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DeepBessel: deep learning-based full-field vibration profilometry using single-shot time-averaged interference microscopy DeepBessel:使用单次时间平均干涉显微镜的基于深度学习的全场振动轮廓术
IF 3.7 2区 工程技术 Q2 OPTICS Pub Date : 2026-04-01 Epub Date: 2025-12-31 DOI: 10.1016/j.optlaseng.2025.109588
Maria Cywińska, Wiktor Forjasz, Emilia Wdowiak, Michał Józwik, Adam Styk, Krzysztof Patorski, Maciej Trusiak
Full-field vibration profilometry is essential for dynamic characterizing microelectromechanical systems (MEMS/MOEMS). Time-averaged interferometry (TAI) encodes spatial information about MEMS/MOEMS vibration amplitude in the interferogram’s amplitude modulation using Bessel function (besselogram). Classical approaches for interferogram analysis are specialized for cosine function fringe patterns and therefore introduce reconstruction errors for besselogram decoding. This paper presents the DeepBessel: a deep learning-based approach for single-shot TAI interferogram analysis. A convolutional neural network (CNN) was trained using synthetic data, where the input consisted of besselograms, and the output corresponded to the underlying vibration amplitude distribution. Numerical validation and experimental testing demonstrated that DeepBessel significantly reduces reconstruction errors compared to the state-of-the-art approaches, e.g., Hilbert Spiral Transform (HST) method. The proposed network effectively mitigates errors caused by the mismatch between the Bessel and cosine functions. The results indicate that deep learning can improve the accuracy of full-field vibration measurements, offering new possibilities for optical metrology in MEMS/MOEMS applications.
全场振动轮廓测量法是动态表征微机电系统(MEMS/MOEMS)的关键。时间平均干涉法(TAI)利用贝塞尔函数(Bessel function, besselogram)对干涉图的振幅调制中MEMS/MOEMS振动振幅的空间信息进行编码。干涉图分析的经典方法专门用于余弦函数条纹图案,因此引入了贝塞图解码的重建误差。提出了一种基于深度学习的单次TAI干涉图分析方法——DeepBessel。使用合成数据训练卷积神经网络(CNN),其中输入由besselogram组成,输出对应底层振动幅值分布。数值验证和实验测试表明,与希尔伯特螺旋变换(HST)方法等最先进的方法相比,DeepBessel显著降低了重建误差。该网络有效地减轻了贝塞尔函数和余弦函数不匹配所引起的误差。结果表明,深度学习可以提高全场振动测量的精度,为MEMS/MOEMS应用中的光学测量提供了新的可能性。
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引用次数: 0
Single-exposure HiLo based on virtual illumination modulation 基于虚拟照明调制的单曝光HiLo
IF 3.7 2区 工程技术 Q2 OPTICS Pub Date : 2026-04-01 Epub Date: 2025-12-19 DOI: 10.1016/j.optlaseng.2025.109561
Wei Qiao, Hongyi Lin, Dong Sun, Juqiang Lin
Fluorescence microscopy is inevitably plagued by out-of-focus background interference. However, conventional optical sectioning techniques often force a trade-off among imaging throughput, and background suppression capability, which compromises imaging performance—particularly in live-cell or large-volume three-dimensional (3D) imaging applications. Herein, we present a virtual illumination modulation-based HiLo method (v-HiLo) that computationally generates structured illumination, achieving single-exposure optical sectioning. Spoke-like sample simulation experiments and imaging of pollen particles have verified v-HiLo's capability to suppress out-of-focus background. Comparative experiments on biological samples using wide-field HiLo, deconvolution, and confocal imaging further confirm the superior optical sectioning performance of v-HiLo. Moreover, the combination of line-confocal microscopy and v-HiLo in mouse brain tissue imaging further verified that v-HiLo's virtual modulation approach can synergize with other optical sectioning techniques to enhance background suppression performance. v-HiLo leverages the advantages of virtual illumination modulation to achieve single- exposure optical sectioning while maintaining wide-field imaging's throughput. This breakthrough overcomes the fundamental trade-off among imaging speed, and background suppression in conventional optical sectioning techniques, providing an alternative avenues for large-scale 3D imaging and live-cell time-series observations.
荧光显微镜不可避免地会受到背景失焦干扰的困扰。然而,传统的光学切片技术通常需要在成像吞吐量和背景抑制能力之间进行权衡,从而影响成像性能,特别是在活细胞或大体积三维(3D)成像应用中。在此,我们提出了一种基于虚拟照明调制的HiLo方法(v-HiLo),该方法可以计算生成结构化照明,实现单曝光光学切片。辐条样模拟实验和花粉颗粒成像验证了v-HiLo抑制失焦背景的能力。利用宽视场HiLo、反卷积和共聚焦成像对生物样品进行对比实验,进一步证实了v-HiLo优越的光学切片性能。此外,线共聚焦显微镜与v-HiLo在小鼠脑组织成像中的结合进一步验证了v-HiLo的虚拟调制方法可以与其他光学切片技术协同增强背景抑制性能。v-HiLo利用虚拟照明调制的优势来实现单曝光光学切片,同时保持宽视场成像的吞吐量。这一突破克服了传统光学切片技术中成像速度和背景抑制之间的基本权衡,为大规模3D成像和活细胞时间序列观测提供了另一种途径。
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引用次数: 0
Underwater image quality evaluation via multidimensional perceptual characterization 基于多维感知表征的水下图像质量评价
IF 3.7 2区 工程技术 Q2 OPTICS Pub Date : 2026-04-01 Epub Date: 2025-12-24 DOI: 10.1016/j.optlaseng.2025.109564
Peixin Qu , Lulu Meng , Guohou Li , Jianping Wang , Wenyi Zhao , Zheng Liang , Weidong Zhang
Accurately evaluating underwater image quality is essential in marine engineering. Light attenuation and scattering in water often result in various visual distortions, including color loss, reduced contrast, and diminished visibility. In practical applications, these distortions may have a detrimental effect on the accurate evaluation of underwater images. To address the issue, we propose a method called Multidimensional Perceptual Image Quality Evaluation (MDP-IQE), designed to accurately and efficiently evaluate the underwater image quality. This method evaluates image quality across six key dimensions: color, contrast, visibility, geometry, noise, and water quality. The Gaussian Process Regression (GPR) model is trained to relate the extracted characterizations to the subjective quality scores of the underwater images. The quality-aware characterization vectors are then extracted for each test image and input into the trained model for quality prediction. Extensive testing on two datasets, which also show great compatibility with human subjective visual perception, demonstrates the superiority of our suggested MDP-IQE method.
准确评估水下图像质量在海洋工程中至关重要。光在水中的衰减和散射通常会导致各种视觉扭曲,包括颜色损失、对比度降低和能见度降低。在实际应用中,这些畸变可能会对水下图像的准确评估产生不利影响。为了解决这一问题,我们提出了一种多维感知图像质量评估(MDP-IQE)方法,旨在准确有效地评估水下图像质量。该方法通过六个关键维度评估图像质量:颜色、对比度、可见性、几何形状、噪声和水质。训练高斯过程回归(GPR)模型,将提取的特征与水下图像的主观质量分数相关联。然后为每个测试图像提取质量感知特征向量,并将其输入训练好的模型中进行质量预测。在两个数据集上的广泛测试也显示出与人类主观视觉感知的良好兼容性,证明了我们建议的MDP-IQE方法的优越性。
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引用次数: 0
Multi-scale feature extraction mask gated network for hyperspectral image reconstruction 高光谱图像重构的多尺度特征提取掩模门控网络
IF 3.7 2区 工程技术 Q2 OPTICS Pub Date : 2026-04-01 Epub Date: 2025-12-24 DOI: 10.1016/j.optlaseng.2025.109543
Xiangfeng Xie , Ping Xu , Ji Xu , Wenjie Zhang , Yian Liu , Haifeng Zheng
Hyperspectral images (HSIs) captures more comprehensive spectral information than traditional RGB imaging, offering significant potential across various applications. Conventional methods, such as point, line, and wavelength scanning, are capable of generating hyperspectral images, but are often time-consuming and costly. Snapshot imaging systems, like the Coded Aperture Snapshot Spectral Imaging (CASSI), snap three-dimensional hyperspectral data into two-dimensional measuremen, enabling faster acquisition, reduced costs, and enhanced miniaturization. Despite these advantages, CASSI-based systems continue to face significant challenges related to signal reconstruction algorithms, which restrict their commercial deployment. Recent advances in deep learning, particularly Convolutional Neural Network (CNN),have introduced innovative solutions for reconstructing hyperspectral images from 2D data. However, these methods typically demand substantial computational resources, making their implementation challenging for edge devices such as smartphones and drones. In this paper, we propose a lightweight multi-scale feature extraction and mask-gated convolutional network for hyperspectral image reconstruction. The network leverages lightweight design strategies for efficiency, incorporating channel dimension reduction and compact convolutional structures like 1×1 and depthwise separable convolutions. It further enhances reconstruction accuracy with a Channel Attention Module (CAM) that adaptively reweights features while reducing parameters. Additionally, the network integrates multi-scale feature extraction and mask-gated convolutional layers, enabling high-quality reconstruction with minimal computational cost.Experimental results demonstrate that the proposed approach not only reduces computational complexity and parameter count but also achieve high reconstruction performance compared to existing methods.
高光谱图像(hsi)比传统的RGB成像捕获更全面的光谱信息,在各种应用中提供了巨大的潜力。传统的方法,如点、线和波长扫描,能够产生高光谱图像,但往往是耗时和昂贵的。快照成像系统,如编码孔径快照光谱成像(CASSI),将三维高光谱数据捕获到二维测量中,从而实现更快的采集,降低成本,并增强小型化。尽管有这些优势,基于casi的系统仍然面临着与信号重建算法相关的重大挑战,这限制了它们的商业部署。深度学习的最新进展,特别是卷积神经网络(CNN),为从2D数据重建高光谱图像引入了创新的解决方案。然而,这些方法通常需要大量的计算资源,这使得它们的实施对智能手机和无人机等边缘设备具有挑战性。本文提出了一种轻量级的多尺度特征提取和掩模门控卷积网络用于高光谱图像重建。该网络利用轻量级设计策略来提高效率,结合通道降维和紧凑的卷积结构,如1×1和深度可分离卷积。它进一步提高了重建精度与通道注意模块(CAM),自适应重新加权特征,同时减少参数。此外,该网络集成了多尺度特征提取和掩模门控卷积层,以最小的计算成本实现高质量的重建。实验结果表明,与现有方法相比,该方法不仅降低了计算复杂度和参数数量,而且具有较高的重构性能。
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引用次数: 0
Accurate and synchronous calibration-acquisition of phase-shifting interferograms under vibration with near-focal feature triggering 近焦特征触发振动下移相干涉图的精确同步标定采集
IF 3.7 2区 工程技术 Q2 OPTICS Pub Date : 2026-04-01 Epub Date: 2025-12-24 DOI: 10.1016/j.optlaseng.2025.109569
Fengrui Li , Zhigang Han , Jiarui Xu , Rihong Zhu
To mitigate vibration-induced phase errors in the demodulated wavefront of time-domain phase-shifting interferometry (PSI) systems, we present a synchronous calibration-acquisition method that precisely records sequential phase-shifting interferograms triggered by the phase-shifting features extracted from near-focal light signals. By integrating an electronic data processing module into the Fizeau interferometer, a closed-loop control system is established to dynamically track the peak-valley values of near-focal light intensity and generate real-time synchronization signals to the interferometer camera, enabling online phase-shift calibration and millisecond-level interferogram acquisition. This method can achieve non-isochronous sampling of four interferograms within 61 ms. Experimental results demonstrate that the method effectively suppresses ripple artifacts in demodulated wavefronts and reduces the incidence of inverted wavefronts, which can improve the operational stability of time-domain PSI systems in non-steady-state environments.
为了减轻时域移相干涉(PSI)系统解调波前中振动引起的相位误差,我们提出了一种同步校准采集方法,精确记录由近焦光信号提取的移相特征触发的顺序移相干涉图。通过在菲索干涉仪中集成电子数据处理模块,建立闭环控制系统,动态跟踪近焦光强峰谷值,并向干涉仪相机生成实时同步信号,实现在线相移校准和毫秒级干涉图采集。该方法可在61 ms内实现4幅干涉图的非等时采样。实验结果表明,该方法有效地抑制了解调波前中的纹波伪迹,降低了反波前的发生率,提高了非稳态环境下时域PSI系统的运行稳定性。
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引用次数: 0
A novel method of designing integrating mirrors for two-dimensional customized lasers in surface hardening process 一种用于二维定制激光器表面硬化的积分镜设计新方法
IF 3.7 2区 工程技术 Q2 OPTICS Pub Date : 2026-04-01 Epub Date: 2025-12-30 DOI: 10.1016/j.optlaseng.2025.109580
Shuo Li , Yu Long , Lirong Zhong , Yajun Zhang , Mingfeng Liu , Yihu Zhang , Qi Gao , Xiahui Tang , Yu Xiao , Yingxiong Qin
Two-dimensional customized lasers obtained by conventional integrating mirrors are widely employed in industrial applications such as hardening, cladding, and surface heating, because of their high energy output efficiency and large radiation area. However, the existing two-dimensional customized lasers exhibit limited spot size along the length direction and an energy distribution confinement of the Gaussian mode along the width direction. In this work, we propose a novel generatrix design method, which is composed of alternating convex and concave high-order curve segments, to enhance energy uniformity and spot size along the length direction. Besides, a translation scheme applicable to all generatrixes is proposed to adjust the energy distribution along the width direction. Additionally, improved surface smoothness enhances manufacturability, allowing higher input power tolerance with minimal output loss. Here, we presented a 100.40-mm-long stripe-shaped laser, as well as a 21.17-mm-long dual-stripe-shaped laser with a peak interval of 3.98 mm. The energy distribution simulation results demonstrate the effectiveness of the novel beam shaping method and highlights its strong potential for high-power laser processing and other advanced laser applications.
传统积分镜获得的二维定制激光器因其能量输出效率高、辐射面积大而广泛应用于硬化、熔覆、表面加热等工业领域。然而,现有的二维定制激光器在长度方向上光斑尺寸有限,在宽度方向上能量分布受高斯模式的限制。在这项工作中,我们提出了一种新的母线设计方法,该方法由凹凸交替的高阶曲线段组成,以提高沿长度方向的能量均匀性和光斑尺寸。此外,提出了一种适用于所有母线的平移方案,以调整沿宽度方向的能量分布。此外,改进的表面光洁度提高了可制造性,以最小的输出损耗实现更高的输入功率公差。在这里,我们提出了一个长100.40 mm的条形激光器,以及一个长21.17 mm的双条形激光器,峰值间隔为3.98 mm。能量分布仿真结果证明了这种新型光束整形方法的有效性,并突出了其在高功率激光加工和其他先进激光应用中的强大潜力。
{"title":"A novel method of designing integrating mirrors for two-dimensional customized lasers in surface hardening process","authors":"Shuo Li ,&nbsp;Yu Long ,&nbsp;Lirong Zhong ,&nbsp;Yajun Zhang ,&nbsp;Mingfeng Liu ,&nbsp;Yihu Zhang ,&nbsp;Qi Gao ,&nbsp;Xiahui Tang ,&nbsp;Yu Xiao ,&nbsp;Yingxiong Qin","doi":"10.1016/j.optlaseng.2025.109580","DOIUrl":"10.1016/j.optlaseng.2025.109580","url":null,"abstract":"<div><div>Two-dimensional customized lasers obtained by conventional integrating mirrors are widely employed in industrial applications such as hardening, cladding, and surface heating, because of their high energy output efficiency and large radiation area. However, the existing two-dimensional customized lasers exhibit limited spot size along the length direction and an energy distribution confinement of the Gaussian mode along the width direction. In this work, we propose a novel generatrix design method, which is composed of alternating convex and concave high-order curve segments, to enhance energy uniformity and spot size along the length direction. Besides, a translation scheme applicable to all generatrixes is proposed to adjust the energy distribution along the width direction. Additionally, improved surface smoothness enhances manufacturability, allowing higher input power tolerance with minimal output loss. Here, we presented a 100.40-mm-long stripe-shaped laser, as well as a 21.17-mm-long dual-stripe-shaped laser with a peak interval of 3.98 mm. The energy distribution simulation results demonstrate the effectiveness of the novel beam shaping method and highlights its strong potential for high-power laser processing and other advanced laser applications.</div></div>","PeriodicalId":49719,"journal":{"name":"Optics and Lasers in Engineering","volume":"199 ","pages":"Article 109580"},"PeriodicalIF":3.7,"publicationDate":"2026-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145885325","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Quantitative sensing of weak scattering medium flow field based on optical schlieren differential interferometry 基于光学纹影微分干涉法的弱散射介质流场定量传感
IF 3.7 2区 工程技术 Q2 OPTICS Pub Date : 2026-04-01 Epub Date: 2025-12-19 DOI: 10.1016/j.optlaseng.2025.109557
Donghui Zhang , Tianxi Zhai , Cheng Zhang , Yilan Chen , Jian Cui , Xue Yan
This study tackled the challenge of high-sensitivity, optical measurement of subtle disturbances in underwater flow fields within weakly scattering media. A novel flow visualization approach based on schlieren differential interference imaging contrast was proposed. By leveraging polarization and birefringence modulation, the system amplified refractive index gradients between adjacent optical paths, markedly enhancing sensitivity to minor density perturbations and improving imaging contrast in low-scattering environments.In the experiments, by adjusting the object distance, it was shown that when the distance reached 5 cm, the double-image phenomenon disappeared and the rate of intensity variation increased significantly, enabling high-resolution reconstruction of flow-field details. Within the rotational speed range of 500–800 rpm, the flow density range broadened from 1015 to 1020 kg/m³ to 990–1020 kg/m³. The lowest density zone corresponded to the vortex core at high speed, highlighting the system’s responsiveness to velocity-induced density fluctuations. Phase maps revealed enhanced central brightness and spatial continuity. Combined with directional gradient analysis, the method successfully resolved fine flow features and density stratification at low speeds, while maintaining a high signal-to-noise ratio and fringe stability under rapid flow conditions. Furthermore, optical flow analysis was applied to multi-frame imaging data for quantitative validation. The reconstructed velocity distribution agreed closely with the schlieren differential interference imaging results, achieving an overall consistency of 96.88 %, further demonstrating the feasibility and reliability of this method for high-sensitivity, non-invasive flow visualization in weakly scattering underwater media. This work elucidated the physical response mechanisms of schlieren differential interference imaging in weakly scattering media and provided theoretical and technical support for high-precision flow measurements in complex underwater environments.
本研究解决了在弱散射介质中对水下流场细微扰动进行高灵敏度光学测量的挑战。提出了一种基于纹影微分干涉成像对比度的流场可视化方法。通过利用偏振和双折射调制,该系统放大了相邻光路之间的折射率梯度,显著提高了对微小密度扰动的灵敏度,提高了低散射环境下的成像对比度。在实验中,通过调整物体距离,发现当距离达到5 cm时,双像现象消失,强度变化率显著提高,可以实现流场细节的高分辨率重建。在500 - 800rpm转速范围内,流量密度范围从1015 ~ 1020kg /m³扩大到990 ~ 1020kg /m³。低密度区域对应于高速涡旋核心,突出了系统对速度引起的密度波动的响应性。相位图显示中心亮度和空间连续性增强。结合定向梯度分析,该方法成功地解决了低速下的细流特征和密度分层问题,同时在快速流动条件下保持了高信噪比和条纹稳定性。此外,将光流分析应用于多帧成像数据进行定量验证。重建的流速分布与纹影微分干涉成像结果吻合较好,总体一致性达96.88%,进一步证明了该方法在弱散射水下介质中实现高灵敏度、无创流动显示的可行性和可靠性。阐明了弱散射介质中纹影微分干涉成像的物理响应机制,为复杂水下环境中高精度流量测量提供了理论和技术支持。
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引用次数: 0
Fabrication of a monolithic all-YAG crystalline microresonator through femtosecond laser nanolithography and thermal annealing 用飞秒激光纳米光刻和热退火技术制备单片全钇铝石榴石晶体微谐振器
IF 3.7 2区 工程技术 Q2 OPTICS Pub Date : 2026-04-01 Epub Date: 2025-12-20 DOI: 10.1016/j.optlaseng.2025.109562
Franzette Paz-Buclatin , Leopoldo Luis Martin , Alejandro González-Orive , Urma González-Tombolato , Kei Kamada , Akira Yoshikawa , Airán Ródenas Seguí
We report the first successful fabrication of monolithic all Yttrium Aluminum Garnet (YAG) crystalline microdisks directly in the bulk of a crystal, through a greatly simplified two-step process of three-dimensional femtosecond laser writing followed by chemical wet-etching, as compared to current multi-step approaches. The fabricated and optically characterized microdisk is 16.9 μm in diameter and 0.8 μm in thickness. We also present the first systematic study of surface tension reshaping in YAG by means of thermal annealing, identifying an optimal annealing temperature of 1475 °C for 5 h for smoothening surface irregularities. Optical characterization using tapered fiber loop evanescent coupling revealed a more than twofold improvement in the intrinsic quality factor of the Whispering Gallery Mode resonances, increasing from 3.6 × 10³ to 9.5 × 10³ after annealing. Furthermore, the YAG microdisks demonstrated outstanding thermal robustness, showing no observable morphological changes up to 1180 °C. This work establishes a robust and straightforward platform for fabricating monolithic inside-crystal YAG microresonators, enabling their application on chip-scale solid-state lasing and extreme environment sensing.
与目前的多步骤方法相比,我们报告了第一次成功地直接在晶体体中制造单片全钇铝石榴石(YAG)晶体微盘,通过大大简化的三维飞秒激光写入和化学湿蚀刻两步工艺。所制备的微磁盘直径为16.9 μm,厚度为0.8 μm。我们还首次通过热退火方法对YAG表面张力重塑进行了系统研究,确定了1475°C 5小时的最佳退火温度来平滑表面不规则性。使用锥形光纤环倏逝耦合的光学特性表明,在退火后,窃窃廊模式共振的内在品质因子提高了两倍以上,从3.6 × 10³增加到9.5 × 10³。此外,YAG微盘表现出出色的热稳健性,在1180°C下没有观察到形态变化。这项工作为制造单片晶体内YAG微谐振器建立了一个强大而直接的平台,使其能够应用于芯片级固态激光和极端环境传感。
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引用次数: 0
FP-LD strong feedback fiber-optic stress system for high-voltage transmission towers 高压输电塔FP-LD强反馈光纤应力系统
IF 3.7 2区 工程技术 Q2 OPTICS Pub Date : 2026-04-01 Epub Date: 2025-12-27 DOI: 10.1016/j.optlaseng.2025.109579
Fang Wang , Yuchang Wen , Guoqing Shangguan , Shuangshuang Han , Xinyi Zhao , Yanzhong Yuan , Hualei Shen , Yufang Liu
We design a fiber-optic stress system based on strong optical feedback from a Fabry–Perot laser diode (FP-LD). It monitors stress changes induced by tilting of high-voltage transmission towers. The system comprises an external resonant cavity formed between the rear facet of the FP-LD and the end face of a single-mode fiber (SMF). The effective optical range length of the resonant cavity varies, which leads to a shift in the beat-frequency signal (BFS) of the multiple longitudinal modes. In the 0–80 N applied stress loading experiments of the sensing fiber, the stress variation is linearly related to the frequency shift of the BFS. The system sensitivity increased with increasing sensing resonator length. Specifically, for resonator lengths of 3.0 m, 5.1 m and 7.2 m, the measured stress sensitivities were −6.70 kHz·N⁻¹, −9.95 kHz·N⁻¹ and −13.67 kHz·N⁻¹, respectively. Applying a multilayer perceptron (MLP) neural network reduced the error between the stress values predicted from the frequency-shift monitoring software and the true stress measurements. This method improves the detection accuracy of the system and its MLP model has an accuracy of 96.88% in the test set.
本文设计了一种基于Fabry-Perot激光二极管(FP-LD)强光反馈的光纤应力系统。它监测高压输电塔倾斜引起的应力变化。该系统包括在FP-LD的后面和单模光纤(SMF)的端面之间形成的外部谐振腔。谐振腔的有效光学范围长度发生变化,导致多个纵向模式的热频信号发生移位。在传感光纤0 ~ 80 N的外加应力加载实验中,应力变化与BFS的频移呈线性关系。系统灵敏度随传感谐振腔长度的增加而增加。具体来说,对于长度为3.0 m, 5.1 m和7.2 m的谐振器,测量的应力灵敏度分别为- 6.70 kHz·N⁻¹,- 9.95 kHz·N⁻¹和- 13.67 kHz·N⁻¹。应用多层感知器(MLP)神经网络减少了频移监测软件预测的应力值与真实应力测量值之间的误差。该方法提高了系统的检测精度,其MLP模型在测试集中准确率达到96.88%。
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引用次数: 0
Super-resolution non-line-of-sight imaging with laser pulses multiplexing 激光脉冲多路复用的超分辨率非视距成像
IF 3.7 2区 工程技术 Q2 OPTICS Pub Date : 2026-04-01 Epub Date: 2025-12-24 DOI: 10.1016/j.optlaseng.2025.109558
Jinye Miao , Yingjie Shi , Fuyao Cai , Yi Wei , Lingfeng Liu , Lianfa Bai , Enlai Guo , Jing Han
Non-line-of-sight (NLOS) imaging aims at reconstructing objects around corners and is promising for diverse applications. A fundamental problem is that the imaging resolution of NLOS methods based on time-of-flight (TOF) is constrained by the single-photon timing resolution (SPTR) of the hardware’s photon counting. In this paper, a super timing-resolution method named laser pulses multiplexing (LPM) is proposed to overcome the inherent photon counting limitations of the hardware. Specifically, based on the consistency of the laser pulse response, we can utilize the photon histogram of multiple laser pulse cycles and the fixed SPTR to form a sub-single-photon timing resolution (sub-SPTR) time-difference modulation matrix. In this way, without the necessity for additional optical components or multiple exposures, a high-SPTR transient images can be decoupled through time difference modulation. Through comprehensive evaluation of the experimental data, we demonstrate that LPM enhances SPTR by at least 1 order of magnitude, enabling transient image reconstruction with a 64-picosecond single-photon timing resolution—over 10  ×  higher than the hardware’s intrinsic 704-ps single-photon timing resolution. Furthermore, the proposed LPM exhibits robustness against Poisson noise induced by under-scanning conditions. Especially when the scanning points are reduced to about 5 % of full samples, the structural similarity index measure (SSIM) of the reconstructed object by LPM is 0.2 higher than that without LPM. In addition, experiments show that the proposed method is also applicable to non-confocal systems, which aids in the application of array detectors. The method reduces the reliance on high-SPTR detectors using pulse multiplexing modulation, which provides a reference for combining prior modulation to overcome hardware deficiencies.
非视距成像(NLOS)旨在重建拐角周围的物体,具有广泛的应用前景。一个基本问题是基于飞行时间(TOF)的NLOS方法的成像分辨率受到硬件光子计数的单光子定时分辨率(SPTR)的限制。本文提出了一种超时间分辨率的方法——激光脉冲复用(LPM),以克服硬件固有的光子计数限制。具体来说,基于激光脉冲响应的一致性,我们可以利用多个激光脉冲周期的光子直方图和固定的SPTR组成亚单光子定时分辨率(sub-SPTR)的时差调制矩阵。这样,不需要额外的光学元件或多次曝光,高sptr瞬态图像可以通过时间差调制解耦。通过对实验数据的综合评估,我们证明LPM将SPTR提高了至少一个数量级,实现了64皮秒单光子定时分辨率的瞬态图像重建,比硬件固有的704-ps单光子定时分辨率高出10 × 以上。此外,所提出的LPM对扫描条件下引起的泊松噪声具有鲁棒性。特别是当扫描点减少到完整样品的5%左右时,LPM重建的物体的结构相似指数(SSIM)比未使用LPM的物体高0.2。实验结果表明,该方法同样适用于非共聚焦系统,有助于阵列探测器的应用。该方法减少了对采用脉冲复用调制的高sptr检测器的依赖,为结合先验调制克服硬件缺陷提供了参考。
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引用次数: 0
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Optics and Lasers in Engineering
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