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An closed-cavity Mach–Zehnder interferometer based on multi-core fiber with two-end etching for relative humidity 一种基于多芯光纤两端刻蚀的闭式马赫-曾德尔干涉仪
IF 0.9 4区 物理与天体物理 Q4 OPTICS Pub Date : 2025-10-23 DOI: 10.1007/s10043-025-01000-y
Junni Cheng, Xiao-yan Jiang, Yu-heng Wang

A Mach–Zehnder interferometer (MZI) based on the two-end etching of multi-core fiber (MCF) is proposed and experimentally demonstrated. The MZI consists of a seven-core fiber with two-end etching and is sandwiched in two single-mode fibers. To study the influence of different etching time on MZI, BOE solution is used to etch MCF. Due to the fact that BOE solution is a mixture of HF and NH4F, the etching rate of BOE on the MCF is slower, which is more conducive to observing the etching appearance of the MCF. The effect of etching on MZI spectrum is analyzed theoretically. Experimental results confirm and show that the humidity increases from 25%RH to 95%RH, the MZI energy monitoring point decreases, and its humidity response sensitivity is − 0.045 dB/%RH. Since the temperature also affects the sensor response, the temperature is also measured. The temperature increases from 35℃ to 85 ℃, and the MZI temperature response sensitivity is 0.0465 nm/℃. A quick and reliable time response has also been demonstrated and shows potential for future applications.

提出了一种基于多芯光纤两端刻蚀的Mach-Zehnder干涉仪,并进行了实验验证。MZI由一根两端蚀刻的七芯光纤组成,夹在两根单模光纤中。为了研究不同刻蚀时间对MZI的影响,采用BOE溶液刻蚀MCF。由于BOE溶液是HF和NH4F的混合物,因此BOE在MCF上的蚀刻速率较慢,更有利于观察MCF的蚀刻外观。从理论上分析了蚀刻对MZI谱的影响。实验结果证实,湿度从25%RH增加到95%RH, MZI能量监测点减小,其湿度响应灵敏度为- 0.045 dB/%RH。由于温度也会影响传感器的响应,所以温度也会被测量。温度从35℃升高到85℃,MZI温度响应灵敏度为0.0465 nm/℃。快速可靠的时间响应也已被证明,并显示出未来应用的潜力。
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引用次数: 0
Multi-band design of ultrathin terahertz metamaterial filter based on square-loop arrays 基于方环阵列的超薄太赫兹超材料滤波器多波段设计
IF 0.9 4区 物理与天体物理 Q4 OPTICS Pub Date : 2025-10-08 DOI: 10.1007/s10043-025-01008-4
Anqi Li, Zishan Yang, Zhitao Wang, Zhaoyang Chen, Jian Jing

This paper presents several ultrathin multi-band terahertz bandpass filters (BPFs) based on metal-dielectric-metal (MDM) metasurfaces, achieving independently tunable multi-band transmission characteristics through parametric adjustment of the geometric parameters (side length w, gap spacing (varDelta s), and loop count N) of the square-loop arrays. The designed tri-band filter is primarily analyzed for its excellent performance at 0.72/1.23/2.23 THz, including a roll-off rate >30 dB/THz, average transmittance of 97% (peak insertion loss (< -0.10) dB), and out-of-band rejection ratio >25 dB. The multi-band spectral response is validated via finite integration technique (FIT) simulations in CST Microwave Studio, combined with surface electric field distribution analysis and effective medium theory (EMT) to elucidate the propagation mechanism of THz waves and the functional roles of each structural layer. A systematic investigation of geometric parameter dependencies on transmission performance is also conducted. The designed BPF exhibits potential applications in electromagnetic interference suppression, ultrasensitive biosensing, and dynamic THz signal multiplexing, owing to its multi-band transmission, polarization insensitivity, and compact footprint.

本文提出了几种基于金属-介电-金属(MDM)超表面的超薄多波段太赫兹带通滤波器(bpf),通过对方环路阵列的几何参数(边长w、间隙间距(varDelta s)和环路数N)进行参数调整,实现了可独立调谐的多波段传输特性。主要分析了所设计的三带滤波器在0.72/1.23/2.23 THz下的优异性能,其中滚降率为30 dB/THz,平均透过率为97% (peak insertion loss (< -0.10) dB), and out-of-band rejection ratio >25 dB. The multi-band spectral response is validated via finite integration technique (FIT) simulations in CST Microwave Studio, combined with surface electric field distribution analysis and effective medium theory (EMT) to elucidate the propagation mechanism of THz waves and the functional roles of each structural layer. A systematic investigation of geometric parameter dependencies on transmission performance is also conducted. The designed BPF exhibits potential applications in electromagnetic interference suppression, ultrasensitive biosensing, and dynamic THz signal multiplexing, owing to its multi-band transmission, polarization insensitivity, and compact footprint.
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引用次数: 0
Improving human pose recognition with YOLOv8-SLG using thermal images 利用热图像改进YOLOv8-SLG的人体姿态识别
IF 0.9 4区 物理与天体物理 Q4 OPTICS Pub Date : 2025-10-02 DOI: 10.1007/s10043-025-01009-3
Yuqian Zhang, Zhan Wang

Thermal imaging cameras operate effectively at night or in low-light conditions, enhancing the accuracy of human pose recognition in such environments. To address the issue of insufficient accuracy in traditional human pose recognition methods under low-light conditions, this study proposes an improved algorithm based on the YOLOv8 model, referred to as YOLOv8-SLG. Considering the peculiarity that thermal images reflect temperature information rather than optical features, traditional convolutional networks may produce unnecessary redundancy in feature extraction. To address this issue, first, we improve the detection accuracy and preserve the network structure by replacing the original convolution with SCConv building blocks in the backbone network of YOLOv8n in order to reduce spatial and channel redundancy between features in the convolutional neural network. Second, we enhance local feature detection by integrating the LSKA attention mechanism into the neck network, reducing computational complexity and memory requirements while maintaining accuracy. Finally, we enhance the multi-scale processing capability and reduce the number of parameters per detection head through shared GroupNorm convolution to improve target localisation and classification performance. Experimental results show that these enhancements significantly improve the model’s performance for human pose recognition tasks in complex contexts. Compared to the original YOLOv8n model, the proposed algorithm improves the precision, recall, mAP50, and mAP50-95 metrics by 1.33%, 1.79%, 1.86%, and 2.01% to 97.7%, 94.6%, 96.7%, and 75.1%, respectively. In addition, YOLOv8-SLG reduced model parameter calculations by 8.14%. It can detect human poses in thermal images in real time accurately, and comparison with other mainstream human pose detection algorithms confirms the effectiveness and superiority of the method.

热像仪在夜间或弱光条件下有效工作,提高了在这种环境下人体姿势识别的准确性。针对传统人体姿态识别方法在弱光条件下准确率不足的问题,本研究提出了一种基于YOLOv8模型的改进算法,简称YOLOv8- slg。由于热图像反映的是温度信息而非光学特征,传统的卷积网络在特征提取中可能产生不必要的冗余。为了解决这一问题,首先,我们通过在YOLOv8n骨干网中使用SCConv构建块替换原始卷积来提高检测精度并保持网络结构,以减少卷积神经网络中特征之间的空间和信道冗余。其次,我们通过将LSKA注意机制集成到颈部网络中来增强局部特征检测,在保持准确性的同时降低了计算复杂度和内存需求。最后,我们通过共享GroupNorm卷积增强了多尺度处理能力,减少了每个检测头的参数数量,提高了目标定位和分类性能。实验结果表明,这些改进显著提高了模型在复杂环境下的人体姿态识别性能。与原始的YOLOv8n模型相比,该算法将精度、召回率、mAP50和mAP50-95指标分别提高了1.33%、1.79%、1.86%和2.01%,分别达到97.7%、94.6%、96.7%和75.1%。此外,YOLOv8-SLG将模型参数计算减少了8.14%。该方法能够实时准确地检测热图像中的人体姿态,并与其他主流人体姿态检测算法进行比较,证实了该方法的有效性和优越性。
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引用次数: 0
Photonic crystal fiber polarization filters with gold-coated and liquid-filled air holes based on surface plasmon resonances 基于表面等离激元共振的带有镀金和充液空气孔的光子晶体光纤偏振滤波器
IF 0.9 4区 物理与天体物理 Q4 OPTICS Pub Date : 2025-09-22 DOI: 10.1007/s10043-025-01007-5
Qi Zhai, Shuhuan Zhang, Min Peng, Ying Yang, Hongwei Zhu, Bangquan Li, Yang Zhang, Jiyu Dong

In this paper, a single-polarized photonic crystal fiber(PCF) filter for the communication band was proposed. The polarization properties of PCF with a single gold-coated liquid-filled hole have been investigated by the full vector finite element method(FEM). Extensive simulations reveal that near the 1310 nm communication wavelength, the y-polarized core mode exhibits a significantly higher peak loss intensity of 453.46 dB/cm compared to the x-polarized core mode's substantially lower value of 2.068 dB/cm. With a length of 500 μm of the designed PCF, the bandwidths of the crosstalk less than -20 dB can reach to 213 nm. Fiber filters can accurately implement the filtering function for a single communication window. It is expected to play a key role in optical communication, optical sensing and other related fields, providing strong support for technological development and application expansion in these fields.

本文提出了一种用于通信波段的单偏振光子晶体光纤滤波器。采用全矢量有限元法研究了单孔包金充液聚光材料的极化特性。大量的仿真结果表明,在1310 nm通信波长附近,y极化核心模式的峰值损耗强度为453.46 dB/cm,而x极化核心模式的峰值损耗强度为2.068 dB/cm。当设计的PCF长度为500 μm时,串扰小于-20 dB的带宽可达213 nm。光纤滤波器可以精确地实现对单个通信窗口的过滤功能。预计将在光通信、光传感等相关领域发挥关键作用,为这些领域的技术发展和应用拓展提供有力支撑。
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引用次数: 0
Design of an elliptical gold-coated photonic crystal fiber for broadband polarization filtering and refractive index sensing 用于宽带偏振滤波和折射率传感的椭圆包金光子晶体光纤的设计
IF 0.9 4区 物理与天体物理 Q4 OPTICS Pub Date : 2025-09-20 DOI: 10.1007/s10043-025-01006-6
Limian Ren, Linghong Jiang, Pai Zhang, Huimin Shi

This article proposes an elliptical photonic crystal fiber (PCF) structure for broadband polarization filtering and refractive index (RI) sensing. By employing an elliptical core and elliptical air holes, the design achieves a high resonance intensity for y-polarization of 789 dB/cm, with a corresponding x-polarization loss of 0.29 dB/cm at a communication wavelength of 1.31 μm, resulting in a polarization extinction ratio of 2721. For a fiber length of 200 μm, the structure attains a crosstalk (CT) value of 137.0 dB at 1.31 μm. Furthermore, it exhibits a bandwidth of 1.04 μm with CT levels exceeding 20 dB, spanning the wavelength range from 1.16 to 2.2 μm. The same elliptical PCF structure can also function as a RI sensor, achieving a sensitivity of 8600 nm/RIU within a sensing range of 1.29–1.31. Additionally, replacing the elliptical holes with fully circular holes in the proposed fiber maintains a wide polarization-filtering bandwidth and yields a high RI sensitivity of 21,400 nm/RIU over the range 1.37–1.39. These results indicate that fully circular holes based on the proposed PCF structure represent a viable alternative for applications in both polarization filtering and RI sensing.

提出了一种用于宽带偏振滤波和折射率传感的椭圆光子晶体光纤结构。采用椭圆型芯和椭圆型气孔,在1.31 μm通信波长下,y极化共振强度为789 dB/cm, x极化损耗为0.29 dB/cm,极化消光比为2721。当光纤长度为200 μm时,该结构在1.31 μm处的串扰值为137.0 dB。此外,它的带宽为1.04 μm, CT电平超过20 dB,波长范围为1.16 ~ 2.2 μm。同样的椭圆PCF结构也可以用作RI传感器,在1.29-1.31的传感范围内实现8600 nm/RIU的灵敏度。此外,在该光纤中,用全圆孔代替椭圆孔保持了较宽的偏振滤波带宽,并在1.37-1.39范围内产生了21,400 nm/RIU的高RI灵敏度。这些结果表明,基于所提出的PCF结构的全圆孔代表了偏振滤波和RI传感应用的可行替代方案。
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引用次数: 0
Transmission dynamics of Airyprime beams in periodic optical lattices 周期光学晶格中airprime光束的传输动力学
IF 0.9 4区 物理与天体物理 Q4 OPTICS Pub Date : 2025-09-19 DOI: 10.1007/s10043-025-01003-9
Lixiong Li, Guanghao Zeng, Zhenhua Cai

This paper explores the propagation characteristics of Airyprime beams in an inhomogeneous medium with periodic potential, from both theoretical and numerical simulation perspectives. By using the method of separation of variables, the Gross–Pitaevskii equation with periodic potential was solved to obtain the breather soliton solution and breathing period. Additionally, considering the medium and beam parameters, numerical simulations were performed to study the propagation characteristics of Airyprime beams and the superposition between two Airyprime beams. First, the influence of initial medium parameters (modulation intensity P and modulation frequency ω) on the propagation characteristics was studied. Then, the effect of initial beam parameters (initial chirp C and position x0) on the propagation characteristics was analyzed. Finally, the superposition between two Airyprime beams with different phases (varphi = 0) (varphi), amplitudes A, and initial separations x0 was investigated. By changing the initial medium parameters, the breathing period and central position of the breather soliton can be controlled; by adjusting the initial beam parameters, the deflection direction, size, and maximum intensity of the breather soliton can be manipulated. Changing the phase (varphi = 0) (varphi), amplitude A, and initial separation x0 of the two Airyprime beams can form different bound-state breather solitons. The results provide a theoretical foundation for the propagation and control of Airyprime beams, as well as for their potential applications in optical communication.

本文从理论和数值模拟两方面探讨了Airyprime光束在具有周期势的非均匀介质中的传播特性。采用分离变量的方法,求解具有周期势的Gross-Pitaevskii方程,得到呼吸孤子解和呼吸周期。此外,考虑介质和光束参数,对Airyprime光束的传播特性和两束Airyprime光束之间的叠加进行了数值模拟研究。首先,研究了初始介质参数(调制强度P和调制频率ω)对传输特性的影响。然后,分析了初始光束参数(初始啁啾C和位置x0)对传输特性的影响。最后,研究了两束不同相位(varphi = 0)(varphi)、振幅A和初始分离x0的Airyprime光束之间的叠加。通过改变初始介质参数,可以控制呼吸孤子的呼吸周期和中心位置;通过调整初始波束参数,可以控制呼吸孤子的偏转方向、大小和最大强度。改变两个Airyprime光束的相位(varphi = 0)(varphi)、振幅A和初始间距x0可以形成不同的束缚态呼吸孤子。研究结果为Airyprime光束的传播和控制及其在光通信中的潜在应用提供了理论基础。
{"title":"Transmission dynamics of Airyprime beams in periodic optical lattices","authors":"Lixiong Li,&nbsp;Guanghao Zeng,&nbsp;Zhenhua Cai","doi":"10.1007/s10043-025-01003-9","DOIUrl":"10.1007/s10043-025-01003-9","url":null,"abstract":"<div><p>This paper explores the propagation characteristics of Airyprime beams in an inhomogeneous medium with periodic potential, from both theoretical and numerical simulation perspectives. By using the method of separation of variables, the Gross–Pitaevskii equation with periodic potential was solved to obtain the breather soliton solution and breathing period. Additionally, considering the medium and beam parameters, numerical simulations were performed to study the propagation characteristics of Airyprime beams and the superposition between two Airyprime beams. First, the influence of initial medium parameters (modulation intensity <i>P</i> and modulation frequency ω) on the propagation characteristics was studied. Then, the effect of initial beam parameters (initial chirp <i>C</i> and position <i>x</i><sub>0</sub>) on the propagation characteristics was analyzed. Finally, the superposition between two Airyprime beams with different phases <span>(varphi = 0)</span> <span>(varphi)</span>, amplitudes <i>A</i>, and initial separations <i>x</i><sub>0</sub> was investigated. By changing the initial medium parameters, the breathing period and central position of the breather soliton can be controlled; by adjusting the initial beam parameters, the deflection direction, size, and maximum intensity of the breather soliton can be manipulated. Changing the phase <span>(varphi = 0)</span> <span>(varphi)</span>, amplitude <i>A</i>, and initial separation <i>x</i><sub>0</sub> of the two Airyprime beams can form different bound-state breather solitons. The results provide a theoretical foundation for the propagation and control of Airyprime beams, as well as for their potential applications in optical communication.</p></div>","PeriodicalId":722,"journal":{"name":"Optical Review","volume":"32 5","pages":"717 - 727"},"PeriodicalIF":0.9,"publicationDate":"2025-09-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145384801","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Design of dual hollow-core anti-resonant fiber polarization beam splitter covering the O + E + S + C + L + U band O + E + S + C + L + U波段双空心抗谐振光纤偏振分束器设计
IF 0.9 4区 物理与天体物理 Q4 OPTICS Pub Date : 2025-09-16 DOI: 10.1007/s10043-025-01004-8
Guoqing Zhou, Yuwei Qu, Jinhui Yuan, Jingao Zhang, Guiyao Zhou, Changming Xia, Binbin Yan, Kuiru Wang, Xinzhu Sang, Chongxiu Yu

In this paper, a dual hollow-core anti-resonant fiber polarization beam splitter (DHC-ARF PBS) with ultra-wide splitting bandwidth is proposed. The effects of the structure parameters of the DHC-ARF PBS on the splitting performances, including the coupling length, coupling length ratio, confinement loss, and higher-order mode extinction ratio (HOMER), are investigated using the finite element method. The simulation results show that under the optimal structure parameters, the proposed DHC-ARF PBS has larger HOMER (> 100) within the working wavelength range, indicating its good single-mode transmission characteristics. Moreover, the proposed DHC-ARF PBS has a short splitting length of 2.07 cm and an ultra-wide splitting bandwidth of 610 nm (1320 ~ 1930 nm), which covers the whole E, S, C, L, and U bands and a portion of O band. It is believed that the proposed DHC-ARF PBS will have significant applications in the optical communication and sensing systems.

提出了一种具有超宽分裂带宽的双空心抗谐振光纤偏振分束器(DHC-ARF PBS)。采用有限元方法研究了DHC-ARF PBS结构参数对劈裂性能的影响,包括耦合长度、耦合长度比、约束损耗和高阶模消光比(HOMER)。仿真结果表明,在最优结构参数下,所提出的DHC-ARF PBS在工作波长范围内具有较大的HOMER (> 100),表明其具有良好的单模传输特性。此外,所提出的DHC-ARF PBS具有2.07 cm的短分裂长度和610 nm (1320 ~ 1930 nm)的超宽分裂带宽,覆盖了整个E、S、C、L和U波段以及部分O波段。认为所提出的DHC-ARF PBS在光通信和传感系统中具有重要的应用价值。
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引用次数: 0
Hyperspectral imaging: history and prospects 高光谱成像:历史与展望
IF 0.9 4区 物理与天体物理 Q4 OPTICS Pub Date : 2025-09-12 DOI: 10.1007/s10043-025-01001-x
Motoki Yako

Hyperspectral (HS) imaging, which acquires the detailed spectral information of an object, has attracted extensive interest in various fields, such as remote sensing, agriculture, and biomedicine. In the dawn of HS imaging, HS imaging relied primarily on time-consuming scanning techniques to achieve high spatial and spectral resolution, limiting its applicability. Subsequently, snapshot (non-scanning) HS imaging emerged, enabling high-speed capturing. The snapshot method captures HS images in a single exposure, but it has the drawback of lower spatial resolution. With recent advancements in computational technology, high-efficiency HS imaging has been pursued in cooperation with image post-processing. In this review, the historical evolution of HS imaging is described focusing on spectroscopic techniques. An up-to-date HS imaging technique, computational HS imaging using a spatial-spectral random coded mask, is introduced with a brief explanation of its working principle. The HS imaging technique demonstrates outstanding characteristics in terms of sensitivity, spatial resolution, spectral accuracy, and frame rate. Several applications of HS imaging are introduced showing improved accuracy of image analysis compared to traditional RGB image analysis. Finally, the remaining challenges and prospects are discussed.

高光谱成像是一种获取物体详细光谱信息的技术,在遥感、农业、生物医学等领域引起了广泛的关注。在HS成像的初期,HS成像主要依靠耗时的扫描技术来实现高空间和光谱分辨率,限制了其适用性。随后,快照(非扫描)HS成像出现,实现了高速捕获。快照方法在一次曝光中捕获高分辨率图像,但其缺点是空间分辨率较低。随着计算机技术的进步,高效的HS成像与图像后处理相结合。本文综述了HS成像的历史演变,重点介绍了光谱技术。介绍了一种最新的HS成像技术——基于空间光谱随机编码掩模的计算HS成像技术,并简要说明了其工作原理。HS成像技术在灵敏度、空间分辨率、光谱精度和帧率等方面具有突出的特点。介绍了HS成像的几个应用,表明与传统的RGB图像分析相比,HS成像的图像分析精度得到了提高。最后,对未来面临的挑战和前景进行了展望。
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引用次数: 0
Performance analysis of 450/520 nm LD-PS based UOWC systems for IoUT applications across various water conditions using opti-system 使用opti-system对450/520 nm基于LD-PS的UOWC系统进行了性能分析,该系统可用于各种水条件下的IoUT应用
IF 0.9 4区 物理与天体物理 Q4 OPTICS Pub Date : 2025-09-12 DOI: 10.1007/s10043-025-01002-w
M. Mokhtar Zayed, Mona Shokair

Underwater Optical Wireless Communication (UOWC) is a key enabler of the Internet of Underwater Things (IoUT), offering high-speed and low-latency data transmission in aquatic environments. However, system performance is highly sensitive to environmental factors such as absorption, scattering, turbulence, and noise. This study presents a comprehensive, simulation-based performance analysis and optimization of UOWC systems using Opti-System software, focusing on laser diodes operating at 450 nm and 520 nm. Four representative water types—pure seawater, clear ocean, coastal ocean, and turbid harbor—are examined to evaluate key performance metrics, including received power, Q-factor, eye diagrams, signal-to-noise ratio (SNR), bit error rate (BER), and transmission range. An environment-aware optimization framework is proposed, correlating wavelength selection and system configurations with the optical properties of each water type. The impact of transmitter power, beam divergence, photodetector sensitivity, and modulation (OOK) is assessed to identify optimal design choices for robust communication. Simulation results reveal that shorter wavelengths perform better in clearer waters, while adaptive tuning strategies significantly enhance reliability in highly scattering or turbulent conditions. This work provides practical design insights and optimization strategies to support scalable, efficient, and resilient UOWC systems for real-world IoUT applications.

水下光无线通信(UOWC)是水下物联网(IoUT)的关键推动因素,可在水下环境中提供高速、低延迟的数据传输。然而,系统性能对环境因素非常敏感,如吸收、散射、湍流和噪声。本研究使用Opti-System软件对UOWC系统进行了全面的、基于仿真的性能分析和优化,重点研究了工作在450 nm和520 nm的激光二极管。四种代表性的水类型——纯净海水、清澈海洋、沿海海洋和浑浊港口——被检查以评估关键性能指标,包括接收功率、q因子、眼图、信噪比(SNR)、误码率(BER)和传输范围。提出了一种环境感知优化框架,将波长选择和系统配置与每种水的光学性质相关联。评估了发射机功率、光束发散、光电探测器灵敏度和调制(OOK)的影响,以确定鲁棒通信的最佳设计选择。仿真结果表明,短波长在较清澈的水域中表现更好,而自适应调谐策略在高散射或湍流条件下显著提高了可靠性。这项工作提供了实用的设计见解和优化策略,以支持可扩展,高效和有弹性的UOWC系统用于现实世界的IoUT应用。
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引用次数: 0
Enhancement of spatial noise tolerance in single-pixel imaging with a feature-extended deep neural network 基于特征扩展深度神经网络的单像素图像空间噪声容忍度增强
IF 0.9 4区 物理与天体物理 Q4 OPTICS Pub Date : 2025-09-08 DOI: 10.1007/s10043-025-00991-y
Taku Hoshizawa, Shinjiro Kodama, Chihiro Sato, Tomoaki Mizoguchi, Moe Sakurai, Eriko Watanabe

To compensate for time-fluctuating spatial noise and reconstruct an object image, a deep learning-based single-pixel imaging (SPI) system using a neural network consisting of five transposed convolutional layers and three convolutional layers has been developed. In the present study, we proposed a new image reconstruction method using deep learning with a feature-extended time-division pattern-learning (TDPL) network, which further increased the number of features in each layer to enhance the tolerance to time-fluctuating spatial noise. Simulations and experiments were performed to compare the performance of the proposed network with that of conventional methods, such as computational ghost imaging, Hadamard single-pixel imaging, deep convolutional auto-encoder network (DCAN), and TDPL network. We found that the image quality of the reconstructed image using the proposed method is superior to that of conventional methods in any environment with time-fluctuating spatial noise. For example, the quality of an object image reconstructed using the proposed method improved by − 0.037 and − 0.014 in a root-mean-square error and + 0.083 and + 0.005 in a structural similarity compared to that using the DCAN and TDPL network, respectively, under time-fluctuating spatial noise with a standard deviation of 0.5. Therefore, the proposed deep learning-based SPI system with a feature-extended TDPL network is expected to be applied to various imaging or observation in an environment where conditions are likely to change, such as astronomical observations, remote monitoring, and optical wireless communications.

为了补偿时间波动的空间噪声并重建目标图像,开发了一种基于深度学习的单像素成像(SPI)系统,该系统使用由5个转置卷积层和3个卷积层组成的神经网络。在本研究中,我们提出了一种新的图像重建方法,利用深度学习和特征扩展的时分模式学习(TDPL)网络,进一步增加每层特征的数量,以增强对时间波动空间噪声的容忍度。通过仿真和实验,比较了该网络与传统方法(如计算鬼影成像、Hadamard单像素成像、深度卷积自编码器网络(DCAN)和TDPL网络)的性能。结果表明,在任何具有时变空间噪声的环境下,采用该方法重建的图像质量都优于传统方法。例如,在标准偏差为0.5的时间波动空间噪声下,与DCAN和TDPL网络相比,使用该方法重建的目标图像的均方根误差分别提高了- 0.037和- 0.014,结构相似度分别提高了+ 0.083和+ 0.005。因此,本文提出的基于深度学习的具有特征扩展TDPL网络的SPI系统有望应用于天文观测、远程监测、光学无线通信等条件可能发生变化的环境下的各种成像或观测。
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引用次数: 0
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Optical Review
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