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Computational Hyperspectral Camera Design Based on Co-Modulation of Diffractive Optical Element and Superposition Fabry-Perot Filter Array 基于衍射光学元件和叠加法布里-珀罗滤波器阵列共调制的计算高光谱相机设计
IF 2.4 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-10-23 DOI: 10.1109/JPHOT.2025.3624799
Shiqi Feng;Xuquan Wang;Xiong Dun;Zhanshan Wang;Xinbin Cheng
Encoded computational hyperspectral cameras, propelled by advances in compressed sensing theory, making both miniaturization and real-time hyperspectral imaging feasible. Spectral-encoded or spatial-encoded hyperspectral imaging strategy have limited numbers of design parameters in optical components, leading to severe ill-posedness in hyperspectral images reconstruction, which constrain overall imaging quality. However, spatial-spectral-encoded hyperspectral imaging strategy which simultaneously performs spatial and spectral encoding entailing more powerful modulation, alleviating ill-posed problems and improving the quality of hyperspectral images. In this paper, we present a co-modulation framework based on diffractive optical element (DOE) and Superposition Fabry–Perot (SFP) filter array for computational hyperspectral camera that integrates these two components with a transformer-based reconstruction network through end-to-end learning. The learned DOE and SFP filter encode the hyperspectral datacube on the sensor via phase and amplitude modulation, and the transformer-based network accurately reconstructs the images from sensor measurements. We conduct extensive simulations to analyze and validate the relatively contributions of the DOE, SFP filter, and transformer-based reconstruction algorithm to the significantly improved performance of hyperspectral image reconstruction across various ablation study models. We further investigate and identify the $mathbf {4times 4}$ SFP filter unit configuration as the most effective design for achieving a balance between spectral fidelity and spatial resolution. Our results show that the proposed system outperforms state-of-the-art methods in hyperspectral images reconstruction quality, excelling in both spatial and spectral detail recovery, and maintaining good performance against realistic noise levels.
在压缩感知理论的推动下,编码计算高光谱相机使小型化和实时高光谱成像成为可能。光谱编码或空间编码的高光谱成像策略由于光学元件的设计参数数量有限,导致高光谱图像重建中的严重病态,从而制约了整体成像质量。然而,同时进行空间和光谱编码的空间-光谱编码高光谱成像策略需要更强大的调制,减轻了病态问题,提高了高光谱图像的质量。在本文中,我们提出了一个基于衍射光学元件(DOE)和叠加法布里-珀罗(SFP)滤波器阵列的计算高光谱相机共调制框架,通过端到端学习将这两个组件与基于变压器的重建网络集成在一起。学习到的DOE和SFP滤波器通过相位和幅度调制对传感器上的高光谱数据进行编码,基于变压器的网络精确地重建传感器测量的图像。我们进行了大量的仿真,以分析和验证DOE、SFP滤波器和基于变压器的重建算法在不同烧蚀研究模型中显著提高高光谱图像重建性能的相对贡献。我们进一步研究并确定$mathbf {4times 4}$ SFP滤波器单元配置是实现光谱保真度和空间分辨率之间平衡的最有效设计。我们的研究结果表明,所提出的系统在高光谱图像重建质量方面优于最先进的方法,在空间和光谱细节恢复方面都表现出色,并且在现实噪声水平下保持良好的性能。
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引用次数: 0
Improved YOLOv5s-CBCG Algorithm for Detecting Safety Helmets in Underground Coal Mines 煤矿井下安全帽检测的改进yolov5 - cbcg算法
IF 2.4 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-10-23 DOI: 10.1109/JPHOT.2025.3624684
Lei Sun;Xilin Chen;Xiuqiang Diao;Shiyuan Zhang;Fei Dong
In the mining industry, underground workers are mandated to wear safety helmets due to numerous potential risks. However, due to that the complex and harsh environment of underground coal mines, the object images obtained by video surveillance systems suffer from challenges such as uneven lighting, small and easily obscured targets, and significant environmental interference. Consequently, most existing deep learning-based object detection methods encounter substantial difficulties in accurately, efficiently and timely detecting safety helmets in underground coal mine. These challenges include low detection accuracy, poor model robustness, and a contradiction between the enhancement of detection performance and increased computational consumption demands. Therefore, to address these limitations, this work investigates a new detection algorithm for coal mine safety helmet wearing based on YOLOv5s, named YOLOv5s-CBCG. Firstly, an enhanced feature extraction network named FEN-CA is developed by incorporating the coordinate attention mechanism, which contributes to gain more powerful feature extraction ability for small object and suppress the interference of background noise in small target images. Secondly, it designs a new feature fusion network named FFE-BCG to enhance the multi-scale feature fusion, and further improve the small object detection accuracy while reducing computational cost. Then, the strengthened feature extraction network and feature fusion network are used as the backbone and neck of YOLOv5s-CBCG, respectively. Finally, self-built M-Helmet dataset is used to conduct extensive experiments, and the results indicate that the YOLOv5s-CBCG can reach 95.90% mAP on M-Helmet dataset with less computational expense than YOLOv5s, which outperforms other comparative methods. Specifically, the mAP is 4% and 7.9% higher compared to the latest YOLOv11n and YOLOv12n algorithm.
在采矿业,地下工人被要求戴安全帽,因为有很多潜在的风险。然而,由于煤矿井下环境复杂恶劣,视频监控系统获得的目标图像存在光照不均匀、目标体积小且容易被遮挡、环境干扰明显等问题。因此,现有的基于深度学习的目标检测方法大多难以准确、高效、及时地检测煤矿井下安全帽。这些挑战包括检测精度低、模型鲁棒性差以及检测性能的提高与计算消耗需求的增加之间的矛盾。因此,为了解决这些局限性,本工作研究了一种基于YOLOv5s的煤矿安全帽佩戴检测新算法,命名为YOLOv5s- cbcg。首先,结合坐标注意机制,构建了增强特征提取网络FEN-CA,增强了对小目标的特征提取能力,抑制了背景噪声对小目标图像的干扰;其次,设计了一种新的特征融合网络FFE-BCG,增强多尺度特征融合,在降低计算成本的同时进一步提高小目标检测精度;然后,将增强的特征提取网络和特征融合网络分别作为yolov5 - cbcg的主干和颈部。最后,利用自建的m -头盔数据集进行了大量实验,结果表明,YOLOv5s- cbcg在m -头盔数据集上的mAP可达到95.90%,且计算量比YOLOv5s少,优于其他比较方法。具体来说,与最新的YOLOv11n和YOLOv12n算法相比,mAP分别提高了4%和7.9%。
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引用次数: 0
Cost-Effective Bidirectional SMF-FSO-5G NR Wireless System Employing FBG Sensors 采用光纤光栅传感器的高性价比双向SMF-FSO-5G NR无线系统
IF 2.4 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-10-20 DOI: 10.1109/JPHOT.2025.3623695
Stotaw Talbachew Hayle;Hai-Han Lu;Yen-Chen Chen;Wei-Zhi Jiang;Wei-Ting Huang;Jia-Hui Chou;Feng-Ti Chen;Chi-Hsiang Hsu
This paper presents a cost-effective bidirectional communication system that integrates single-mode fiber (SMF), free-space optical (FSO), and a 5G new radio (NR) wireless links, employing FBG sensors. The sensors serve as wavelength selectors, which helps reduce system costs. This approach is simpler and more affordable than advanced filtering techniques, wavelength demultiplexers, and multiple distributed feedback laser diode sources. The system supports a downstream data rate of 120-Gb/s (3 × 40-Gb/s/100-GHz) using wavelength division multiplexing, while the upstream transmission supports 60-Gb/s (3 × 20-Gb/s/60-GHz). These data rates are transmitted over a 32 km SMF, a 1.6 km FSO, and a 25 m 5G NR wireless link. Experimental results show that removing the FBG sensor from the downstream receiver setup leads to significant signal degradation. Specifically, the bit error rate (BER) increases from 2.04×10−54) to 4.68 × 10−41) and 2.29×10−55) to 5.75 × 10−42). Similarly, the error vector magnitude (EVM) rises from 10.53% (λ4) to 11.57% (λ1) and 10.70% (λ5) to 11.70% (λ2). Moreover, the constellation patterns become less defined. Under foggy conditions, these issues become more severe, with BER and EVM increasing significantly. Thus, the presence of the FBG sensor in the downstream receiver setup improved system performance. This approach offers a cost-effective solution for expanding 5G NR coverage.
本文提出了一种具有成本效益的双向通信系统,该系统集成了单模光纤(SMF),自由空间光(FSO)和5G新无线电(NR)无线链路,采用FBG传感器。传感器作为波长选择器,有助于降低系统成本。这种方法比先进的滤波技术、波长解复用器和多个分布式反馈激光二极管源更简单、更经济。系统采用波分复用技术,下行传输速率为120gb /s (3 × 40gb /s/ 100ghz),上行传输速率为60gb /s (3 × 20gb /s/ 60ghz)。这些数据速率通过32公里的SMF、1.6公里的FSO和25米的5G NR无线链路传输。实验结果表明,将光纤光栅传感器从下游接收机设置中移除会导致显著的信号退化。具体来说,误码率(BER)从2.04×10−5 (λ4)增加到4.68 ×10−4 (λ1), 2.29×10−5 (λ5)增加到5.75 ×10−4 (λ2)。同样,误差向量幅度(EVM)从10.53% (λ4)上升到11.57% (λ1),从10.70% (λ5)上升到11.70% (λ2)。此外,星座模式变得不那么明确。在大雾条件下,这些问题变得更加严重,BER和EVM显著增加。因此,FBG传感器在下游接收机设置的存在改善了系统性能。这种方法为扩大5G NR覆盖范围提供了一种经济高效的解决方案。
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引用次数: 0
Long-Term Stable Polarized Adiabatic Interfered Decoder for Differential Phase Shift Quantum Key 差分相移量子密钥的长期稳定极化绝热干扰解码器
IF 2.4 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-10-20 DOI: 10.1109/JPHOT.2025.3624147
You-Cheng Lin;You-Xin Wang;Shih-Chang Hsu;Hsing-Yi Huang;Yueh-Hsun Yang;Yung-Hsuan Li;Kuan-Wei Hu;Gong-Ru Lin
Under the quantum key distribution with differential phase-shift-keying protocol, the ultimate stability of the system is limited by the residual wavelength drift of the quantum-key carrier and the polarization/refractive-index/physical-length fluctuations induced by environmental thermal disturbance. To permanently overcome such a shortcoming, a 1-bit-delayed interferometric fiberized decoder with ultrastable visibility maintenance and long-term immunity to environmental perturbations is demonstrated by employing all polarization-maintaining-fiber to construct an asymmetric-arm Mach-Zehnder interferometer, and surrounding such a delay-line interferometric decoder with a thermal-isolated sponge and a styrofoam container. Receiving the DPS-QKD bit-stream with a high sifting key rate and low bit-error ratio is approached by maintaining the high interfered visibility and eliminating the wavelength drift with a highly adiabatic package. Such an ultrastable long-term 1-bit-delay interferometric decoder is particularly suitable for the persistent DPS-QKD operation towards future commercialization.
在采用差分相移键控协议的量子密钥分配下,量子密钥载体的残余波长漂移和环境热扰动引起的偏振/折射率/物理长度波动限制了系统的最终稳定性。为了永久克服这一缺点,采用全保偏光纤构建非对称臂Mach-Zehnder干涉仪,并在延迟线干涉解码器周围包裹热隔离海绵和聚苯乙烯泡沫塑料容器,展示了具有超稳定可视性和长期抗环境扰动能力的1位延迟光纤干涉解码器。采用高绝热封装,保持高干扰可见性,消除波长漂移,实现了高筛选密钥率和低误码率的DPS-QKD比特流接收。这种超稳定的长期1位延迟干涉解码器特别适合于面向未来商业化的持续DPS-QKD操作。
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引用次数: 0
Performance Evaluation of Modulating Retro-Reflector Underwater Wireless Optical Communication Links in Oceanic Turbulence 调制后向反射器水下无线光通信链路在海洋湍流中的性能评价
IF 2.4 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-10-20 DOI: 10.1109/JPHOT.2025.3624017
Ying Du;Jingyuan Wang;Zhiyong Xu;Jianhua Li
Although Modulating retro-reflector (MRR) technology offers a promising low-power solution for underwater wireless optical communication (UWOC), its performance under challenging oceanic turbulence has not been comprehensively analyzed. This paper addresses this gap by developing a robust model for an MRR-UWOC system operating through a turbulent channel. This paper derives the joint probability density function (PDF) for the turbulence-induced fading of the MRR-UWOC link based on the Exponentiated Weibull (EW) distribution and the generalized oceanic turbulence optical power spectrum (OTOPS) model. Utilizing this PDF, we obtain an approximate analytical expression for the average bit error rate (BER) of an on-off keying (OOK) system using the Gauss-Hermite quadrature method. Analysis of the turbulence confirms that aperture averaging mitigates fading and reveals a supersaturation effect. This analysis also indicates that the system is more sensitive to temperature variations than to salinity fluctuations. Furthermore, a comprehensive MRR UWOC model incorporating path loss from absorption and scattering reveals that these factors play fundamentally different roles: turbulence establishes a theoretical performance floor, while path loss imposes a power penalty on this baseline. The established model offers valuable guidance for the practical design and optimization of underwater optical networks.
尽管调制后向反射器(MRR)技术为水下无线光通信(UWOC)提供了一种很有前途的低功耗解决方案,但其在具有挑战性的海洋湍流中的性能尚未得到全面分析。本文通过开发一个通过湍流通道运行的MRR-UWOC系统的鲁棒模型来解决这一差距。基于指数威布尔(EW)分布和广义海洋湍流光功率谱(OTOPS)模型,导出了MRR-UWOC链路湍流诱导衰落的联合概率密度函数。利用该PDF,我们用高斯-埃尔米特正交法得到了开关键控系统平均误码率的近似解析表达式。对湍流的分析证实,孔径平均可以减轻衰减,并显示出过饱和效应。这一分析还表明,该系统对温度变化比盐度波动更敏感。此外,包含吸收和散射路径损耗的综合MRR UWOC模型显示,这些因素起着根本不同的作用:湍流建立了理论性能下限,而路径损耗在该基线上施加功率惩罚。所建立的模型对水下光网络的实际设计和优化具有重要的指导意义。
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引用次数: 0
A Comprehensive Review of Machine Learning Applications in Laser Optics 机器学习在激光光学中的应用综述
IF 2.4 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-10-17 DOI: 10.1109/JPHOT.2025.3622901
Saadman Yasar;Murat Yuksel
Machine learning (ML) has emerged as a transformative tool in laser-based optics, driving advancements in both fundamental research and industrial applications. This review paper provides a comprehensive analysis of state-of-the-art ML-driven techniques across diverse laser technologies, including beam steering, optical tweezing, adaptive optics, mode-locking and pointing-acquisition-tracking to name among others. By leveraging deep learning, reinforcement learning, and other data-driven approaches, researchers have achieved real-time control, automated optimization, and enhanced system performance beyond the capabilities of traditional methods. The paper categorizes current ML applications in laser optics, addressing challenges such as dynamic aberration correction, precision beam shaping, and high-throughput data interpretation, with illustrative examples including intelligent surgical laser systems, defect-free optical trapping, and self-correcting adaptive optics. Emerging trends such as hybrid ML models, edge computing-based real-time feedback loops, and the development of open-source datasets and benchmarking tools are discussed, underscoring the potential of ML to propel laser-based optical systems to unprecedented levels of precision, efficiency, and adaptability.
机器学习(ML)已经成为激光光学领域的一种变革性工具,推动了基础研究和工业应用的进步。这篇综述文章全面分析了各种激光技术中最先进的机器学习驱动技术,包括光束转向、光镊、自适应光学、模式锁定和指向获取跟踪等。通过利用深度学习、强化学习和其他数据驱动的方法,研究人员已经实现了超越传统方法的实时控制、自动优化和增强系统性能。本文对当前ML在激光光学中的应用进行了分类,解决了诸如动态像差校正、精密光束整形和高通量数据解释等挑战,并举例说明了智能外科激光系统、无缺陷光学捕获和自校正自适应光学。讨论了混合机器学习模型、基于边缘计算的实时反馈循环、开源数据集和基准测试工具的开发等新兴趋势,强调了机器学习将基于激光的光学系统推向前所未有的精度、效率和适应性水平的潜力。
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引用次数: 0
Fast QoT Estimation Based on Probability Density Calculation of Electric Field Waveform 基于电场波形概率密度计算的QoT快速估计
IF 2.4 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-10-16 DOI: 10.1109/JPHOT.2025.3622629
Ryo Igarashi;Ryo Koma;Kazutaka Hara;Jun-ichi Kani;Tomoaki Yoshida;Tatsuya Shimada
For dynamic optical path provisioning in optical networks, real-time path design based on fast quality-of-transmission (QoT) estimation is highly desirable. We propose an electric field feature propagation based QoT estimation technique using a new feature extraction method. The proposed feature extraction method can reduce the calculation load by a factor of 10000 compared with the conventional approach, enabling comprehensive datasets for various networks to be created in realistic time. This study confirms that the proposed QoT estimation method can accurately estimate the bit error rate (BER) for different combinations of input power, span length, and received optical power.
对于光网络中的动态光路配置,基于快速传输质量(QoT)估计的实时光路设计是非常必要的。利用一种新的特征提取方法,提出了一种基于电场特征传播的QoT估计技术。与传统方法相比,所提出的特征提取方法可以将计算量减少10000倍,从而能够在真实时间内创建各种网络的综合数据集。本研究证实了所提出的QoT估计方法可以准确地估计不同输入功率、跨长和光功率组合的误码率(BER)。
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引用次数: 0
Photonics Breakthroughs 2024: Scalable Quantum Computing on a Single Photon Using Spatial Modes 光子学突破2024:使用空间模式的单光子可扩展量子计算
IF 2.4 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-10-15 DOI: 10.1109/JPHOT.2025.3621698
Jun Liu;Qianke Wang;Dawei Lyu;Jian Wang
High-dimensional quantum gates based on spatial mode of photons hold promise for advancing quantum computation. We demonstrate high-fidelity spatial mode quantum gates with fidelities up to 99.6%, using diffractive neural networks (DNNs). These gates are experimentally implemented with programmable phase layers in a compact and scalable device, enabling demonstrations like the Deutsch algorithm. Our approach showcases high reliability, adaptability, and potential for integration in quantum computation.
基于光子空间模式的高维量子门有望推进量子计算。我们展示了高保真空间模式量子门,保真度高达99.6%,使用衍射神经网络(dnn)。这些门在实验上用可编程的相位层在一个紧凑和可扩展的设备中实现,使Deutsch算法等演示成为可能。我们的方法展示了高可靠性、适应性和集成量子计算的潜力。
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引用次数: 0
A Modified pBRDF Model Considering the Influence of Relative Azimuth Angle for Coating Targets 考虑相对方位角对涂层目标影响的改进pBRDF模型
IF 2.4 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-10-14 DOI: 10.1109/JPHOT.2025.3621459
Zhiyong Yang;Yihui Zhang;Zhili Zhang;Zhiwei Zhang;Shun Li;Xiaowei Wang
The key to the researches on the polarization characteristics of targets lies in the precise establishment of the polarization model—the polarized bidirectional reflectance distribution function (pBRDF). Currently, the researches on the pBRDF model for coating targets have the problem of inaccurately describing hemispherical distribution of the degree of linear polarization (DoLP), especially the insufficiency in describing the influence of the azimuth angle on DoLP. In this thesis, firstly, with the aim of minimizing the error in linear polarization degree, through simulation comparative experiments on common microfacet distribution function (NDF), geometric attenuation factor (GAF) and multiple reflection function, it is determined that the Gaussian NDF, the modified integral GAF and the Minnaert model considering roughness are more suitable for coating targets. Secondly, the combined model for coating targets was established by combining the three functions, and it is found that the combined model was insensitive to the azimuth angle. Finally, a pBRDF model incorporating a high-order polynomial of relative azimuth angle is proposed, which improved the problem of excessive error caused by the insensitivity to the azimuth angle. The results of experiments show that the relative errors when adopting the modified model have decreased by 45.8%, 66.7%, 10.5%, and 32.1% respectively. The determination coefficient has reached 0.948, 0.953, 0.917 and 0.930, and the performance indicators are superior to those of the existing models. The research results provide a reference for describing the hemispherical spatial distribution of DoLP for coating targets.
目标偏振特性研究的关键在于精确建立偏振模型——偏振双向反射分布函数(pBRDF)。目前,涂层目标的pBRDF模型研究存在对线偏振度(DoLP)半球形分布描述不准确的问题,特别是对方位角对DoLP影响的描述不足。本文首先以线性极化度误差最小为目标,通过对常见的微面分布函数(NDF)、几何衰减因子(GAF)和多重反射函数的仿真对比实验,确定高斯分布函数、修正积分GAF和考虑粗糙度的Minnaert模型更适合于涂层目标。其次,结合三种函数建立了涂层目标的组合模型,发现组合模型对方位角不敏感;最后,提出了一种包含相对方位角高阶多项式的pBRDF模型,改善了方位角不敏感导致的误差过大的问题。实验结果表明,采用修正模型时,相对误差分别降低了45.8%、66.7%、10.5%和32.1%。确定系数分别达到0.948、0.953、0.917和0.930,性能指标优于现有模型。研究结果为描述涂层靶体的半球形空间分布提供了参考。
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引用次数: 0
Optimizing Sawtooth Electrodes for Ultra-High-Speed Electro-Optic Modulators 超高速电光调制器锯齿电极优化
IF 2.4 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-10-10 DOI: 10.1109/JPHOT.2025.3620360
Shurui Huang;Deyang Kong;Huijie Sun;Yongzhuo Li;Xue Feng;Wei Zhang;Yidong Huang
Electro-optic (EO) modulators with ultra-high speed and low driving voltage are essential for high-performance optical computing, optical communication, and broadband microwave photonic links. In this work, we have proposed an electrode optimization method for periodic structures, based on the RGLC transmission line model and exemplified by sawtooth traveling-wave electrodes (STWEs). We have established analytical expressions for characteristic parameters including the resistance, inductance, capacitance, as well as the slot depth and width of STWEs for the first time, achieving synchronous optimization of microwave loss minimization and velocity matching. Validated through simulations on thin-film lithium niobate modulators, the approach achieves an ultra-high EO bandwidth of up to 290 GHz and a low voltage-length product of 2.5 V·cm. The optimized STWEs feature a minimum linewidth of 5 μm and a metal thickness as thin as 500 nm, which are compatible with deep ultraviolet lithography and suitable for large-scale, low-cost fabrication. This work would pave the way for developing scalable ultra-high-speed EO modulator arrays.
具有超高速和低驱动电压的电光调制器是高性能光计算、光通信和宽带微波光子链路所必需的。在这项工作中,我们提出了一种基于RGLC传输线模型的周期结构电极优化方法,并以锯齿行波电极(STWEs)为例。我们首次建立了STWEs的电阻、电感、电容、缝隙深度和宽度等特征参数的解析表达式,实现了微波损耗最小化和速度匹配的同步优化。通过对铌酸锂薄膜调制器的仿真验证,该方法实现了高达290 GHz的超高EO带宽和2.5 V·cm的低电压长度积。优化后的STWEs最小线宽为5 μm,金属厚度薄至500 nm,可兼容深紫外光刻技术,适合大规模低成本制造。这项工作将为开发可扩展的超高速EO调制器阵列铺平道路。
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引用次数: 0
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IEEE Photonics Journal
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