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Photoacoustic Spectroscopy-Based Multi-Component Gas Detection Empowered by Machine Learning 基于机器学习的光声光谱多组分气体检测
IF 2.4 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-11-12 DOI: 10.1109/JPHOT.2025.3631821
Jianjun Ding;Chao Zhang;Niansong Liu;Zhongxu Wu;Chao Sun
To address the low sensitivity, poor selectivity and insufficient real-time response of conventional gas-detection techniques when analyzing complex gas mixtures, this study proposed a precise qualitative–quantitative system for multi-component trace gases that integrates photoacoustic spectroscopy (PAS) with advanced machine-learning algorithms. The setup employs a high-power infrared laser and a high-sensitivity cantilever-type photoacoustic cell. An Adaboost-enhanced improving support vector machine (Adaboost-ISVM) classifier was developed, achieving a classification accuracy of 99.17% for multi-component gases, with a Kappa coefficient of 99% and an AUC value of 99.375% for C2H2, NO2 and SF6 mixtures, significantly outperforming traditional SVM model. Additionally, to address the impact of temperature on detection results, this study introduced the Dung Beetle Optimizer (DBO) to optimize the Back Propagation (BP) neural network, it reduced the mean NO2 concentration prediction error to 0.29 ppm over 25–60 °C, superior to traditional BP, GA-BP and SSA-BP. The integrated system offers a robust solution for real-time, reliable trace-gas monitoring in complex industrial environments.
为了解决传统气体检测技术在分析复杂气体混合物时灵敏度低、选择性差和实时响应不足的问题,本研究提出了一种将光声光谱(PAS)与先进的机器学习算法相结合的多组分微量气体精确定性定量系统。该装置采用高功率红外激光器和高灵敏度悬臂式光声电池。开发了adaboost增强的改进支持向量机(Adaboost-ISVM)分类器,对多组分气体的分类准确率为99.17%,对C2H2、NO2和SF6混合物的Kappa系数为99%,AUC值为99.375%,显著优于传统的SVM模型。此外,为了解决温度对检测结果的影响,本研究引入蜣螂优化器(DBO)对BP神经网络进行优化,在25-60℃范围内将NO2浓度的平均预测误差降低至0.29 ppm,优于传统的BP、GA-BP和SSA-BP。该集成系统为复杂工业环境中实时、可靠的痕量气体监测提供了强大的解决方案。
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引用次数: 0
An Underwater Multi-User Communication System Using Photomultiplier-Tube-Based Photon Detector With Dead-Time Effect and Shot Noise 具有死区效应和散粒噪声的光电倍增管光子探测器水下多用户通信系统
IF 2.4 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-11-11 DOI: 10.1109/JPHOT.2025.3631724
Fanghua Li;Xiaolin Zhou;Yongkang Chen
We investigate detection for practical photon-counting receivers in underwater optical wireless communication (UOWC) systems, where dead-time effects and multi-user interference (MUI) pose significant challenges. In this paper, we propose an iterative detection method for multi-user uplink UOWC with signal-dependent shot noise, finite sampling rates, and thermal noise. We design a sparse interleaver and construct a sparse factor graph dedicated to the low-photon regime of non-perfect photon-counting systems, improving noise resilience, mitigating MUI, and enhance detection performance. We also employ iterative multi-user detection (MUD) based on a robust maximum a posteriori probability framework to address the photomultiplier tube (PMT) dead-time effects. Simulation results show that the proposed method achieves up to 5 dB bit error rate (BER) gains over conventional photon-counting schemes and maintains robust performance under diverse channel and noise conditions.
我们研究了水下光无线通信(UOWC)系统中实际光子计数接收器的检测,其中死区时间效应和多用户干扰(MUI)构成了重大挑战。在本文中,我们提出了一种具有与信号相关的射击噪声、有限采样率和热噪声的多用户上行UOWC的迭代检测方法。我们设计了一个稀疏交织器,并构建了一个稀疏因子图,用于非完美光子计数系统的低光子状态,提高了噪声恢复能力,减轻了MUI,提高了检测性能。我们还采用基于鲁棒最大后验概率框架的迭代多用户检测(MUD)来解决光电倍增管(PMT)死区效应。仿真结果表明,该方法比传统的光子计数方法获得了高达5db的误码率增益,并在各种信道和噪声条件下保持了鲁棒性。
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引用次数: 0
Low-PAPR and Low-Complexity Transmission Schemes for DHT-Based Underwater Optical Wireless Systems 基于dhs的水下无线光学系统的低papr和低复杂度传输方案
IF 2.4 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-11-11 DOI: 10.1109/JPHOT.2025.3631635
Wei-Wen Hu
This paper presents a low-complexity, low-peak-to-average power ratio (PAPR) transmission scheme for discrete Hartley transform (DHT)-based underwater optical wireless communication (UOWC) systems, termed LPC-DHT-OFDM. The proposed scheme reduces transmitter complexity and mitigates nonlinear distortion by separately processing the real and imaginary parts of the modulated symbols. The real part is generated using multiply-accumulate and anti-symmetric operations, while the imaginary part is produced through a repetition-based method, thereby eliminating conventional DHT/IDHT operations. Non-negative signals are obtained through zero-level clipping and DC biasing and are transmitted simultaneously via two LEDs. As a member of the DHT-spread OFDM family, LPC-DHT-OFDM achieves substantial reductions in both PAPR and computational complexity, making it a promising candidate for practical UOWC applications. In addition, this paper provides the numerical analysis of its spectral efficiency, electrical and optical power requirements, PAPR, bit error rate, and computational complexity.
本文提出了一种基于离散哈特利变换(DHT)的水下光无线通信(UOWC)系统的低复杂度、低峰均功率比(PAPR)传输方案,称为LPC-DHT-OFDM。该方案通过分别处理调制信号的实部和虚部,降低了发射机的复杂度,减轻了非线性失真。实部使用乘法累加和反对称操作生成,而虚部通过基于重复的方法生成,从而消除了传统的DHT/IDHT操作。通过零电平裁剪和直流偏置获得非负信号,并通过两个led同时传输。作为dht -OFDM家族的一员,LPC-DHT-OFDM在PAPR和计算复杂度方面都有很大的降低,使其成为实际UOWC应用的一个有希望的候选者。此外,本文还对其频谱效率、电光功率要求、PAPR、误码率和计算复杂度进行了数值分析。
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引用次数: 0
Goniometric Investigation of Spectral Scattering From Insect Wings in Near Infrared 昆虫翅膀近红外光谱散射的角学研究
IF 2.4 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-11-03 DOI: 10.1109/JPHOT.2025.3628525
Emmanuel Kotu Robertson;Meng Li;Hampus Månefjord;Jadranka Rota;Nina Reistad;Mikkel Brydegaard
Insect wing interference is highly sensitive to the membrane thickness and has shown remarkable potential to differentiate insect species, both ex vivo in laboratory settings and for free-flying insects in situ. While several studies have reported diversity of wing interference patterns, no study has linked this resonant coherent scattering from membranes to the goniometric scattering phase function. We present a combined spectral and goniometric study and demonstrate that resonant wavelengths for a species selectively communicate with the thin and flat wing membrane, whereas scattering at dissonant wavelengths to a greater extent arises from the tubular veins. This report lays the groundwork for a deeper understanding of range dependence in entomological lidar and insect differentiation based on spectral and modulation properties.
昆虫翅膀干涉对膜厚度高度敏感,并显示出区分昆虫物种的显著潜力,无论是在实验室环境中的离体昆虫还是在原位自由飞行的昆虫。虽然有几项研究报道了机翼干涉模式的多样性,但没有研究将这种膜的共振相干散射与角散射相函数联系起来。我们提出了一项结合光谱和角学的研究,并证明了一个物种的共振波长有选择地与薄而平坦的翅膀膜通信,而在更大程度上,不共振波长的散射来自管状静脉。本报告为深入了解昆虫学激光雷达的距离依赖性和基于光谱和调制特性的昆虫区分奠定了基础。
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引用次数: 0
Synchronous Demodulation of Pixelated Carrier Frequency Interferograms With the Butterworth Low-Pass Filter 用巴特沃斯低通滤波器同步解调像素化载波频率干涉图
IF 2.4 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-10-23 DOI: 10.1109/JPHOT.2025.3624838
Zhouxuan He;Hubing Du;Yifan Wang;Chang Liu;Kexin Yin;Gaopeng Zhang
To achieve single-frame dynamic phase measurement, an error-free synchronous demodulation algorithm for two-dimensional pixelated spatial carrier interferograms based on the Butterworth low-pass filter is proposed. It can obtain relatively accurate phase distribution with only one interferograms and is suitable for different noises level. Initially, pixelated spatial carrier interferograms is constructed, and specifically designed complex reference wavefront is introduced to separate the low-frequency phase signal of interest from high-frequency components. Subsequently, the Butterworth filter with specific order is designed for precise low-pass filtering, enabling error-free wavefront phase extraction. Finally, the proposed algorithm is compared with the interpolated 4-step phase-shifting algorithm (I-4PSA). Simulation and experiments demonstrate that the proposed method achieves higher accuracy, functions as global algorithm that is insensitive to noise and phase-shift errors, and effectively avoids the resolution loss and detuning error.
为了实现单帧动态相位测量,提出了一种基于巴特沃斯低通滤波器的二维像素化空间载波干涉图无误差同步解调算法。该方法只需要一张干涉图就可以获得相对精确的相位分布,适用于不同的噪声水平。首先,构建像素化空间载波干涉图,并引入专门设计的复杂参考波前,将感兴趣的低频相位信号与高频分量分离。随后,设计了特定阶数的巴特沃斯滤波器进行精确低通滤波,实现无误差波前相位提取。最后,将该算法与插值四步移相算法(I-4PSA)进行了比较。仿真和实验表明,该方法具有较高的精度,是一种对噪声和相移误差不敏感的全局算法,有效地避免了分辨率损失和失谐误差。
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引用次数: 0
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
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