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Reverse engineering and analysis of microstructure polymer fiber via artificial neural networks: simplifying the design approach 通过人工神经网络逆向工程和分析微结构聚合物纤维:简化设计方法
Q3 Engineering Pub Date : 2024-03-06 DOI: 10.1515/joc-2023-0361
Afiquer Rahman, Md. Aslam Mollah
Microstructure polymer fibers have been extensively researched for their applications in various fields. The design and simulation of these fibers have utilized time-consuming techniques like the finite-difference time-domain and finite element method to facilitate the process. This study proposes an optimal artificial neural network (ANN) for predicting the structural design required to achieve desired optical properties. The ANN model takes various optical properties, including confinement loss, effective index, effective mode area, and wavelengths, as inputs to predict fiber design parameters such as diameter and pitch. To address the challenge of skewed distributions, a data set with a Gaussian-like distribution for confinement loss was generated using a logarithmic transformation method, enabling effective training of machine learning models. Furthermore, the ANN model demonstrates its capability to rapidly predict unknown geometric parameters using only the core mode properties of a polymer fiber, achieving results in a significantly shorter time (3 ms) compared to the trial-and-error approach of finite element method simulation (15 s). The reverse engineering model achieves a mean square error of 3.4877 × 10−06 with five hidden layers. The ANN model not only offers ultrafast calculation speed but also delivers high prediction accuracy, thereby accelerating the design process of optical devices. The differentiation among the prediction result, target, and calculation result provides compelling evidence that the proposed approach is an effective methodology for designing microstructure polymer fibers.
微结构聚合物纤维在各个领域的应用已得到广泛研究。这些纤维的设计和模拟利用了耗时的技术,如有限差分时域法和有限元法,以促进这一过程。本研究提出了一种最佳人工神经网络(ANN),用于预测实现理想光学特性所需的结构设计。该人工神经网络模型将各种光学特性(包括约束损耗、有效指数、有效模式面积和波长)作为输入,以预测直径和间距等光纤设计参数。为了应对偏斜分布的挑战,使用对数变换方法生成了具有类似高斯分布的禁锢损耗数据集,从而实现了机器学习模型的有效训练。此外,ANN 模型还证明了其仅利用聚合物纤维的芯模特性就能快速预测未知几何参数的能力,与有限元法模拟的试错方法(15 秒)相比,它能在更短的时间内(3 毫秒)获得结果。逆向工程模型通过五个隐藏层实现了 3.4877 × 10-06 的均方误差。ANN 模型不仅计算速度快,而且预测精度高,从而加快了光学器件的设计进程。预测结果、目标和计算结果之间的差异有力地证明了所提出的方法是设计微结构聚合物纤维的有效方法。
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引用次数: 0
Enhancing the power amplifier performance of an optical-OTFS modulation for optical communication system 提高光通信系统中光-OTFS 调制功率放大器的性能
Q3 Engineering Pub Date : 2024-02-02 DOI: 10.1515/joc-2023-0378
Arun Kumar, Nishant Gaur, Madhavi Mallam, Aziz Nanthaamornphong
Future wireless networks extensively employ the two-dimensional Optical-Orthogonal Time Frequency Space (O-OTFS) modulation system due to its increased dependability, flexibility, and data throughput. When there is a lot of movement, OTFS offers improved connectivity performance. While OFDM functions in the time-frequency domain, O-OTFS modulation acts in the delay-Doppler domain. This study provides an overview of how OTFS functions in the delay-Doppler domain, as well as its benefits and drawbacks. Next-generation networks utilize this modulation method in various applications, such as vehicle-to-vehicle communication, communication in mountainous areas, high-speed mobility, and train communication. This paper provides an easy-to-understand overview of the PAPR algorithms and its reduction in O-OTFS modulation.
由于二维光-正交时频空间(O-OTFS)调制系统具有更高的可靠性、灵活性和数据吞吐量,未来的无线网络将广泛采用这种调制系统。当移动频繁时,OTFS 可提高连接性能。OFDM 在时频域发挥作用,而 O-OTFS 调制则在延迟-多普勒域发挥作用。本研究概述了 OTFS 如何在延迟-多普勒域发挥作用,以及它的优点和缺点。下一代网络将在各种应用中使用这种调制方法,如车对车通信、山区通信、高速移动和列车通信。本文对 O-OTFS 调制中的 PAPR 算法及其降低方法进行了简单易懂的概述。
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引用次数: 0
Disaster resilience hybrid ring-mesh topology basics integrated PON/FSO system incorporating 2D-MFRS code 包含 2D-MFRS 代码的抗灾混合环网拓扑基础集成 PON/FSO 系统
Q3 Engineering Pub Date : 2024-01-29 DOI: 10.1515/joc-2023-0330
Meet Kumari, Vivek Arya
This work proposes a hybrid ring-mesh topology basics bidirectional 4 × 40/40  Gbps integrated passive optical network/free space optics (PON/FSO) system. The system incorporates two-dimensional modified fixed right shifting (2D-MFRS) code with enhanced disaster resilience and fault protection capability especially in remote places where the primary fibre may be destroyed. The obtained results depict that proposed system supporting 250 subscribers can provides faithful hybrid 100 km fiber and 1 km FSO transmission. Also, maximum FSO range of 21 km with fixed 50 km fiber distance can be obtained concerning weak-to-strong turbulent and rain with fog weather conditions. In addition, it also offers −39 dB m receiver sensitivity and the proposed design is superb over other work.
这项研究提出了一种混合环网拓扑基础双向 4 × 40/40 Gbps 集成无源光网络/自由空间光学(PON/FSO)系统。该系统采用二维修正固定右移(2D-MFRS)编码,具有更强的抗灾能力和故障保护能力,特别是在主光纤可能遭到破坏的偏远地区。研究结果表明,支持 250 个用户的拟议系统可提供忠实的 100 千米光纤和 1 千米 FSO 混合传输。此外,在弱到强湍流和雨雾天气条件下,固定 50 千米光纤距离的最大 FSO 传输距离可达 21 千米。此外,它还能提供 -39 dB m 的接收器灵敏度,与其他设计相比,所提出的设计非常出色。
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引用次数: 0
All optical Gray-to-BCD code converter using photonic crystals 使用光子晶体的全光灰度-BCD 码转换器
Q3 Engineering Pub Date : 2024-01-01 DOI: 10.1515/joc-2023-0174
Leila Zarei-Eskikand, A. Andalib
Abstract An all optical Gray-to-binary coded decimal (BCD) converter was proposed using nonlinear ring resonators inside square lattice photonic crystals. The proposed structure works based on threshold switching inside nonlinear resonators. The other advantage of the proposed structure is reducing its time response delay. The mean amount of normalized power at the output ports for logic 1 is about 90 %. Also the delay time is about 1 ps.
摘要 利用方格光子晶体内的非线性环形谐振器,提出了一种全光学灰度到二进制编码十进制(BCD)转换器。所提出的结构基于非线性谐振器内部的阈值开关。该结构的另一个优点是减少了时间响应延迟。逻辑 1 输出端口的平均归一化功率约为 90%。同时,延迟时间约为 1 ps。
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引用次数: 0
High performance efficiency of optical networking infrastructure characteristics with maximum speed of commercial fiber optic line cables employment 光网络基础设施的高性能高效率特点与商用光纤线路电缆的最高速度就业
Q3 Engineering Pub Date : 2023-12-26 DOI: 10.1515/joc-2023-0360
A. Gopalan, Kishore Kumar Arjunsingh, Mohanraj Ramya, Jayakumar Thangaraj, Mandyam Venkatanaresh, Kanchana Rajendran, Omar Karem Omran, M. Hossain
Abstract Fiber optic communications have made great strides, and it is now the foundation of our telecommunications and data networking infrastructures. Due to its beneficial characteristics, including low attenuation, a large bandwidth, and immunity to electromagnetic interference, optical fiber is frequently acknowledged as a superior transmission medium. Optical fibers have been widely used to create high speed lines that can transmit either a single wavelength channel or many wavelength channels using wavelength division multiplexing due to their special features (WDM). The maximum speed of commercial fiber-optic cables was only 2.5 Gb/s and can be extended to 1 Tb/s for short and medium distance. The study clarifies the possible transmission distance for different transmission media silica/plastic optical fibers with various optical fiber window transmissions versus environmental ambient temperature variations. The study demonstrated the bad effects of the temperature effects on the optical fiber transmission media (silica/plastic fibers) for various transmission windows.
摘要 光纤通信取得了长足的进步,现已成为我们电信和数据网络基础设施的基础。光纤具有衰减小、带宽大、抗电磁干扰能力强等优点,是公认的优质传输介质。光纤已被广泛用于创建高速线路,既可传输单一波长信道,也可利用波分复用技术(WDM)传输多个波长信道。商用光缆的最高速度仅为 2.5 Gb/s,在中短距离内可扩展至 1 Tb/s。这项研究明确了不同传输介质硅石/塑料光纤的可能传输距离,以及各种光纤窗口传输与环境温度变化的关系。该研究证明了温度效应对不同传输窗口的光纤传输介质(硅石/塑料光纤)的不良影响。
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引用次数: 0
Comparative analysis of passive optical networks using multiple parameters: a review 使用多参数的无源光网络对比分析:综述
Q3 Engineering Pub Date : 2023-12-22 DOI: 10.1515/joc-2023-0350
Riyaz Saiyyed, Manoj Sindhwani, Shippu Sachdeva, M. K. Shukla
Abstract The desideratum for high-end communication networks and high-speed data transfer has surged exorbitantly in the contemporary era. To meet this demand, various optical access network technologies have been invented and assembled, including gigabit passive optical networks (GPON), Ethernet passive optical networks (EPON), and wavelength multiplexed passive optical networks (WDM-PON). Due to their huge bandwidth capacity, excellent compatibility, dynamic bandwidth allocation, and dispersion tolerance, these technologies constitute potential substitutes for imparting local loop broadband services. This paper presents a thorough review and comparative analysis of the contemporary evolution in optical access network technologies with an accentuate on their functionality, mechanism, manoeuvre, and applications. We are also looking at the upcoming development of these innovations, including the incorporation of 100 G-EPON connectivity to meet the enhanced bandwidth demands precipitated by IP video, mobile broadband, and the Internet of things (IoT).
摘要 当今时代,人们对高端通信网络和高速数据传输的需求急剧增长。为满足这一需求,各种光接入网技术应运而生,包括千兆无源光网络(GPON)、以太网无源光网络(EPON)和波长复用无源光网络(WDM-PON)。由于其巨大的带宽容量、出色的兼容性、动态带宽分配和色散容限,这些技术成为提供本地环路宽带服务的潜在替代品。本文对当代光接入网络技术的发展进行了全面回顾和比较分析,重点介绍了这些技术的功能、机制、操作和应用。我们还将关注这些创新技术的未来发展,包括 100 G-EPON 连接技术,以满足 IP 视频、移动宽带和物联网 (IoT) 带来的更高带宽需求。
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引用次数: 0
The multi-layer secure communication system based on 2D-OCDMA coding 基于 2D-OCDMA 编码的多层安全通信系统
Q3 Engineering Pub Date : 2023-12-22 DOI: 10.1515/joc-2023-0172
Lingchao Kong, Kan Liu, Qiulei Yu, Fenfei Hou
Abstract This paper presents a novel multi-layer secure communication system that bases 2D-OCDMA technology to enhance the security and number of users of the system. The system innovatively combines RSA encryption, polarization multiplexing, and address coding techniques to protect and transmit the data. At the transmitting end, the data is encrypted by algorithm and then encoded by address code. The encoded optical data is split into two orthogonal polarization states and sent over the same channel. At the receiving end, only the optical signals in the matching polarization state can be retrieved by the polarizer with the right angle. The retrieved data is then decoded by the address code and decrypted by the algorithm to recover the original data. This system achieves multi-layer security and capacity enhancement by processing the information at different layers. The feasibility of the system is demonstrated by joint experimental simulation using Java programming language and Optisystem simulation software. In this paper, low BER transmission of 4 code words for 8 users 50 km 1Gbit/s is realized using optical orthogonal codes (OOC) with BER around 10−30. It realizes the enhancement of 4-user to 8-user without affecting the transmission effect.
摘要 本文介绍了一种新型多层安全通信系统,该系统以 2D-OCDMA 技术为基础,提高了系统的安全性和用户数量。该系统创新性地结合了 RSA 加密、极化复用和地址编码技术来保护和传输数据。在发射端,数据经过算法加密,然后通过地址码进行编码。编码后的光数据被分成两个正交偏振态,通过同一信道发送。在接收端,只有匹配偏振态的光信号才能被具有直角的偏振器检索到。检索到的数据通过地址码解码,再通过算法解密,从而恢复原始数据。该系统通过在不同层处理信息,实现了多层安全性和容量增强。通过使用 Java 编程语言和 Optisystem 仿真软件进行联合实验仿真,证明了该系统的可行性。本文利用光正交码(OOC)实现了 8 个用户 50 公里 1Gbit/s 4 个码字的低误码率传输,误码率约为 10-30。在不影响传输效果的情况下,实现了 4 用户到 8 用户的增强。
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引用次数: 0
Performance analysis of 160 Gbps-60 GHz OFDM-MIMO RoFSO transmission with WDM-PDM dual multiplexing 采用波分复用-波分复用双复用技术的 160 Gbps-60 GHz OFDM-MIMO RoFSO 传输性能分析
Q3 Engineering Pub Date : 2023-12-15 DOI: 10.1515/joc-2023-0300
Ankur Sood, Rahul Kaushik
Abstract An orthogonal frequency division multiplexed-radio over free space optics (OFDM-RoFSO) communication system with dual multiplexing is proposed. Eight input data streams are transmitted simultaneously by using wavelength division multiplexing (WDM) at level 1 and polarization division multiplexing (PDM) at level 2. Input data streams 1–4 and 5–8 are assigned with same set of carrier frequencies i.e. 193.1 THz, 193.3 THz, 193.5 THz and 193.7 THz and separate polarization levels (X and Y polarized) before transmitting through RoFSO link. A total data rate of 160 Gbps (4 × 2 × 20 Gbps) is achieved in this design. With proposed system, channel performance is evaluated under the influence of atmospheric attenuation and turbulence conditions while measuring system BER, Q-factor, SNR and received power etc. The effect of channel crosstalk is analysed for WDM-PDM dual multiplexed design while considering single input single output (SISO) and multiple input multiple output (MIMO) FSO configurations. The overall analysis predicts that a higher transmission rate and improved capacity levels can easily be achieved with dual multiplexed system.
摘要 提出了一种具有双复用功能的正交频分复用-自由空间光学无线电(OFDM-RoFSO)通信系统。通过在第一级使用波分复用(WDM)和在第二级使用偏振分复用(PDM),同时传输八个输入数据流。输入数据流 1-4 和 5-8 在通过 RoFSO 链路传输之前,被分配了同一组载波频率,即 193.1 太赫兹、193.3 太赫兹、193.5 太赫兹和 193.7 太赫兹,以及不同的极化水平(X 极化和 Y 极化)。该设计实现了 160 Gbps(4 × 2 × 20 Gbps)的总数据传输速率。利用所提出的系统,在测量系统误码率、Q 系数、信噪比和接收功率等的同时,对大气衰减和湍流条件影响下的信道性能进行了评估。在考虑单输入单输出(SISO)和多输入多输出(MIMO)FSO 配置的同时,分析了 WDM-PDM 双复用设计的信道串扰影响。总体分析预测,双复用系统可以轻松实现更高的传输速率和更高的容量水平。
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引用次数: 0
Range augmentation of 16 × 60 GHz WDM RoFSO system in foggy & rainy weather 雾雨天气中 16 × 60 GHz 波分复用器 RoFSO 系统的增程功能
Q3 Engineering Pub Date : 2023-12-14 DOI: 10.1515/joc-2023-0316
Kamaldeep Kaur, A. Nain
Abstract The wavelength division multiplexed radio over free space optics (WDM RoFSO) system is a paramount candidate to provide extended range thus enabling efficient last mile connectivity. But the conventional design is unable to transmit the information up to larger distances under harsh climate conditions. An improved 16 channel WDM-RoFSO system is proposed and simulated which yields quality transmission for extended range under the attenuation of 5.8 dB/km, 7.7 dB/km, 9.2 dB/km and 26 dB/km for foggy and rainy conditions respectively. A radio frequency (RF) signal of 60 GHz is modulated over an optical signal carrier and successfully transported with cumulative 16 × 10 Gbps bit rate up to 3.75 km in foggy environment. The link range is augmented by 1.65 km, 0.9 km, 1.8 km & 1 km for light fog, moderate fog, moderate rainfall and heavy rainfall conditions respectively.
摘要 波分复用自由空间光学无线电(WDM RoFSO)系统是提供更远距离从而实现高效 "最后一英里 "连接的最佳选择。但传统的设计无法在恶劣的气候条件下将信息传输到更远的距离。本文提出并仿真了一种改进的 16 信道波分复用-RoFSO 系统,该系统在雾天和雨天的衰减分别为 5.8 dB/km、7.7 dB/km、9.2 dB/km 和 26 dB/km 的情况下,仍能提供高质量的远距离传输。在光信号载体上调制 60 GHz 的射频(RF)信号,并在多雾环境中以 16 × 10 Gbps 的累积比特率成功传输到 3.75 km。在轻雾、中雾、中雨和大雨条件下,链路距离分别增加了 1.65 千米、0.9 千米、1.8 千米和 1 千米。
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引用次数: 0
Secure RoF based 5G backhaul communication using semiconductor laser generated optical chaos 利用半导体激光器产生的光混沌实现基于 RoF 的安全 5G 回程通信
Q3 Engineering Pub Date : 2023-12-14 DOI: 10.1515/joc-2023-0296
Zainab Nazakat, Mahnoor Kaleem, Farhan Qamar, Romana Shahzadi
Abstract The fifth generation is considered as the revolutionary technology around the world, but this revolution brings many challenges along with it, especially when employ the advance properties such as massive multiple-input–multiple-output (MIMO) antennae, network densification and new spectrum exploration etc. One more challenge which we consider working on is the cost effective, secure backhaul communication system. The connection of massive and large traffic cells with the core network by using backhaul demands extraordinary requirements concerning availability, latency, capacity, cost efficiency and most importantly security. In the present work, we demonstrated the security implementation in 5G backhaul network by securing RoF signal through optical chaos generated by semiconductor laser. RoF signal of 60 GHz is generated in unlicensed band and after chaos masking with chaos, signal is transmitted over optical fiber to analyze the results. Simulations are carried out by using licensed software (Optisystem version 14.0) and results are analyzed by using multiple data rates and fiber lengths. Moreover, analysis of our scheme is carried out by using RZ and NRZ formats and by varying the power of the laser.
摘要 第五代移动通信被认为是全球革命性的技术,但这场革命也带来了许多挑战,尤其是在采用大规模多输入多输出(MIMO)天线、网络密集化和新频谱探索等先进特性时。我们正在研究的另一个挑战是成本效益高、安全的回程通信系统。通过回程将大规模和大流量小区与核心网络连接起来,对可用性、延迟、容量、成本效益以及最重要的安全性都提出了极高的要求。在本研究中,我们通过半导体激光器产生的光混沌确保 RoF 信号的安全,从而展示了 5G 回程网络的安全实现。在非许可频段生成 60 GHz 的 RoF 信号,在使用混沌进行混沌掩蔽后,信号通过光纤传输,以分析结果。我们使用授权软件(Optisystem 14.0 版)进行了模拟,并使用多种数据速率和光纤长度对结果进行了分析。此外,还通过使用 RZ 和 NRZ 格式以及改变激光器的功率对我们的方案进行了分析。
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引用次数: 0
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Journal of Optical Communications
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