing to the spatial resolution of the CL measurement system. Comparisons of both strain and spatial resolutions obtained by CL and photoluminescence (PL) systems are presented. The width of the central feature in the measured DOP is less than the width of the SiN, as measured from the CL. This suggests horizontal cracks or de-laminations into each side of the SiN of about 0.7 μm. In addition, it appears that deformed regions of widths of ≈1.5 μm and adjacent to the SiN must exist to explain some of the features.
本文介绍了分析估计、二维有限元法(FEM)和三维有限元模拟与阴极发光(CL)测量值以及来自带有 6.22 μm 宽 SiN 条纹的 (100) GaAs 衬底顶面的 CL 极化程度(DOP)的拟合。在 CL 数据的 DOP 中发现了三个有趣的特征。这些特征可能是由于 CL 测量系统的空间分辨率造成的。报告对 CL 和光致发光 (PL) 系统获得的应变和空间分辨率进行了比较。根据 CL 测量,DOP 中的中心特征宽度小于 SiN 的宽度。这表明在 SiN 的每一侧都有大约 0.7 μm 的水平裂缝或去层。此外,似乎必须存在宽度≈1.5 μm 且与 SiN 相邻的变形区域,才能解释某些特征。
{"title":"Degree of Polarization of Cathodoluminescence from a (100) GaAs Substrate with SiN Stripes","authors":"Daniel T. Cassidy, Philippe Pagnod-Rossiaux, Merwan Mokhtari","doi":"10.3390/opt5010002","DOIUrl":"https://doi.org/10.3390/opt5010002","url":null,"abstract":"Notes on fits of analytic estimations, 2D finite element method (FEM), and 3D FEM simulations to measurements of the cathodoluminescence (CL) and to the degree of polarization (DOP) of the CL from the top surface of a (100) GaAs substrate with a 6.22 μm wide SiN stripe are presented. Three interesting features are found in the DOP of CL data. Presumably these features are noticeable owing to the spatial resolution of the CL measurement system. Comparisons of both strain and spatial resolutions obtained by CL and photoluminescence (PL) systems are presented. The width of the central feature in the measured DOP is less than the width of the SiN, as measured from the CL. This suggests horizontal cracks or de-laminations into each side of the SiN of about 0.7 μm. In addition, it appears that deformed regions of widths of ≈1.5 μm and adjacent to the SiN must exist to explain some of the features.","PeriodicalId":516083,"journal":{"name":"Optics","volume":" 11","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-01-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139617290","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Hybrid Approach for Multiscale and Multimodal Time-Resolved Diagnosis of Ultrafast Processes in Materials via Tailored Synchronization of Laser and X-ray Sources at MHz Repetition Rates 通过以 MHz 重复率对激光和 X 射线源进行定制同步,实现材料中超快过程的多尺度和多模态时间分辨诊断的混合方法
Pub Date : 2024-01-16 DOI: 10.3390/opt5010001
Nikita Marchenkov, E. Mareev, Anton Kulikov, Fedor Pilyak, Eduard Ibragimov, Yuri Pisarevskii, Fedor Potemkin
The synchronization of laser and X-ray sources is essential for time-resolved measurements in the study of ultrafast processes, including photo-induced piezo-effects, shock wave generation, and phase transitions. On the one hand, optical diagnostics (by synchronization of two laser sources) provides information about changes in vibration frequencies, shock wave dynamics, and linear and nonlinear refractive index behavior. On the other hand, optical pump–X-ray probe diagnostics provide an opportunity to directly reveal lattice dynamics. To integrate two approaches into a unified whole, one needs to create a robust method for the synchronization of two systems with different repetition rates up to the MHz range. In this paper, we propose a universal approach utilizing a field-programmable gate array (FPGA) to achieve precise synchronization between different MHz sources such as various lasers and synchrotron X-ray sources. This synchronization method offers numerous advantages, such as high flexibility, fast response, and low jitter. Experimental results demonstrate the successful synchronization of two different MHz systems with a temporal resolution of 250 ps. This enables ultrafast measurements with a sub-nanosecond resolution, facilitating the uncovering of complex dynamics in ultrafast processes.
在研究超快过程(包括光诱导压电效应、冲击波产生和相变)时,激光源和 X 射线源的同步对于时间分辨测量至关重要。一方面,光学诊断(通过同步两个激光源)可提供有关振动频率变化、冲击波动力学以及线性和非线性折射率行为的信息。另一方面,光学泵浦-X 射线探针诊断为直接揭示晶格动态提供了机会。为了将两种方法整合为一个统一的整体,我们需要创建一种稳健的方法,用于同步两个重复率不同的系统,最高可达 MHz 范围。在本文中,我们提出了一种利用现场可编程门阵列(FPGA)的通用方法,以实现各种激光和同步辐射 X 射线源等不同 MHz 源之间的精确同步。这种同步方法具有许多优点,如灵活性高、响应速度快、抖动小等。实验结果表明,两个不同的 MHz 系统成功实现了时间分辨率为 250 ps 的同步。这使得超快测量的分辨率达到亚纳秒级,有助于揭示超快过程中的复杂动态。
{"title":"Hybrid Approach for Multiscale and Multimodal Time-Resolved Diagnosis of Ultrafast Processes in Materials via Tailored Synchronization of Laser and X-ray Sources at MHz Repetition Rates","authors":"Nikita Marchenkov, E. Mareev, Anton Kulikov, Fedor Pilyak, Eduard Ibragimov, Yuri Pisarevskii, Fedor Potemkin","doi":"10.3390/opt5010001","DOIUrl":"https://doi.org/10.3390/opt5010001","url":null,"abstract":"The synchronization of laser and X-ray sources is essential for time-resolved measurements in the study of ultrafast processes, including photo-induced piezo-effects, shock wave generation, and phase transitions. On the one hand, optical diagnostics (by synchronization of two laser sources) provides information about changes in vibration frequencies, shock wave dynamics, and linear and nonlinear refractive index behavior. On the other hand, optical pump–X-ray probe diagnostics provide an opportunity to directly reveal lattice dynamics. To integrate two approaches into a unified whole, one needs to create a robust method for the synchronization of two systems with different repetition rates up to the MHz range. In this paper, we propose a universal approach utilizing a field-programmable gate array (FPGA) to achieve precise synchronization between different MHz sources such as various lasers and synchrotron X-ray sources. This synchronization method offers numerous advantages, such as high flexibility, fast response, and low jitter. Experimental results demonstrate the successful synchronization of two different MHz systems with a temporal resolution of 250 ps. This enables ultrafast measurements with a sub-nanosecond resolution, facilitating the uncovering of complex dynamics in ultrafast processes.","PeriodicalId":516083,"journal":{"name":"Optics","volume":" 71","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-01-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139619270","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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Optics
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