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1

Bouhadida, Maha, Pierre-Enguerrand Verdier, Philippe Delaye, and Sylvie Lebrun. "Operating range of efficient Raman converters based on nanofibers immersed in different liquids." EPJ Web of Conferences 266 (2022): 11004. http://dx.doi.org/10.1051/epjconf/202226611004.

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We present the operating range of Raman wavelength converters based on silica nanofibers immersed in liquids for the design of all fibered wavelength converters. This range is bounded on the lower limit by the pump energy necessary to reach the Raman threshold and on the upper limit by the laser induced breakdown of the nanofiber. These breakdown energies are measured in the ns regime for different liquids (water, ethanol, isopropanol) and for air. We finally define guidelines that open the way to a new family of low-cost compact and efficient all-fibered Raman converters that can be directly
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Shi Lingpeng, 施凌鹏, 冯天波 Feng Tianbo, 卢士达 Lu Shida, 赵修旻 Zhao Xiumin, 陈晓露 Chen Xiaolu та 崔昊杨 Cui Haoyang. "基于边缘云计算的光纤无线网络优化设计". Infrared and Laser Engineering 51, № 10 (2022): 20210938. http://dx.doi.org/10.3788/irla20210938.

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Borzycki, Krzysztof, and Tomasz Osuch. "Hollow-Core Optical Fibers for Telecommunications and Data Transmission." Applied Sciences 13, no. 19 (2023): 10699. http://dx.doi.org/10.3390/app131910699.

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Hollow-core optical fibers (HCFs) have unique properties like low latency, negligible optical nonlinearity, wide low-loss spectrum, up to 2100 nm, the ability to carry high power, and potentially lower loss then solid-core single-mode fibers (SMFs). These features make them very promising for communication networks and similar applications. However, this class of fibers is still in development. Current applications are almost exclusively limited to low-latency data links for High-Speed Trading (HST); other uses are in the trial stage now. In this paper, we comprehensively review the progress i
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álvaro Morales, álvaro Morales, Idelfonso Tafur Monroy Idelfonso Tafur Monroy, Fredrik Nordwall Fredrik Nordwall, and Tommi Srensen Tommi Srensen. "50 GHz optical true time delay beamforming in hybrid optical/mm-wave access networks with multi-core optical fiber distribution." Chinese Optics Letters 16, no. 4 (2018): 040603. http://dx.doi.org/10.3788/col201816.040603.

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Li Dongliang, 李东亮, та 卢贝 Lu Bei. "基于深度神经网络的光纤传感识别算法". Infrared and Laser Engineering 51, № 9 (2022): 20210971. http://dx.doi.org/10.3788/irla20210971.

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Xuan, Hejun, Yuping Wang, Zhanqi Xu, Shanshan Hao, and Xiaoli Wang. "Virtual optical network mapping and core allocation in elastic optical networks using multi-core fibers." Optics Communications 402 (November 2017): 26–35. http://dx.doi.org/10.1016/j.optcom.2017.05.065.

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Liu Yunpeng, 刘云朋, 霍晓丽 Huo Xiaoli та 刘智超 Liu Zhichao. "基于深度学习的光纤网络异常数据检测算法". Infrared and Laser Engineering 50, № 6 (2021): 20210029. http://dx.doi.org/10.3788/irla20210029.

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Wang Wenjun, 王文君, та 徐娜 Xu Na. "一种面向光纤网络路径优化的机器学习改进算法". Infrared and Laser Engineering 50, № 10 (2021): 20210185. http://dx.doi.org/10.3788/irla20210185.

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MA Jing, 麻静, 孟飞 MENG Fei та 陈亮 CHEN Liang. "基于光纤网络的异地光梳校准技术研究". Infrared and Laser Engineering 54, № 5 (2025): 20240516. https://doi.org/10.3788/irla20240516.

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10

Rodrigues, Marino, and Pedro Pinho. "Plastic Optical Fibers in Access Networks." Procedia Technology 17 (2014): 601–7. http://dx.doi.org/10.1016/j.protcy.2014.10.266.

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11

Huang, Haibin, Shanguo Huang, Shan Yin, Min Zhang, Jie Zhang, and Wanyi Gu. "Virtual Network Provisioning Over Space Division Multiplexed Optical Networks Using Few-Mode Fibers." Journal of Optical Communications and Networking 8, no. 10 (2016): 726. http://dx.doi.org/10.1364/jocn.8.000726.

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Betancourt, Carlos Carrión, Veruska Rodrigues Moreira, Kayol Soares Mayer, Jonathan Aguiar Soares, and Dalton Soares Arantes. "Pilot-Assisted Phase Recovery in Coherent Optical Receivers with Robust Locally Weighted Interpolation." Photonics 12, no. 4 (2025): 309. https://doi.org/10.3390/photonics12040309.

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Accurate and low-complexity phase estimation is crucial for optimal data recovery in coherent optical receivers, especially for applications in emerging scenarios such as low-margin optical networks, green networks, probabilistic-shaping modulation, the use of high-order modulation formats in hollow-core fibers, long-haul links operating at low signal-to-noise ratios, and free-space optical links in low-earth orbit satellites, among others. These new developments demand highly efficient and reliable data transmission methods, even under stringent conditions of minimal operational excess margin
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Mihály, András, and László Bacsárdi. "Optical transmittance based store and forward routing in satellite networks." Infocommunications journal 15, no. 2 (2023): 8–13. http://dx.doi.org/10.36244/icj.2023.2.2.

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Quantum computing will play a crucial part in our security infrastructure for the coming years. Quantum networks can consist of direct optical fiber or free-space links. With the use of satellite channels, we can create a quantum network with higher coverage than using optical fibers where the distances are limited due to the properties of the fiber. One of the highest drivers of cost for satellite networks, apart from the cost of the technology needed for such systems, are the costs of launching and maintaining said satellites. By minimizing the satellites needed for a well-functioning quantu
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Xiao Ju, 肖菊, та 段鹏飞 Duan Pengfei. "面向楼宇结构健康的光纤传感网络监测系统研究". Infrared and Laser Engineering 50, № 8 (2021): 20210263. http://dx.doi.org/10.3788/irla20210263.

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Liu Yunpeng, 刘云朋, 霍晓丽 Huo Xiaoli та 刘智超 Liu Zhichao. "基于贝叶斯分区数据挖掘的光纤网络异常分析算法". Infrared and Laser Engineering 50, № 8 (2021): 20210121. http://dx.doi.org/10.3788/irla20210121.

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16

Zhu, Ruijie, Yongli Zhao, Hui Yang, et al. "Dynamic virtual optical network embedding in spectral and spatial domains over elastic optical networks with multicore fibers." Optical Engineering 55, no. 8 (2016): 086108. http://dx.doi.org/10.1117/1.oe.55.8.086108.

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17

Ruijie Zhu, Ruijie Zhu, Yongli Zhao Yongli Zhao, Hui Yang Hui Yang, Haoran Chen Haoran Chen, Jie Zhang Jie Zhang, and and Jason P. Jue and Jason P. Jue. "Crosstalk-aware RCSA for spatial division multiplexing enabled elastic optical networks with multi-core fibers." Chinese Optics Letters 14, no. 10 (2016): 100604–8. http://dx.doi.org/10.3788/col201614.100604.

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18

Giorgetti, Alessio, Andrea Sgambelluri, Ramon Casellas, Roberto Morro, Andrea Campanella, and Piero Castoldi. "Control of open and disaggregated transport networks using the Open Network Operating System (ONOS)." IEEE/OSA Journal of Optical Communications and Networking 12, no. 2 (2020): A171 — A181. https://doi.org/10.1364/JOCN.12.00A171.

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Use of disaggregated equipment in optical transport networks is emerging as an attractive solution to bring flexibility and break vendor lock-in dependencies. The disaggregation process requires standard protocols and interfaces between the control plane and network equipment. NETCONF has been selected as the standard protocol, and multiple initiatives are currently working on the definition of standard models for each type of data plane device. Different levels of disaggregation of the data plane are under evaluation, and it is still not clear up to which level it will be useful to disaggrega
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19

Huang, Haibin, Bingli Guo, Xin Li, Shan Yin, Yu Zhou, and Shanguo Huang. "Crosstalk-aware virtual network embedding over inter-datacenter optical networks with few-mode fibers." Optical Fiber Technology 39 (December 2017): 70–77. http://dx.doi.org/10.1016/j.yofte.2017.09.019.

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20

Seifouri, M., M. M. Karkhanehchi, and S. Rohani. "Design of Multi-Layer Optical Fibers with Ring Refractive Index to Reduce Dispersion and Increase Bandwidth in Broadband Optical Networks." Engineering, Technology & Applied Science Research 2, no. 3 (2012): 216–20. http://dx.doi.org/10.48084/etasr.166.

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The main goal in this paper is to design single-mode optical fibers for DWDM networks, which are used today in rapid communications. These networks require low dispersion in a wide range of wavelengths. So, in this paper, multi-layer optical fibers with low dispersion value and flat dispersion slope in wavelength range of 1.5-1.6µm) are designed, using optimization algorithms.
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21

Liu, Yejun, Lei Guo, and Xuetao Wei. "Optimizing Backup Optical-Network-Units Selection and Backup Fibers Deployment in Survivable Hybrid Wireless-Optical Broadband Access Networks." Journal of Lightwave Technology 30, no. 10 (2012): 1509–23. http://dx.doi.org/10.1109/jlt.2012.2188498.

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22

Paliwal, Dr Rohit. "Optical Fiber Communication." INTERNATIONAL JOURNAL OF SCIENTIFIC RESEARCH IN ENGINEERING AND MANAGEMENT 09, no. 05 (2025): 1–9. https://doi.org/10.55041/ijsrem47650.

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Abstract– Fiber optic systems are important telecommunication infrastructure for worldwide broadband networks. Wide bandwidth signal transmission with low delay is a key requirement in present day applications. Optical fibers provide enormous and unsurpassed transmission bandwidth with negligible latency, and are now the transmission medium of choice for long distance and high data rate transmission in telecommunication networks. This paper gives an overview of fiber optic communication systems including their key technologies, and discusses their technological trend towards the next generatio
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23

Luo Kuo, 罗阔, 王宇瑶 Wang Yuyao, 朱柏蓉 Zhu Borong та 余贶琭 Yu Kuanglu. "基于生成对抗网络的布里渊分布式光纤传感器降噪". Acta Optica Sinica 44, № 1 (2024): 0106024. http://dx.doi.org/10.3788/aos231120.

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24

Abdula, Shiny Pearl D., Mary Joy D. Llagas, Alessandra May D. Fernandez, and Edwin R. Arboleda. "Machine Learning Applications for Fault Tracing and Localization in Optical Fiber Communication Networks: A Review." International Journal of Research Publication and Reviews 5, no. 7 (2024): 1291–307. http://dx.doi.org/10.55248/gengpi.5.0724.1730.

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25

Sheng Weijie, 盛炜杰, 陈锦云 Chen Jinyun, 王雅思 Wang Yasi та ін. "车载网络发展趋势和车载光纤传输研究进展". Laser & Optoelectronics Progress 60, № 5 (2023): 0500005. http://dx.doi.org/10.3788/lop220669.

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26

Lawan, Sani Halliru. "MITIGATING PULSE DISTORTION IN OPTICAL FIBERS USING DIGITAL BACKPROPAGATION AND DISPERSION MANAGEMENT." FUDMA JOURNAL OF SCIENCES 9, no. 7 (2025): 64–69. https://doi.org/10.33003/fjs-2025-0907-3611.

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This research investigates the propagation effects of optical pulses traveling through fiber links, focusing on phase modulation, nonlinear phase change, and pulse broadening. We analyze these phenomena to enhance the performance of optical communication systems by evaluating key metrics such as nonlinear phase change (in degrees, o) and pulse broadening ratio over propagation distances. Our findings underscore the significant role of nonlinearities in pulse distortion and assess the effectiveness of Digital Backpropagation (DBP) and optimal dispersion techniques in mitigating these impairment
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27

Brenes, Juan, Thomas D. Lagkas, Dimitrios Klonidis, et al. "A network slicing architecture for SDM and ARoF-based 5G fronthaul networks." Optical Communications and Networking 12, no. 4 (2020): B33—B43. https://doi.org/10.1364/JOCN.381912.

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The blueSPACE project focuses on the study of innovative technologies to overcome the limitations of current fronthaul networks. The key technology proposed is space-division multiplexing, which makes it possible to increase the capacity available in conventional single-mode fibers, effectively encompassing this capacity to the forecasted bandwidth demands imposed by 5G mobile communications. In this paper, we present the innovative optical fronthaul infrastructure proposed in the project and the tailored extensions to the European Telecommunications Standards Institute network function virtua
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Ranaweera, Chathurika S., Patrick P. Iannone, Kostas N. Oikonomou, Kenneth C. Reichmann, and Rakesh K. Sinha. "Design of Cost-Optimal Passive Optical Networks for Small Cell Backhaul Using Installed Fibers [Invited]." Journal of Optical Communications and Networking 5, no. 10 (2013): A230. http://dx.doi.org/10.1364/jocn.5.00a230.

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29

Bae, Sunghyun, and Seok-Tae Koh. "Optical Link Design for Quantum Key Distribution-Integrated Optical Access Networks." Photonics 12, no. 5 (2025): 418. https://doi.org/10.3390/photonics12050418.

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To achieve commercial scalability, fiber-based quantum key distribution (QKD) systems must be integrated into existing optical communication infrastructures, rather than deployed exclusively on dedicated dark fibers. Integrating QKD into optical access networks (OANs) would be particularly advantageous, as these networks provide direct connectivity to end users for whom security is critical. Such integration can address the inherent security vulnerabilities in current OANs, which are primarily based on time-division multiplexing passive optical networks (TDM-PONs). However, integrating QKD int
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Shinohara, Gota, Tasuku Kayama, Ayumu Okui, et al. "Hybrid probe combining MicroLED and neural electrode for precise neural modulation and multi-site recording." Applied Physics Express 18, no. 2 (2025): 026501. https://doi.org/10.35848/1882-0786/adaf0a.

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Abstract Optogenetics enables precise neural control but is limited by conventional optical fibers in complex networks. We present a hybrid device integrating multi-point micro-light-emitting diodes (MicroLEDs) with neural electrodes for localized light stimulation and simultaneous neural recording. Fabricated via direct bonding, it ensures optimal alignment for high spatial-temporal resolution. The thin MicroLED probes minimize invasiveness while maintaining optical performance. Validated in mouse brain models, the system achieves selective neural activation and recording with minimal thermal
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Chen, Xin Rui, and Guang Yong Chu. "10 Gb/s Bidirectional Transmission with an Optimized SOA and a SOA-EAM Based ONU." Applied Sciences 10, no. 24 (2020): 8960. http://dx.doi.org/10.3390/app10248960.

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We investigated the application of a semiconductor optical amplifier (SOA) and an SOA electro-absorption modulator (SOA-EAM) as attractive, low-cost solutions in passive optical networks (PONs). The main characteristics of an SOA with optimal performance for phase and amplitude modulation were tested. Additionally, a 10 Gb/s bidirectional transmission with an optical network unit (ONU) transmitter integrated with a distributed feedback (DFB) laser, electro-absorption modulator (EAM), and SOA was designed. The upstream (US) and downstream (DS) receiver sensitivities at the forward error correct
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Li Li, 李力, 郑家容 Zheng Jiarong та 马修泉 Ma Xiuquan. "基于非等温流模型与神经网络的光纤拉锥尺寸预测". Chinese Journal of Lasers 50, № 11 (2023): 1101015. http://dx.doi.org/10.3788/cjl230502.

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Song Minyu, 宋敏毓, 陈力荣 Chen Lirong, 梁建安 Liang Jian'an та ін. "轻量化改进网络的实时光纤端面缺陷检测模型". Laser & Optoelectronics Progress 59, № 24 (2022): 2415006. http://dx.doi.org/10.3788/lop202259.2415006.

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Liang Huikang, 梁惠康, 谢浩燊 Xie Haoshen, 黄红斌 Huang Hongbin та 刘伟平 Liu Weiping. "基于改进深度残差收缩网络的分布式光纤声传感信号识别". Laser & Optoelectronics Progress 61, № 5 (2024): 0506002. http://dx.doi.org/10.3788/lop230884.

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Jin Xibo, 靳喜博, 刘琨 Liu Kun, 江俊峰 Jiang Junfeng та ін. "基于卷积神经网络的多维度分布式光纤振动传感事件识别". Acta Optica Sinica 44, № 1 (2024): 0106023. http://dx.doi.org/10.3788/aos230944.

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36

Casellas, Ramon, Alessio Giorgetti, Roberto Morro, Ricardo Martínez, Ricard Vilalta, and Raül Muñoz. "Virtualization of disaggregated optical networks with open data models in support of network slicing." IEEE/OSA Journal of Optical Communications and Networking 12, no. 2 (2020): A144 — A154. https://doi.org/10.1364/JOCN.12.00A144.

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Network slicing has been a major selling point of 5G networks, where a slice is roughly defined as a self-contained logical network on top of a shared infrastructure tailored for a specific service or vertical industry, composed of heterogeneous resources (computing, storage, bandwidths) and typically involving specific application and/or networking functions. The relationship between the network slicing and the underlying network virtualization is an open research topic, allowing multiple deployment models. In particular, a specific model of interest involves the virtualization of the optical
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37

Xu, Jin-Shi, Man-Hong Yung, Xiao-Ye Xu, Jian-Shun Tang, Chuan-Feng Li, and Guang-Can Guo. "Robust bidirectional links for photonic quantum networks." Science Advances 2, no. 1 (2016): e1500672. http://dx.doi.org/10.1126/sciadv.1500672.

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Optical fibers are widely used as one of the main tools for transmitting not only classical but also quantum information. We propose and report an experimental realization of a promising method for creating robust bidirectional quantum communication links through paired optical polarization-maintaining fibers. Many limitations of existing protocols can be avoided with the proposed method. In particular, the path and polarization degrees of freedom are combined to deterministically create a photonic decoherence-free subspace without the need for any ancillary photon. This method is input state–
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Downie, John D., Ming-Jun Li, and Sergejs Makovejs. "Optical Fibers for Flexible Networks and Systems [Invited]." Journal of Optical Communications and Networking 8, no. 7 (2016): A1. http://dx.doi.org/10.1364/jocn.8.0000a1.

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Paola, Iovanna, Cavaliere Fabio, Testa Francesco, et al. "Future proof optical network infrastructure for 5G transport." IEEE/OSA Journal of Optical Communications and Networking 8, no. 12 (2016): B80 — B92. https://doi.org/10.1364/JOCN.8.000B80.

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The telecommunication community has reached a broad consensus that current RAN and underlying transport will not be able to scale up to the traffic volume and quality expected in 5G. Thus, it is mandatory to remove all the technological bottlenecks and operational rigidities to ensure a painless migration from the existing radio scenario to the 5G one. This article presents a transport architecture able to serve as backhaul and fronthaul, to convey radio traffic on the same optical infrastructure. Cornerstones of the solution are: a novel photonic technology used to provide optical connectivit
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Ding Qing'an, 丁庆安, 张丽君 Zhang Lijun, 李俊凯 Li Junkai та ін. "基于微波光子学的光纤无线电-无源光网络融合系统的研究进展". Laser & Optoelectronics Progress 59, № 23 (2022): 2300003. http://dx.doi.org/10.3788/lop202259.2300003.

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Kalfas, G., N. Pleros, Luis Alonso., and Christos Verikoukis. "Network planning for 802.11ad and MT-MAC 60GHz Fiber-Wireless Gigabit WLANs over PONs." IEEE Journal of Optical Communications and Networking 8, no. 4 (2016): 206–20. https://doi.org/10.1364/JOCN.8.000206.

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We present a study concerning the network planning of 60 GHz gigabit wireless local area networks (WLANs) over existing passive optical network (PON) infrastructures. Two fiber-wireless configurations for gigabit WLAN network formations are investigated: i) the Radio & Fiber (R&F) approach that considers several 802.11ad access points connected to conventional gigabit passive optical network (GPON) optical network units, henceforth termed as the GPON-plus-802.11ad approach; and ii) the Radio-over-Fiber (RoF) paradigm that employs several remote access units operating under the medium-t
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PEDYASH, Volodymyr. "INVESTIGATION OF THE MATHEMATICAL MODEL OF OPTICAL FIBER." Herald of Khmelnytskyi National University. Technical sciences 317, no. 1 (2023): 167–73. http://dx.doi.org/10.31891/2307-5732-2023-317-1-167-173.

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Fiber optic transmission systems are the main type of systems for building telecommunication networks. The transponders of modern optical transmission systems implement efficient modulation and coding methods, which can significantly increase the receiver sensitivity and increase the length of the regeneration area. The task to define the quality characteristics of optical channels occurs during the design of such systems. To solve this problem, it is necessary to develop a mathematical model of the transmission system and perform a simulation using it. One of the main blocks of the system is
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Laia, Nadal, Svaluto Moreolo Michela, M. Fàbrega Josep, and Javier Vilchez Francisco. "SDN-Enabled Multi-Band S-BVT Within Disaggregated Optical Networks." J Lightwave Technol 40, no. 11 (2022): 3479–85. https://doi.org/10.1109/JLT.2022.3158388.

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Multi-band (MB) technology arises as a suitable solution to increase capacity within future 6G networks, while efficiently utilizing the already deployed optical fiber infrastructure. Indeed, the adoption of MB sliceable bandwidth/bit rate variable transceivers (S-BVTs) based on multi carrier modulation (MCM) enables transmission within multiple bands beyond C-band, providing sustainable capacity growth and hyper-scalability. Different slices/bands can be suitably activated in a pay-as-you grow approach according to the network demand and requirements. Additionally, the proposed MB S-BVT archi
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Zhang, Yifan, Boyao Li, Tianrong Huang, Guiyao Zhou, and Yaoyao Liang. "Functionalized Chiral Twisted Optical Fibers: A Review." Photonics 10, no. 9 (2023): 1025. http://dx.doi.org/10.3390/photonics10091025.

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With an increase in the volume of information exchange and perception, the demands for intelligent, miniaturized, and integrated optical devices for information acquisition are also increasing. As the core component of optical networks for transmitting information, further optimization of their structural characteristics to generate richer optical characteristics and apply them to information exchange and optical field control has become a key research hotspot. The introduction of chiral twist characteristics has led to new phenomena and applications in optical field transmission and the trans
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Dasari, Anusha. "Optical Fiber Communication Evolution,Technology and Future Trends." Journal of Advance Research in Electrical & Electronics Engineering (ISSN: 2208-2395) 2, no. 8 (2015): 28–35. http://dx.doi.org/10.53555/nneee.v2i8.181.

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Fiber optic systems are important telecommunication infrastructure for world-wide broadband networks. Wide bandwidth signal transmission with low delay is a key requirement in present day applications. Optical fibers provide enormous and unsurpassedtransmission bandwidth with negligible latency, and are now the transmission medium of choice for long distance and high data ratetransmission in telecommunication networks. This paper gives an overview of fiber optic communication systems including their keytechnologies, and also discusses their technological trend towards the next generation.
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Ma, Zelin, Poul Kristensen, and Siddharth Ramachandran. "Scaling information pathways in optical fibers by topological confinement." Science 380, no. 6642 (2023): 278–82. http://dx.doi.org/10.1126/science.add1874.

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Spatial mode-count scalability in optical fibers is of paramount importance for addressing the upcoming information-capacity crunch, reducing energy consumption per bit, and for enabling advanced quantum computing networks, but this scalability is severely limited by perturbative mode mixing. We show an alternative means of light guidance, in which light’s orbital angular momentum creates a centrifugal barrier for itself, thereby enabling low-loss transmission of light in a conventionally forbidden regime wherein the mode mixing can be naturally curtailed. This enables kilometer-length-scale t
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Fischer, Jakob, Timo Schuster, Christian Wächter, et al. "Isolated sensor networks for high-voltage environments using a single polymer optical fiber and LEDs for remote powering as well as data transmission." Journal of Sensors and Sensor Systems 7, no. 1 (2018): 193–206. http://dx.doi.org/10.5194/jsss-7-193-2018.

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Abstract. Many applications in high voltage or explosive environments require sensors which are electrically isolated from other components of a system. These sensors need remote powering as well as wireless or isolated data transmission links. A possible solution can be based on optically powered optical sensor links. These typically employ four different photonic components: for the data communication a fast LED as a transmitter and a photo diode as a receiver, furthermore for sensor powering a high-power light source and a photonic power converter. Additionally, two optical fibers are requi
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Ma Yuzhao, 马愈昭, 张婷婷 Zhang Tingting, 朱庆啸 Zhu Qingxiao та 李猛 Li Meng. "基于ISSA和GA-BiLSTM神经网络的光纤周界入侵事件识别". Laser & Optoelectronics Progress 61, № 5 (2024): 0506001. http://dx.doi.org/10.3788/lop230695.

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Wang Jianjian, 王健健, та 汤锐 Tang Rui. "基于CNN-LSTM和注意力机制的多芯光纤形状坐标预测". Acta Optica Sinica 45, № 1 (2025): 0106003. https://doi.org/10.3788/aos241474.

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Owusu, Nyarko-Boateng, F. Adekoya Adebayo, and A. Weyori Benjamin. "Tracing the exact location of failures in underground optical networks using LSTM deep learning model." Indian Journal of Science and Technology 14, no. 4 (2021): 297–309. https://doi.org/10.17485/IJST/v14i4.2008.

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Abstract Failures mostly occur in the underground optical networks, and these failures come with some consequences such as interrupted services, damaged brand reputation, revenue loss, and subscribers churn. Several fault tracing techniques in optical networks, notably OTDR, OFDR, T-OTDR, among many others have been developed, but their main challenge has been the impreciseness of failure location measurements. These challenges resulted in delays in the fault tracing processes. This paper provides a solution to the identified challenge by designing a predictive model to determine the damaged u
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