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Tandem structure neural network-based channel power optimization in wavelength-division multiplexing systems 波分复用系统中基于串联结构神经网络的信道功率优化
IF 2.6 3区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-11-26 DOI: 10.1016/j.yofte.2024.104057
Shengnan Li, Yuchen Song, Xuhao Pang, Yao Zhang, Min Zhang, Danshi Wang
For C-band wavelength-division multiplexing (WDM) transmission systems, achieving balanced output channel power is a practical goal for performance maintenance, given the moderate fiber nonlinearity and sometimes outdated control and monitoring devices in these deployed systems. To accomplish this, we propose a digital twin (DT)-based tandem neural network (NN) structure for optimizing launch power profile. The proposed structure consists of two components: an optimization NN, which generates the optimized launched channel power based on a target output power profile, and a forward DT NN, pre-trained to predict output power profile after multi-span transmission. The proposed method enables fast and efficient launch power optimization on simulated links with arbitrary channel loadings and has been validated using open-source experimental data from links with heterogeneous spans and naked amplifiers. The power profile ripple can be reduced from more than 20 dB to 1.2 dB, providing an effective solution for practical C-band WDM systems.
对于 C 波段波分复用(WDM)传输系统而言,由于光纤存在一定的非线性,而且这些已部署系统中的控制和监控设备有时会过时,因此实现均衡的输出信道功率是性能维护的一个实际目标。为此,我们提出了一种基于数字孪生(DT)的串联神经网络(NN)结构,用于优化发射功率曲线。建议的结构由两部分组成:一个是优化神经网络,它根据目标输出功率曲线生成优化的发射信道功率;另一个是前向 DT 神经网络,它经过预先训练,可预测多跨度传输后的输出功率曲线。所提出的方法可在具有任意信道负载的模拟链路上实现快速、高效的发射功率优化,并利用具有异构跨度和裸放大器的链路的开源实验数据进行了验证。功率曲线纹波可从 20 多 dB 降至 1.2 dB,为实际 C 波段波分复用系统提供了有效的解决方案。
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引用次数: 0
Adjustable repetition rate mode-locked fiber laser using a ZnO nanolaminate 使用氧化锌纳米层压板的可调重复率模式锁定光纤激光器
IF 2.6 3区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-11-26 DOI: 10.1016/j.yofte.2024.104064
F.J. Valle-Atilano , H.A Borbón-Nuñez , D. Jáuregui-Vázquez , J.C. Hérnandez-García , R. Rangel-Rojo , H.J. Tiznado-Vázquez , H. Marquez-Becerra , J.M. Sierra-Hérnandez , R.Rojas Laguna , J.M. Estudillo-Ayala
This paper experimentally demonstrates the use of a zinc oxide (ZnO) nanolaminate as a polarization-dependent loss element to control the frequency repetition rate in a passive mode-locked fiber laser. The ZnO nanolaminate was deposited via the atomic layer deposition technique. The system achieves repetition frequencies ranging from 2.2 to 6.6 MHz, with emission peaks occurring at wavelengths between 1569.1 nm and 1570.8 nm, exhibiting three to four peaks. The fiber exhibits a minimal pulse duration of around 9.78 ns; the maximal pulse-to-pulse separation was 452 ns. The fiber laser demonstrates excellent stability in both power and wavelength emission. The compact experimental setup leverages the properties of the thin film of zinc oxide, offering a versatile laser system capable of quickly altering pulse repetition rates by simply adjusting the polarization state.
本文通过实验展示了如何利用氧化锌(ZnO)纳米层作为偏振相关损耗元件来控制无源模式锁定光纤激光器的频率重复率。氧化锌纳米层压板是通过原子层沉积技术沉积而成的。该系统的重复频率为 2.2 至 6.6 MHz,发射峰值出现在 1569.1 nm 至 1570.8 nm 波长之间,并呈现三至四个峰值。光纤的最小脉冲持续时间约为 9.78 ns,最大脉冲间隔为 452 ns。光纤激光器在功率和波长发射方面都表现出卓越的稳定性。紧凑的实验装置充分利用了氧化锌薄膜的特性,提供了一个多功能激光系统,只需调整偏振态,就能快速改变脉冲重复率。
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引用次数: 0
Quality evaluation of ballistocardiogram from fiber optic sensors using fuzzy comprehensive evaluation method 利用模糊综合评价法对光纤传感器采集的球形心动图进行质量评价
IF 2.6 3区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-11-26 DOI: 10.1016/j.yofte.2024.104046
Jianing Ma , Zhiguo Jiang , Shuxia Qian , Bingchen Yan , Xianchao Zhang
Evaluating the quality of ballistocardiogram (BCG) is crucial for enhancing the accuracy of subsequent physiological parameter extraction. The micro-bend fiber optic BCG sensor and fiber Bragg grating BCG sensor are designed and manufactured, and experiments show that they can effectively acquire BCG. A BCG quality evaluation model based on fuzzy comprehensive evaluation is established, which uses four BCG evaluation indicators in time-domain and frequency-domain, including ratio of coefficient of variation, matching degree of J-wave detection, ratio of power spectral density, coefficient of template matching. By analyzing the quality of 800 manually labeled signal samples, the fuzzy membership functions for the four BCG evaluation indicators are determined. Considering the different noise features of various fiber optic sensors, different weight distributions are applied to BCG evaluation indicators for the micro-bend fiber optic BCG sensor and fiber Bragg grating BCG sensor. Applying the quality evaluation model to signals acquired at different times from two types of fiber optic sensors, and classifying them into excellent, average, and poor categories, the accuracy of BCG quality determination for the two types of sensors is 84.50% and 85.25%, respectively.
评估球形心动图(BCG)的质量对于提高后续生理参数提取的准确性至关重要。本文设计并制造了微弯光纤 BCG 传感器和光纤布拉格光栅 BCG 传感器,实验表明它们能有效地获取 BCG。建立了基于模糊综合评价的BCG质量评价模型,采用时域和频域四个BCG评价指标,包括变异系数比、J波检测匹配度、功率谱密度比、模板匹配系数。通过对 800 个人工标注信号样本的质量分析,确定了 BCG 四项评价指标的模糊成员函数。考虑到各种光纤传感器的噪声特征不同,对微弯光纤 BCG 传感器和光纤布拉格光栅 BCG 传感器的 BCG 评价指标采用了不同的权重分布。将质量评价模型应用于两类光纤传感器在不同时间采集的信号,并将其分为优、中、差三类,两类传感器的 BCG 质量判定准确率分别为 84.50%和 85.25%。
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引用次数: 0
A temperature-insensitive refractive index sensor based on in-line Mach–Zehnder interferometer with micro spindle structures and photonic crystal fibers 基于带有微型纺锤结构和光子晶体光纤的在线马赫-泽恩德干涉仪的温度敏感型折射率传感器
IF 2.6 3区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-11-26 DOI: 10.1016/j.yofte.2024.104039
Jian Geng, Naoto Kishi
A high-sensitivity refractive index (RI) sensor is proposed and designed, which is an in-line Mach–Zehnder interferometer (IMZI) with a photonic crystal fiber (PCF) and multilevel micro spindle structures fabricated by the arc-discharging and tapering method. To improve the sensitivity, a tapered multimode fiber (MMF) is inserted into the PCF. The performance of RI and temperature detection has been analyzed and discussed. The maximum RI sensitivity of −2958.875 nm/RIU is achieved by detecting the NaCl solution. In addition, the maximum temperature sensitivity is 6.4 pm/oC in the range of 25 oC–65 oC, and the maximum measurement error changes caused by temperature is −0.0170‰/oC. It shows that the sensor is very sensitive to RI yet insensitive to temperature.
本文提出并设计了一种高灵敏度折射率(RI)传感器,它是一种在线马赫-泽恩德干涉仪(IMZI),带有光子晶体光纤(PCF)和通过电弧放电和锥形方法制造的多级微主轴结构。为了提高灵敏度,在 PCF 中插入了锥形多模光纤 (MMF)。对 RI 和温度检测的性能进行了分析和讨论。通过检测 NaCl 溶液,RI 灵敏度达到最大值 -2958.875 nm/RIU。此外,在 25 oC-65 oC 范围内,最大温度灵敏度为 6.4 pm/oC,温度引起的最大测量误差变化为 -0.0170‰/oC。这表明该传感器对 RI 非常敏感,但对温度不敏感。
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引用次数: 0
Design and investigation of a novel optic fiber sensor based on OTDR for land subsidence monitoring 设计和研究基于 OTDR 的新型光纤传感器,用于土地沉降监测
IF 2.6 3区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-11-26 DOI: 10.1016/j.yofte.2024.104066
Yong Zheng , Lei Liu , Wang Xiao , Chao Yang
The paper presents an innovative fiber optic displacement sensor with a wide and linear measurement range, which capitalizes on the principle of macro-bending loss. The sensor incorporates a single optical fiber that is spirally wound around a non-standard spring, creating a unique sensing element. It functions in tandem with a standard spring, connected in series. The working mechanism of the sensor is thoroughly explained, and a corresponding mathematical model has been developed. An in-depth experimental analysis of the sensor’s performance has been conducted. The findings indicate a strong linear correlation between the displacement measurements and the macro-bending loss of the optical fiber. It boasts a substantial measurement range of 90 mm, with a minimal displacement resolution of 0.150 mm. The sensor also exhibits a maximum hysteresis error of 4.81 % and a maximum repeatability error of 8.62 %. Additionally, a soil drainage model test utilizing two of these sensors to assess their capability in detecting soil compression deformation was performed in details. The experimental results underscore the potential of these sensors to be interconnected on a single optical link, enabling quasi-distributed sensing monitoring. This research paves the way for the promising application of such sensors in real-time monitoring of soil settlement deformation and related phenomena.
本文介绍了一种创新型光纤位移传感器,它利用大弯曲损耗原理,具有宽广的线性测量范围。该传感器将一根光纤螺旋缠绕在一个非标准弹簧上,形成了一个独特的传感元件。它与串联的标准弹簧协同工作。对传感器的工作机理进行了详尽的解释,并建立了相应的数学模型。对传感器的性能进行了深入的实验分析。研究结果表明,位移测量值与光纤的宏观弯曲损耗之间具有很强的线性相关性。它的测量范围可达 90 毫米,位移分辨率最小为 0.150 毫米。该传感器的最大滞后误差为 4.81%,最大重复性误差为 8.62%。此外,还利用其中两个传感器进行了土壤排水模型试验,详细评估了其检测土壤压缩变形的能力。实验结果凸显了这些传感器在单个光链路上实现互联,从而实现准分布式传感监测的潜力。这项研究为此类传感器在实时监测土壤沉降变形及相关现象方面的应用铺平了道路。
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引用次数: 0
GSADDQN: Combining GraphSAGE and reinforcement learning for routing optimization in software-defined optical transport network GSADDQN:结合 GraphSAGE 和强化学习,优化软件定义光传输网络中的路由选择
IF 2.6 3区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-11-25 DOI: 10.1016/j.yofte.2024.104059
Junyan Chen , Xinmei Li , Jingwen Wu , Yang Zheng , Wei Xiao
As a result of rapid development of network communication technology, optical transport network (OTN) traffic has also experienced rapid growth in terms of information volume scale, traffic complexity, and spatiotemporal distribution dynamics. Because the OTN traffic demand has complex spatiotemporal fluctuations, the traditional deep reinforcement learning (DRL) algorithm has been applied to the routing optimization of software-defined OTNs. However, the traditional DRL algorithm has problems such as slow convergence, weak generalization ability, and load imbalance when performing routine tasks. To address these issues, we propose a graph sampling and aggregation (GraphSAGE)-based dueling deep Q-network (GSADDQN) algorithm for software-defined OTN routing optimization. First, we design a DRL-based routing decision model to find the best routing strategy for each optical network’s source–destination traffic demand. Second, considering the sparse connection characteristics of optical network nodes, we use sampling neighbors and a deep aggregation mechanism as the neural network model of the Dueling Deep Q-Network (Dueling DQN) algorithm so that the reinforcement learning agent can consciously aggregate important network information and improve the model’s convergence performance and generalization ability. Finally, we design simulation routing experiments based on Gym and evaluate the algorithm’s load balancing and generalization capabilities for different network topologies. The experimental results show that the GSADDQN algorithm has good convergence performance and load balancing ability in routing optimization of optical transmission networks and can generalize new network structures, maintaining good decision-making ability even during network node failures.
随着网络通信技术的快速发展,光传送网(OTN)的流量在信息量规模、流量复杂性和时空分布动态性方面也经历了快速增长。由于 OTN 流量需求具有复杂的时空波动性,传统的深度强化学习(DRL)算法已被应用于软件定义 OTN 的路由优化。然而,传统的 DRL 算法存在收敛速度慢、泛化能力弱、执行常规任务时负载不平衡等问题。为了解决这些问题,我们提出了一种基于图采样和聚合(GraphSAGE)的决斗深 Q 网络(GSADDQN)算法,用于软件定义 OTN 路由优化。首先,我们设计了一个基于 DRL 的路由决策模型,为每个光网络的源-端流量需求找到最佳路由策略。其次,考虑到光网络节点连接稀疏的特点,我们使用采样邻居和深度聚合机制作为决胜深度 Q 网络(Dueling DQN)算法的神经网络模型,这样强化学习代理就能有意识地聚合重要的网络信息,提高模型的收敛性能和泛化能力。最后,我们设计了基于 Gym 的仿真路由实验,并评估了算法在不同网络拓扑结构下的负载平衡和泛化能力。实验结果表明,GSADDQN算法在光传输网络的路由优化中具有良好的收敛性能和负载平衡能力,并能泛化新的网络结构,即使在网络节点故障时也能保持良好的决策能力。
{"title":"GSADDQN: Combining GraphSAGE and reinforcement learning for routing optimization in software-defined optical transport network","authors":"Junyan Chen ,&nbsp;Xinmei Li ,&nbsp;Jingwen Wu ,&nbsp;Yang Zheng ,&nbsp;Wei Xiao","doi":"10.1016/j.yofte.2024.104059","DOIUrl":"10.1016/j.yofte.2024.104059","url":null,"abstract":"<div><div>As a result of rapid development of network communication technology, optical transport network (OTN) traffic has also experienced rapid growth in terms of information volume scale, traffic complexity, and spatiotemporal distribution dynamics. Because the OTN traffic demand has complex spatiotemporal fluctuations, the traditional deep reinforcement learning (DRL) algorithm has been applied to the routing optimization of software-defined OTNs. However, the traditional DRL algorithm has problems such as slow convergence, weak generalization ability, and load imbalance when performing routine tasks. To address these issues, we propose a graph sampling and aggregation (GraphSAGE)-based dueling deep Q-network (GSADDQN) algorithm for software-defined OTN routing optimization. First, we design a DRL-based routing decision model to find the best routing strategy for each optical network’s source–destination traffic demand. Second, considering the sparse connection characteristics of optical network nodes, we use sampling neighbors and a deep aggregation mechanism as the neural network model of the Dueling Deep Q-Network (Dueling DQN) algorithm so that the reinforcement learning agent can consciously aggregate important network information and improve the model’s convergence performance and generalization ability. Finally, we design simulation routing experiments based on Gym and evaluate the algorithm’s load balancing and generalization capabilities for different network topologies. The experimental results show that the GSADDQN algorithm has good convergence performance and load balancing ability in routing optimization of optical transmission networks and can generalize new network structures, maintaining good decision-making ability even during network node failures.</div></div>","PeriodicalId":19663,"journal":{"name":"Optical Fiber Technology","volume":"89 ","pages":"Article 104059"},"PeriodicalIF":2.6,"publicationDate":"2024-11-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142702080","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Bulk-structured VTe2 as a novel low-cost saturable absorber for pulsed fiber lasers 用于脉冲光纤激光器的新型低成本可饱和吸收体--块状结构 VTe2
IF 2.6 3区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-11-24 DOI: 10.1016/j.yofte.2024.104056
Kang Zhang , Yangyang Ren , Ming Feng , Jinyue Xie , Xu Sang , Feng Song
In this work, we first investigate bulk-structured vanadium telluride (VTe2) saturable absorption properties and its application in the Q-Switched pulse generation. Bulk-structured VTe2 flakes have been obtained by the liquid phase exfoliation method. The prepared VTe2-SA has good saturable absorption characteristics whose saturable intensity is 0.24 MW/cm2, and the modulation depth is 2.73 % at 1.5 μm region. Furthermore, a Q-switched pulsed fiber laser based on VTe2-SA is constructed. The repetition rate of the Q-switched pulses can be increased from 16.3 kHz to 28.2 kHz, and the corresponding pulse duration decreases from 6.8 to 3.5 μs. The maximum Q-switched single pulse energy is 91.5 nJ. This work suggests that bulk-structured VTe2 can serve as a novel low-cost SA material and open up a new platform for expanding the applications of VTe2 for ultrafast photonics.
在这项工作中,我们首先研究了块状结构碲化镉(VTe2)的可饱和吸收特性及其在 Q 开关脉冲发生中的应用。我们采用液相剥离法获得了块状结构的碲化镉(VTe2)薄片。制备的 VTe2-SA 具有良好的可饱和吸收特性,其可饱和强度为 0.24 MW/cm2,在 1.5 μm 区域的调制深度为 2.73%。此外,还构建了基于 VTe2-SA 的 Q 开关脉冲光纤激光器。调 Q 开关脉冲的重复率从 16.3 kHz 提高到 28.2 kHz,相应的脉冲持续时间从 6.8 μs 缩短到 3.5 μs。最大 Q 开关单脉冲能量为 91.5 nJ。这项研究表明,块状结构的 VTe2 可作为一种新型低成本 SA 材料,并为扩大 VTe2 在超快光子学中的应用开辟了一个新平台。
{"title":"Bulk-structured VTe2 as a novel low-cost saturable absorber for pulsed fiber lasers","authors":"Kang Zhang ,&nbsp;Yangyang Ren ,&nbsp;Ming Feng ,&nbsp;Jinyue Xie ,&nbsp;Xu Sang ,&nbsp;Feng Song","doi":"10.1016/j.yofte.2024.104056","DOIUrl":"10.1016/j.yofte.2024.104056","url":null,"abstract":"<div><div>In this work, we first investigate bulk-structured vanadium telluride (VTe<sub>2</sub>) saturable absorption properties and its application in the Q-Switched pulse generation. Bulk-structured VTe<sub>2</sub> flakes have been obtained by the liquid phase exfoliation method. The prepared VTe<sub>2</sub>-SA has good saturable absorption characteristics whose saturable intensity is 0.24 MW/cm<sup>2</sup>, and the modulation depth is 2.73 % at 1.5 μm region. Furthermore, a Q-switched pulsed fiber laser based on VTe<sub>2</sub>-SA is constructed. The repetition rate of the Q-switched pulses can be increased from 16.3 kHz to 28.2 kHz, and the corresponding pulse duration decreases from 6.8 to 3.5 μs. The maximum Q-switched single pulse energy is 91.5 nJ. This work suggests that bulk-structured VTe<sub>2</sub> can serve as a novel low-cost SA material and open up a new platform for expanding the applications of VTe<sub>2</sub> for ultrafast photonics.</div></div>","PeriodicalId":19663,"journal":{"name":"Optical Fiber Technology","volume":"89 ","pages":"Article 104056"},"PeriodicalIF":2.6,"publicationDate":"2024-11-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142702079","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Improving the sensitivity of magnetic field sensing system based on fiber mode-lock laser 提高基于光纤锁模激光器的磁场传感系统的灵敏度
IF 2.6 3区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-11-23 DOI: 10.1016/j.yofte.2024.104049
Jian Xu , Sa Yang , Tigang Ning , Hongwei Yue , Yan Chen , Renlong Zhou , Tao Liao
This paper proposed and experimentally demonstrated a useful technology to improve the sensitivity of magnetic field sensing system based on the beat frequency demodulation of fiber laser. The sensing principle of the proposed system is detecting the beat frequency variation which is caused by the length change of laser cavity. A 3D-printed transducer was used in this paper to convert the magnetic field change to the beat frequency variation, which is the essential sensing part as well. Besides, we found that, mode locking technology could conduce to advance the signal-to-noise ratio of the beat frequency signal, which could further significantly improve the sensing sensitivity and frequency resolution. Experiment results demonstrate that the magnetic field sensitivity is −3.52 kHz/mT, and the actual resolution of the mode-locked laser sensing system is one hundred times higher than it in continuous-wave laser.
本文提出并通过实验证明了一种基于光纤激光器节拍频率解调的有用技术,可提高磁场传感系统的灵敏度。该系统的传感原理是检测由激光腔长度变化引起的拍频变化。本文使用 3D 打印换能器将磁场变化转换为拍频变化,这也是必不可少的传感部分。此外,我们还发现,模式锁定技术可以提高拍频信号的信噪比,从而进一步显著提高传感灵敏度和频率分辨率。实验结果表明,锁模激光传感系统的磁场灵敏度为 -3.52 kHz/mT,实际分辨率是连续波激光的一百倍。
{"title":"Improving the sensitivity of magnetic field sensing system based on fiber mode-lock laser","authors":"Jian Xu ,&nbsp;Sa Yang ,&nbsp;Tigang Ning ,&nbsp;Hongwei Yue ,&nbsp;Yan Chen ,&nbsp;Renlong Zhou ,&nbsp;Tao Liao","doi":"10.1016/j.yofte.2024.104049","DOIUrl":"10.1016/j.yofte.2024.104049","url":null,"abstract":"<div><div>This paper proposed and experimentally demonstrated a useful technology to improve the sensitivity of magnetic field sensing system based on the beat frequency demodulation of fiber laser. The sensing principle of the proposed system is detecting the beat frequency variation which is caused by the length change of laser cavity. A 3D-printed transducer was used in this paper to convert the magnetic field change to the beat frequency variation, which is the essential sensing part as well. Besides, we found that, mode locking technology could conduce to advance the signal-to-noise ratio of the beat frequency signal, which could further significantly improve the sensing sensitivity and frequency resolution. Experiment results demonstrate that the magnetic field sensitivity is −3.52 kHz/mT, and the actual resolution of the mode-locked laser sensing system is one hundred times higher than it in continuous-wave laser.</div></div>","PeriodicalId":19663,"journal":{"name":"Optical Fiber Technology","volume":"89 ","pages":"Article 104049"},"PeriodicalIF":2.6,"publicationDate":"2024-11-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142702078","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Structural damage identification and experiment based on FBG sensors and PCA-KNN approach 基于 FBG 传感器和 PCA-KNN 方法的结构损伤识别与实验
IF 2.6 3区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-11-23 DOI: 10.1016/j.yofte.2024.104062
Chuang Li, Li Sun, Zhaoqi Liu, Kai Wang, Weidong Yan
Structural damage has the characteristics of concealment and low response, therefore, how to improve the accuracy and stability of damage identification has always been a challenge for the researchers. An innovative approach (PCA-KNN) for structural damage identification and anomaly localization was proposed based on monitoring data. Firstly, traditional principal component analysis (PCA) was completed on the monitoring data matrix with taking into account the contribution of error subspaces. Secondly, the sigmoid function was assigned corresponding weights in terms of the sensitivity of the principal components. Finally, the comprehensive differential index was developed with the K-Nearest Neighbor (KNN) algorithm for less noise interference. In terms of sensor monitoring, the wide range FBG strain sensor and FBG tilt sensor were developed to perceive structural mechanical parameters. The innovative approach and sensors were applied to the benchmark model of Base Excited 3-Story Structure and shaking table testing to implement the comprehensive index calculation, which could effectively identify structural damage with abnormal monitoring data from the sensor nearby. Through comparison and analysis, the new technology could promote the ability of quantitative damage identification and localization.
结构损伤具有隐蔽性和低响应的特点,因此如何提高损伤识别的准确性和稳定性一直是研究人员面临的挑战。本文提出了一种基于监测数据的结构损伤识别和异常定位的创新方法(PCA-KNN)。首先,考虑到误差子空间的贡献,对监测数据矩阵完成了传统的主成分分析(PCA)。其次,根据主成分的灵敏度为 sigmoid 函数分配了相应的权重。最后,利用 K-Nearest Neighbor (KNN) 算法开发了综合差异指数,以减少噪声干扰。在传感器监测方面,开发了宽范围 FBG 应变传感器和 FBG 倾斜传感器来感知结构力学参数。将创新方法和传感器应用于基底激励三层结构基准模型和振动台测试,实现了综合指数计算,可通过附近传感器的异常监测数据有效识别结构损伤。通过对比分析,新技术可促进定量损伤识别和定位能力。
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引用次数: 0
Interlayer air-hole photonic crystal fiber with flat dispersion and three zero dispersion wavelengths for supercontinuum generation 具有平坦色散和三个零色散波长的层间气孔光子晶体光纤,用于超连续发生
IF 2.6 3区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-11-22 DOI: 10.1016/j.yofte.2024.104058
Kefeng Ding , Lihua Ye , Chunguang Lu , Yujie Zhao , Dapeng Yan
This paper proposes an Interlayer Air-hole Photonic Crystal Fiber (IA-PCF) consisting of five air-hole layers with a single material, which means compatibility checking between the core and cladding material need not be required. The optical fiber is designed using COMSOL software. Further more, the dispersion, nonlinearity, effective mode area, and confinement loss characteristics of the proposed IA-PCF structure are numerically analyzed using the finite element method (FEM). The results indicate that the proposed IA-PCF has three zero dispersion wavelengths (ZDW) within 800–2400 nm. Through continuous structural optimization, a flat dispersion optimal IA-PCF with a dispersion fluctuation of ± 2.05 (ps/nm·km) in the range of 1509 nm-1955 nm is obtained. The three zero dispersion wavelengths (ZDW) of the optimal IA-PCF are 1061 nm, 1598 nm, and 1904 nm, respectively. Four input 50 fs pulses both in the normal and anomalous dispersion regimes are explored to analyze the spectral evolution process of SC in a 30 cm lenth IA-PCF. The results indicate that the continuous SC exists in the range of 750 nm-2430 nm at the pump wavelength of 1064 nm with power range of −40 dB. While the continuous broadband SC exists in the range of 1235 nm-3470 nm at the pump wavelength of 1550 nm with power range of −43 dB. In addition, a broadband, flat SC spectrum with a power range of −26.8 dB to −18.6 dB is obtained in the wavelength range of 1331 nm-2315 nm at a pump wavelength of 1080 nm. The IA-PCF provides a new structure and approach for generating a broadband, flat and SC spectrum. The supercontinuum belongs to a wide range of applications in optical communication, optical coherence tomography, optical frequency comb etc.
本文提出了一种层间气孔光子晶体光纤(IA-PCF),它由五层气孔组成,采用单一材料,因此无需检查纤芯和包层材料之间的兼容性。光纤使用 COMSOL 软件进行设计。此外,还使用有限元法(FEM)对拟议 IA-PCF 结构的色散、非线性、有效模式面积和限制损耗特性进行了数值分析。结果表明,拟议的 IA-PCF 在 800-2400 nm 范围内有三个零色散波长(ZDW)。通过持续的结构优化,得到了在 1509 nm-1955 nm 范围内色散波动为 ± 2.05(ps/nm-km)的平色散最佳 IA-PCF。最佳 IA-PCF 的三个零色散波长(ZDW)分别为 1061 nm、1598 nm 和 1904 nm。研究人员在正常色散和反常色散状态下输入了四个 50 fs 脉冲,以分析 SC 在长度为 30 cm 的 IA-PCF 中的光谱演变过程。结果表明,在泵浦波长为 1064 nm 时,连续 SC 存在于 750 nm-2430 nm 范围内,功率范围为 -40 dB。而在泵浦波长为 1550 nm 时,连续宽带 SC 波长范围为 1235 nm-3470 nm,功率范围为 -43 dB。此外,在 1331 nm-2315 nm 波长范围内,泵浦波长为 1080 nm 时,还能获得功率范围为 -26.8 dB 至 -18.6 dB 的宽带、平坦 SC 频谱。IA-PCF 为产生宽带、平坦和 SC 光谱提供了一种新的结构和方法。超连续光谱在光通信、光学相干断层扫描、光频率梳等领域有着广泛的应用。
{"title":"Interlayer air-hole photonic crystal fiber with flat dispersion and three zero dispersion wavelengths for supercontinuum generation","authors":"Kefeng Ding ,&nbsp;Lihua Ye ,&nbsp;Chunguang Lu ,&nbsp;Yujie Zhao ,&nbsp;Dapeng Yan","doi":"10.1016/j.yofte.2024.104058","DOIUrl":"10.1016/j.yofte.2024.104058","url":null,"abstract":"<div><div>This paper proposes an Interlayer Air-hole Photonic Crystal Fiber (IA-PCF) consisting of five air-hole layers with a single material, which means compatibility checking between the core and cladding material need not be required. The optical fiber is designed using COMSOL software. Further more, the dispersion, nonlinearity, effective mode area, and confinement loss characteristics of the proposed IA-PCF structure are numerically analyzed using the finite element method (FEM). The results indicate that the proposed IA-PCF has three zero dispersion wavelengths (ZDW) within 800–2400 nm. Through continuous structural optimization, a flat dispersion optimal IA-PCF with a dispersion fluctuation of ± 2.05 (ps/nm·km) in the range of 1509 nm-1955 nm is obtained. The three zero dispersion wavelengths (ZDW) of the optimal IA-PCF are 1061 nm, 1598 nm, and 1904 nm, respectively. Four input 50 fs pulses both in the normal and anomalous dispersion regimes are explored to analyze the spectral evolution process of SC in a 30 cm lenth IA-PCF. The results indicate that the continuous SC exists in the range of 750 nm-2430 nm at the pump wavelength of 1064 nm with power range of −40 dB. While the continuous broadband SC exists in the range of 1235 nm-3470 nm at the pump wavelength of 1550 nm with power range of −43 dB. In addition, a broadband, flat SC spectrum with a power range of −26.8 dB to −18.6 dB is obtained in the wavelength range of 1331 nm-2315 nm at a pump wavelength of 1080 nm. The IA-PCF provides a new structure and approach for generating a broadband, flat and SC spectrum. The supercontinuum belongs to a wide range of applications in optical communication, optical coherence tomography, optical frequency comb etc.</div></div>","PeriodicalId":19663,"journal":{"name":"Optical Fiber Technology","volume":"89 ","pages":"Article 104058"},"PeriodicalIF":2.6,"publicationDate":"2024-11-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142702076","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","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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Optical Fiber Technology
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