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Deep learning techniques for quality of transmission estimation in optical networks 用于光网络传输质量估计的深度学习技术
IF 2.2 3区 物理与天体物理 Q2 OPTICS Pub Date : 2024-10-23 DOI: 10.1016/j.optcom.2024.131223
Shakrajit Sahu, J. Christopher Clement
A large body of research has recently examined the estimation of the quality of transmission (QoT) in optical networks with deep learning. This paper discusses a lightpath’s quality of transmission to design fiber-optic communication and networks using deep learning algorithms. We need different major estimation parameters for advanced optical fiber communication and networks, i.e., modulation formats, baud rate, and code rate. Currently, the quality of transmission for unspecified optical paths depends on different estimation techniques i.e., (1) analytical models estimating physical layer impairments (PLIs) and (2) margined formulas. This paper focuses on deep-learning techniques that can be applied to optimization and complex systems. The deep learning algorithms contain different classifiers that can simulate results and estimate the bit-error rate, and signal-to-noise ratio of unspecified optical paths with threshold values, traffic volume, and modulation format. We must train and test the datasets for various classifiers, and classification features using Korean network topology. The classifier accuracy and Area Under the ROC Curve (AUC) simulation results are carried out using MATLAB.
最近,大量研究都在探讨如何利用深度学习估算光网络的传输质量(QoT)。本文讨论了光路的传输质量,以利用深度学习算法设计光纤通信和网络。对于先进的光纤通信和网络,我们需要不同的主要估计参数,即调制格式、波特率和码率。目前,未指定光路的传输质量取决于不同的估算技术,即 (1) 估算物理层损伤(PLIs)的分析模型和 (2) 边际公式。本文重点介绍可应用于优化和复杂系统的深度学习技术。深度学习算法包含不同的分类器,可模拟结果并估算具有阈值、流量和调制格式的未指定光路的误码率和信噪比。我们必须使用韩国网络拓扑结构对各种分类器和分类特征的数据集进行训练和测试。分类器准确率和 ROC 曲线下面积(AUC)模拟结果使用 MATLAB 进行计算。
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引用次数: 0
Enhancing dynamic target reconstruction and tracking based on ghost imaging and deep convolutional neural networks 基于鬼影成像和深度卷积神经网络加强动态目标重建和跟踪
IF 2.2 3区 物理与天体物理 Q2 OPTICS Pub Date : 2024-10-23 DOI: 10.1016/j.optcom.2024.131224
Zhenming Yang, Chenyu Yuan, Akhtar Munir, Siyuan Ge, Chunfang Wang
Ghost imaging requires a large amount of sampling data, which limits its applications in the study of dynamic objects. Here, we propose an imaging technique based on deep convolutional neural networks (SaDunet) that can be used to examine the dynamics of target objects. By replacing the traditional correlation imaging reconstruction approach with SaDunet, the ability to recover high-quality images at low sampling rates is enhanced. The motion process of the target object is decomposed into multiple motion frames, and then each frame is imaged separately. Experiments show that the reconstructed image of the target object obtained by this scheme is of high quality, contains almost no noise, and accurately reflects the motion behavior of the target object.
幽灵成像需要大量采样数据,这限制了它在动态物体研究中的应用。在此,我们提出了一种基于深度卷积神经网络(SaDunet)的成像技术,可用于研究目标物体的动态。用 SaDunet 代替传统的相关成像重建方法,提高了在低采样率下恢复高质量图像的能力。目标物体的运动过程被分解成多个运动帧,然后对每个帧分别成像。实验表明,该方案获得的目标物体重建图像质量高,几乎不含噪声,能准确反映目标物体的运动行为。
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引用次数: 0
Observation of widely separated soliton molecules in a mode-locked Yb-doped fiber laser operating with net anomalous dispersion 在以净反常色散工作的模式锁定掺镱光纤激光器中观测到相距甚远的孤子分子
IF 2.2 3区 物理与天体物理 Q2 OPTICS Pub Date : 2024-10-22 DOI: 10.1016/j.optcom.2024.131217
Fernando Torres-Leal , Naveed Abbas , Claude Aguergaray , Neil G.R. Broderick
This paper investigates the generation and characterization of soliton molecules (SM) in a semiconductor saturable absorber mirror (SESAM) mode-locked Yb-doped fiber laser with a linear cavity. By adjusting the pump power, both single-pulsing (SP) and double-pulsing (DP) states can be achieved. The observed soliton molecules are highly stable, with minimal temporal jitter despite being separated by 1.56ns. While SM have been observed in many different cavities this is one of the few reports in a Fabry–Perot cavity rather than a ring cavity and again most previous observations of soliton molecules having been in the anomalous dispersion regime. This configuration thus provides detailed and valuable insights into the behavior of SM, shedding light on their formation, stability, and dynamics. This study contributes to understanding long range soliton interactions in fiber lasers, with potential implications for applications such as multi-bit transmission, bit storage, and pump–probe experiments to study the dynamics of chemical reactions.
本文研究了带有线性腔的半导体可饱和吸收镜(SESAM)模式锁定掺镱光纤激光器中孤子分子(SM)的产生和特性。通过调节泵浦功率,可以实现单脉冲(SP)和双脉冲(DP)状态。观测到的孤子分子高度稳定,尽管相隔 1.56ns 却具有最小的时间抖动。虽然在许多不同的空腔中都观测到了孤子分子,但这是在法布里-珀罗空腔而不是环形空腔中观测到的为数不多的报告之一。因此,这种构型提供了对 SM 行为的详细而有价值的见解,揭示了它们的形成、稳定性和动力学。这项研究有助于理解光纤激光器中的长距离孤子相互作用,对多比特传输、比特存储以及研究化学反应动力学的泵浦探针实验等应用具有潜在影响。
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引用次数: 0
Optical orthogonal frequency division multiplexing with differential index modulation 采用差分索引调制的光正交频分复用技术
IF 2.2 3区 物理与天体物理 Q2 OPTICS Pub Date : 2024-10-22 DOI: 10.1016/j.optcom.2024.131226
Huiqin Wang , Zhen Wang , Qihan Tang , Qingbin Peng , Dan Chen , Yue Zhang , Minghua Cao
This paper proposes a differential index modulation (DIM) scheme to address the complex channel estimation challenges in optical orthogonal frequency division multiplexing with index modulation (OOFDM-IM). The main idea of the DIM scheme is to design a time-frequency dispersive matrix with unitary characteristics and perform index mapping based on the Lemer code principles. By applying differential operations, the DIM scheme enables decoding at the receiver without requiring channel estimation. The paper provides a detailed explanation of the design principles and theoretical bit error rate (BER) of the proposed scheme. Simulations based on the exponential Weibull atmospheric turbulence channel model are conducted to compare the DIM scheme with the existing OOFDM-IM scheme. Additionally, a carefully designed proof-of-concept experiment is performed to further validate the scheme’s effectiveness and feasibility. Both simulation and experimental results demonstrate that, compared to OOFDM-IM, the proposed scheme can entirely avoid complex channel estimation with a maximum signal-to-noise ratio (SNR) loss of no more than 4 dB, even under various turbulence intensities and higher-order modulation scenarios. This provides a valuable reference for OOFDM-IM in complex environments or where channel estimation is challenging.
本文提出了一种差分索引调制(DIM)方案,以解决光学正交频分复用索引调制(OOFDM-IM)中复杂的信道估计难题。DIM 方案的主要思想是设计一个具有单元特性的时频色散矩阵,并根据 Lemer 码原理进行索引映射。通过应用差分运算,DIM 方案可在接收器上进行解码,而无需进行信道估计。本文详细解释了所提方案的设计原理和理论误码率(BER)。本文基于指数 Weibull 大气湍流信道模型进行了仿真,将 DIM 方案与现有的 OOFDM-IM 方案进行了比较。此外,还进行了精心设计的概念验证实验,以进一步验证该方案的有效性和可行性。仿真和实验结果表明,与 OOFDM-IM 相比,即使在各种湍流强度和高阶调制情况下,所提出的方案也能完全避免复杂的信道估计,最大信噪比(SNR)损失不超过 4 dB。这为复杂环境或信道估计具有挑战性的 OOFDM-IM 提供了宝贵的参考。
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引用次数: 0
Modulating nonreciprocal transmission in levitated magnomechanical systems 调节悬浮磁力机械系统中的非互惠传输
IF 2.2 3区 物理与天体物理 Q2 OPTICS Pub Date : 2024-10-21 DOI: 10.1016/j.optcom.2024.131212
Wenjie Nie , Huiya Zhan , Xianxin Shang , Haoqi Zhang , Aixi Chen
In this paper, we propose a model of a dual cavity magnomechanical system with two levitated yttrium iron garnet spheres to investigate nonreciprocal transmission of a microwave field. We use an external Coulomb force to bias the steady-state position of the sphere levitated in each microwave cavity, thereby establishing an independent and controllable effective couplings between the cavity modes and the magnon modes. This can break the symmetry of the system and serve as the basis for nonreciprocal transmission in this system. We demonstrated how to achieve the system nonreciprocity with an extremely high isolation ratio and flexible controllability by appropriately selecting the suspended positions of the levitated spheres, which are related to the external bias forces. We also analyze in detail the influence of the cavity detunings and the driving power on the bias-force-induced nonreciprocity. Our study provides an effective approach to manipulating flexibly nonreciprocal transmission of a microwave field and may have potential implications for the development of future nonreciprocal transmission devices.
在本文中,我们提出了一个带有两个悬浮钇铁石榴石球的双腔磁力学系统模型,以研究微波场的非互易传输。我们利用外部库仑力来偏置悬浮在每个微波腔中的球体的稳态位置,从而在腔模和磁子模之间建立起独立可控的有效耦合。这可以打破系统的对称性,成为该系统非互惠传输的基础。我们演示了如何通过适当选择悬浮球的悬浮位置(这与外部偏置力有关),以极高的隔离比和灵活的可控性实现系统的非互易性。我们还详细分析了腔体失谐和驱动功率对偏置力引起的非互易性的影响。我们的研究为灵活操纵微波场的非互易传输提供了一种有效方法,并可能对未来非互易传输设备的开发产生潜在影响。
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引用次数: 0
Simultaneous lightwave information and power transfer for NLOS ultraviolet communications under different weather conditions 不同天气条件下 NLOS 紫外线通信的同步光波信息和功率传输
IF 2.2 3区 物理与天体物理 Q2 OPTICS Pub Date : 2024-10-21 DOI: 10.1016/j.optcom.2024.131215
Xinling Liu, Huimin Lu, Yifan Zhu, Jianhua Ma, Rui Hao, Danyang Chen, Jianping Wang
In this work, a power allocation scheme for ultraviolet communication (UVC) with simultaneous lightwave information and power transfer (SLIPT) is proposed. Based on the non-line-of-sight (NLOS) single scattering channel model, the path loss and bit error rate (BER) performance of the UVC system with different geometrical parameters are analyzed. The effects of three types of weather, light rain, fine weather and severe fog conditions are considered. It is proved that the path loss is minimized on foggy days with minimum BER, followed by sunny days. The proposed SLIPT approach that the receiving energy is in turn divided into two parts, one for energy harvesting (EH) and the other for information decoding (ID). The system is designed to optimize energy harvesting for autonomous power supply, while ensuring a specified BER threshold and maintaining spectral efficiency. The effects of three types of weather on the SLIPT system are further investigated. It is demonstrated that under shorter communication distance(r), smaller elevation angle of receiving terminal (βR), larger field of view (FoV) and lower spectral efficiency(η) conditions, a higher percentage of energy is allocated for EH, with foggy days being the most favorable. The extreme geometric parameters of rainy condition can lead to the inability of communication, which needs to be limited to r ≤ 10 m, elevation angle of Rx ≤ 6°, FOV ≥100°, spectral efficiency ≤3, under the preset parameters in this paper.
本研究提出了一种紫外线通信(UVC)的功率分配方案,该方案具有同步光波信息和功率传输(SLIPT)功能。基于非视距(NLOS)单散射信道模型,分析了不同几何参数下紫外光系统的路径损耗和误码率(BER)性能。考虑了小雨、晴天和大雾三种天气条件的影响。结果证明,雾天的路径损耗最小,误码率最低,其次是晴天。所提出的 SLIPT 方法将接收能量分为两部分,一部分用于能量收集(EH),另一部分用于信息解码(ID)。该系统旨在优化自主供电的能量收集,同时确保特定的误码率阈值并保持频谱效率。进一步研究了三种天气对 SLIPT 系统的影响。结果表明,在较短的通信距离(r)、较小的接收终端仰角(βR)、较大的视场(FoV)和较低的频谱效率(η)条件下,分配给 EH 的能量比例较高,其中雾天最为有利。雨天的极端几何参数会导致无法通信,在本文的预设参数下,需要限制在 r≤10 m,Rx 仰角≤6°,FOV≥100°,光谱效率≤3。
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引用次数: 0
Secure and covert communication strategy of UAV based on hybrid RF/FSO system 基于 RF/FSO 混合系统的无人飞行器安全隐蔽通信策略
IF 2.2 3区 物理与天体物理 Q2 OPTICS Pub Date : 2024-10-21 DOI: 10.1016/j.optcom.2024.131234
Xinkang Song, Xiang Wang, Shanghong Zhao, Yongjun Li, Xin Li, Xiwen Zhang
The hybrid radio frequency (RF)/free-space optical (FSO) system can improve communication security by using complimentary characteristics and mitigating the risks of RF links being susceptible to co-channel interference (CCI) and malicious eavesdropping. We investigate the secure and covert communication performance of unmanned aerial vehicles (UAVs) equipped with a hybrid RF/FSO system. In terms of secure communication, UAVs employ the strategy of transmitting private data concurrently through RF and FSO links, considering two modes based on active eavesdropping by a malicious user. Closed-form expressions for the secrecy outage probability (SOP) and effective secrecy throughput (EST) are derived. With respect to covert communication, the communication strategy is to utilize the RF link to generate interfering signals, thus aiding the FSO signals in accomplishing covert communication. We formulate an optimization problem that maximizes the EST while considering transmit power and user-acceptable detection error probability. A two-stage gradient-based iterative solution algorithm is proposed. The numerical results demonstrate the effectiveness of the proposed secure and covert communication strategy based on the hybrid RF/FSO system, which is expected to enhance the communication security of UAVs in the RF-challenged environment.
射频(RF)/自由空间光学(FSO)混合系统可利用互补特性提高通信安全性,并降低射频链路易受同信道干扰(CCI)和恶意窃听的风险。我们研究了配备射频/FSO 混合系统的无人机(UAV)的安全和隐蔽通信性能。在安全通信方面,无人飞行器采用了通过射频和 FSO 链路同时传输保密数据的策略,并考虑了基于恶意用户主动窃听的两种模式。得出了保密中断概率(SOP)和有效保密吞吐量(EST)的闭合表达式。关于隐蔽通信,通信策略是利用射频链路产生干扰信号,从而辅助 FSO 信号完成隐蔽通信。我们提出了一个优化问题,在考虑发射功率和用户可接受的检测误差概率的同时,最大化 EST。我们提出了一种基于梯度的两阶段迭代求解算法。数值结果证明了所提出的基于射频/FSO 混合系统的安全隐蔽通信策略的有效性,该策略有望增强无人机在射频挑战环境下的通信安全性。
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引用次数: 0
Harmonic analysis of phase-sensitive optical time-domain reflectometer 相敏光学时域反射仪的谐波分析
IF 2.2 3区 物理与天体物理 Q2 OPTICS Pub Date : 2024-10-21 DOI: 10.1016/j.optcom.2024.131230
Mengmeng Chen , Zhigang Xiong , Fei Xu
This study innovatively proposes a method of using harmonics to mitigate the influence of fading noise in Phase-Sensitive Optical Time-Domain Reflectometer (Φ-OTDR). Numerical modeling was conducted to investigate the behavior of the Φ-OTDR. A section optical fiber is coiled around a PZT (piezoelectric transducer). By applying a signal to the PZT, it emulates an external vibration. The response of the simulated vibration was extracted using phase demodulation algorithm. In the response spectrum of the vibration, the fundamental frequency may be submerged because of the fading noise, causing the useful information to be obscured. However, the region impacted by fading noise in the fundamental frequency is unaffected in certain harmonic components. Thus, information from the harmonics can be used to compensate for the missing information in the fundamental frequency. By analyzing multiple harmonic components, the accuracy of vibration detection and localization can be improved. Experiment was performed to corroborate the findings, and the results demonstrated good consistency with the simulated data. Both the simulation and the experiment proved that considering harmonics can enhance the measurement accuracy of Φ-OTDR. This discovery provides new insights and methods for the application of Φ-OTDR.
本研究创新性地提出了一种利用谐波减轻相敏光时域反射仪(Φ-OTDR)中衰减噪声影响的方法。为研究 Φ-OTDR 的行为,进行了数值建模。一段光纤盘绕在压电传感器(PZT)周围。通过向 PZT 施加信号,模拟外部振动。利用相位解调算法提取模拟振动的响应。在振动的响应频谱中,基频可能会因衰减噪声而被淹没,导致有用信息被掩盖。然而,基频中受衰减噪声影响的区域在某些谐波成分中却不受影响。因此,谐波信息可以用来弥补基频信息的缺失。通过分析多个谐波分量,可以提高振动检测和定位的准确性。为证实研究结果,我们进行了实验,结果表明与模拟数据十分吻合。模拟和实验都证明,考虑谐波可以提高 Φ-OTDR 的测量精度。这一发现为 Φ-OTDR 的应用提供了新的见解和方法。
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引用次数: 0
A 10 GHz high-frequency coupled optoelectronic oscillator for RF/FSO fusion transmission in smoke channels 用于烟道射频/FSO 融合传输的 10 GHz 高频耦合光电振荡器
IF 2.2 3区 物理与天体物理 Q2 OPTICS Pub Date : 2024-10-21 DOI: 10.1016/j.optcom.2024.131236
Deqi Li , Peng Lin , Baoqun Li , Qiaochu Yang , Sunde Wang , Silun Du , Jingkai Zhang , Xianzhu Liu , Tianshu Wang , Junda Chen , Chen Liu
We proposes and experimentally demonstrates a RF/FSO fusion transmission system under smoke channel. First, an RF and laser-integrated communications payload is designed for RF/FSO fusion links to achieve mutual information backup for both FSO and RF links. Coupled optoelectronic oscillator (COEO) can generate 10.0 GHz low-jitter optical pulses and 10.0 GHz low-phase noise RF signals simultaneously. The measured RF side-mode rejection ratio is 52.16 dB, and the phase noise at 10 kHz offset is about −117.6 dBc/Hz. The experimental results show that COEO has good compatibility in RF/FSO fusion communication and effectively solves the problem of RF/FSO link compatible sharing. Then, we established a RF/FSO fusion transmission system based on a COEO. Taking the complexity of the smoke channel, the RF/FSO link is not switched to achieve simultaneous transmission communication without interruption. The power jitter, signal-to-noise ratio, and bit error rate of RF/FSO links are investigated for different smoke visibility and is further investigated. The experimental results indicate, the fusion RF/FSO system is more reliable under extremely dense smoke conditions based on a COEO, which is significant for the future development of reliable space high-speed information transmission and networking.
我们提出并实验演示了烟雾信道下的射频/FSO 融合传输系统。首先,为射频/FSO 融合链路设计了射频和激光集成通信有效载荷,以实现 FSO 和射频链路的相互信息备份。耦合光电振荡器(COEO)可同时产生 10.0 GHz 低抖动光脉冲和 10.0 GHz 低相位噪声射频信号。测得的射频侧模抑制比为 52.16 dB,10 kHz 偏移时的相位噪声约为 -117.6 dBc/Hz。实验结果表明,COEO 在射频/FSO 融合通信中具有良好的兼容性,有效解决了射频/FSO 链路兼容共享的问题。随后,我们建立了基于 COEO 的 RF/FSO 融合传输系统。考虑到烟道的复杂性,RF/FSO 链路不切换,实现无中断同步传输通信。研究了不同烟雾能见度下 RF/FSO 链路的功率抖动、信噪比和误码率,并对其进行了进一步研究。实验结果表明,基于 COEO 的 RF/FSO 融合系统在极端浓烟条件下更加可靠,这对未来可靠的空间高速信息传输和网络的发展具有重要意义。
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引用次数: 0
Bi-directional SMF-NDF-optical/5G NR wireless converged systems 双向 SMF-NDF- 光/5G NR 无线融合系统
IF 2.2 3区 物理与天体物理 Q2 OPTICS Pub Date : 2024-10-20 DOI: 10.1016/j.optcom.2024.131232
Stotaw Talbachew Hayle , Chia-Peng Wang , Hsiao-Mei Lin , Hai-Han Lu , Xu-Hong Huang , Yu-Chen Chung , Kelper Okram , Jia-Ming Lu
This study presents the transmission of fifth-generation (5G) new radio (NR) signals over bi-directional single-mode fiber (SMF)-negative dispersion fiber (NDF)-optical/5G NR wireless converged systems, using two cascaded reflective semiconductor optical amplifiers (RSOAs). Downstream transmission of 5G NR 16-quadrature amplitude modulation (QAM) signals achieved an aggregate net bit rate of 228.037 Gb/s, comprising 59.813, 74.766, and 93.458 Gb/s at 150, 250, and 325 GHz, respectively. The system achieved a low bit error rate (BER) and clear constellation patterns. However, systems without NDF exceed the forward error correction 7% threshold, indicating the importance of NDF in compensating for fiber dispersion. Moreover, for upstream transmission, two cascaded RSOAs are used to transmit 5G 16-QAM-orthogonal frequency division multiplexing signals, achieving a total data rate of 40 Gb/s. The use of two cascaded RSOAs in the system significantly improved upstream performance, resulting in low BERs and clear constellation patterns. This system not only achieved high data rates but also extended transmission coverage to support the deployment of advanced 5G NR applications.
本研究介绍了利用两个级联反射半导体光放大器(RSOA)在双向单模光纤(SMF)-负色散光纤(NDF)-光/5G NR 无线融合系统上传输第五代(5G)新无线电(NR)信号的情况。5G NR 16-quadrature amplitude modulation (QAM) 信号的下行传输实现了 228.037 Gb/s 的总净比特率,在 150、250 和 325 GHz 频率下分别为 59.813、74.766 和 93.458 Gb/s。该系统实现了较低的误码率(BER)和清晰的星座模式。然而,没有 NDF 的系统超过了前向纠错 7% 的阈值,这表明 NDF 在补偿光纤色散方面的重要性。此外,在上游传输中,使用两个级联 RSOA 传输 5G 16-QAM 正交频分复用信号,实现了 40 Gb/s 的总数据传输速率。在系统中使用两个级联 RSOA 极大地提高了上行性能,从而实现了低误码率和清晰的星座模式。该系统不仅实现了高数据传输速率,还扩大了传输覆盖范围,为部署先进的 5G NR 应用提供了支持。
{"title":"Bi-directional SMF-NDF-optical/5G NR wireless converged systems","authors":"Stotaw Talbachew Hayle ,&nbsp;Chia-Peng Wang ,&nbsp;Hsiao-Mei Lin ,&nbsp;Hai-Han Lu ,&nbsp;Xu-Hong Huang ,&nbsp;Yu-Chen Chung ,&nbsp;Kelper Okram ,&nbsp;Jia-Ming Lu","doi":"10.1016/j.optcom.2024.131232","DOIUrl":"10.1016/j.optcom.2024.131232","url":null,"abstract":"<div><div>This study presents the transmission of fifth-generation (5G) new radio (NR) signals over bi-directional single-mode fiber (SMF)-negative dispersion fiber (NDF)-optical/5G NR wireless converged systems, using two cascaded reflective semiconductor optical amplifiers (RSOAs). Downstream transmission of 5G NR 16-quadrature amplitude modulation (QAM) signals achieved an aggregate net bit rate of 228.037 Gb/s, comprising 59.813, 74.766, and 93.458 Gb/s at 150, 250, and 325 GHz, respectively. The system achieved a low bit error rate (BER) and clear constellation patterns. However, systems without NDF exceed the forward error correction 7% threshold, indicating the importance of NDF in compensating for fiber dispersion. Moreover, for upstream transmission, two cascaded RSOAs are used to transmit 5G 16-QAM-orthogonal frequency division multiplexing signals, achieving a total data rate of 40 Gb/s. The use of two cascaded RSOAs in the system significantly improved upstream performance, resulting in low BERs and clear constellation patterns. This system not only achieved high data rates but also extended transmission coverage to support the deployment of advanced 5G NR applications.</div></div>","PeriodicalId":19586,"journal":{"name":"Optics Communications","volume":"574 ","pages":"Article 131232"},"PeriodicalIF":2.2,"publicationDate":"2024-10-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142525813","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
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Optics Communications
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