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Dual-parameter Cu2+ concentration and temperature sensor based on a wavelength-tunable fiber laser incorporating SNMNMS interferometer and FBG 基于SNMNMS干涉仪和光纤光栅波长可调光纤激光器的双参数Cu2+浓度和温度传感器
IF 2.7 3区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2026-03-01 Epub Date: 2025-12-08 DOI: 10.1016/j.yofte.2025.104520
Jiaqi Zhao , Haobo Cheng , Yunpeng Feng , Kun Gao
A dual-parameter copper ion concentration and temperature sensor based on the tunable-wavelength erbium fiber laser was proposed and demonstrated. Furthermore, an SNMNMS interferometer, comprising single-mode fiber (SMF), no-core fiber (NCF) and multimode fiber (MMF), was functionalized self-assembly by multi-layer chitosan (CS) and polyacrylic acid (PAA). The functionalized interferometer was connected in parallel with a fiber Bragg grating (FBG) and placed separately in the copper ion solution and on a heated plate, jointly enabling laser filtering, wavelength tuning, and dual-parameter sensing. With the temperature rising from 30 to 120 °C and the concentration increasing from 100 to 1000 mg/L, respectively, the laser wavelengths shifted from 1532.239 nm to 1533.068 nm and from 1556.507 nm to 1558.428 nm. The sensitivities for temperature and concentration sensing were 0.0092 nm/℃ and 0.0022 nm/(mg/L), with linearity coefficients of 0.998 and 0.995. The side-mode suppression ratio (SMSR) of the dual-laser outputs exceeded 27.482 dB and 27.5 dB, overcoming broadband and low extinction ratio limitations in interferometric sensors causing reduced positioning accuracy. Consequently, the dual-parameter laser sensor simultaneously monitors copper ions and temperature, ensuring the quality of copper foil during the plating process. Additionally, it enhances signal recognition accuracy, while the multilayer coating improves stability in high-concentration environments, preventing failure due to excessive adsorption.
提出并演示了一种基于可调谐波长铒光纤激光器的双参数铜离子浓度和温度传感器。采用多层壳聚糖(CS)和聚丙烯酸(PAA)对单模光纤(SMF)、无芯光纤(NCF)和多模光纤(MMF)组成的SNMNMS干涉仪进行了功能化自组装。功能化干涉仪与光纤布拉格光栅(FBG)并联连接,分别置于铜离子溶液和加热板上,共同实现激光滤波、波长调谐和双参数传感。当温度从30℃升高到120℃,浓度从100 mg/L升高到1000 mg/L时,激光波长从1532.239 nm变为1533.068 nm,从1556.507 nm变为1558.428 nm。对温度和浓度的敏感性分别为0.0092 nm/℃和0.0022 nm/(mg/L),线性系数分别为0.998和0.995。双激光输出的侧模抑制比(SMSR)分别超过27.482 dB和27.5 dB,克服了干涉传感器的宽带和低消光比限制,从而降低了定位精度。因此,双参数激光传感器同时监测铜离子和温度,确保铜箔在电镀过程中的质量。此外,它还提高了信号识别的准确性,而多层涂层提高了高浓度环境下的稳定性,防止了由于过度吸附而导致的故障。
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引用次数: 0
Design optimization and encapsulation of spring-fiber displacement unit (SFDSU) for pavement monitoring using helical macro-bend fiber 螺旋大弯曲纤维路面监测用弹簧纤维位移单元(SFDSU)设计优化与封装
IF 2.7 3区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2026-03-01 Epub Date: 2025-12-08 DOI: 10.1016/j.yofte.2025.104505
Wencong Duan , Yingming Li , Qiangsheng Tao , Guoyang Sheng , Yao Liu , Yi Li , Junpeng An , Jianghuai Gao
Accurate monitoring of deformation in asphalt pavements is critical for assessing construction quality and long-term performance. To overcome the limitations of conventional techniques—such as restricted measurement range, low spatial resolution, and susceptibility to electromagnetic interference—this study presents a novel, large-range fiber optic sensor based on the macro-bending principle. The core sensing element, a spring-fiber displacement sensing unit (SFDSU), is fabricated by helically winding and bonding a G.652D single-mode fiber onto a spring. Its operating mechanism converts axial displacement into quantifiable optical power attenuation via controlled macro-bending. Laboratory calibration demonstrated a sensitivity of 0.0623 dB/mm over a displacement range of 30 mm, with excellent linearity (R2 ≥ 0.971) and long-term stability. The sensor’s robustness against ambient temperature variations was systematically confirmed. Critically, following structural encapsulation, the sensor was successfully deployed in an asphalt rutting test, where its measurements of compaction displacement showed a strong correlation (R2 = 0.992) with a certified reference sensor, validating its performance under realistic conditions. The proposed SFDSU thus offers a reliable and practical solution for quasi-distributed deformation monitoring in asphalt pavements.
准确监测沥青路面的变形对评估施工质量和长期性能至关重要。为了克服传统光纤传感器测量范围受限、空间分辨率低、易受电磁干扰等缺点,本文提出了一种基于宏弯曲原理的新型大范围光纤传感器。核心传感元件是弹簧光纤位移传感单元(SFDSU),通过螺旋缠绕并将G.652D单模光纤粘接在弹簧上制成。其工作机构通过可控的宏观弯曲将轴向位移转化为可量化的光功率衰减。实验室标定表明,在30 mm的位移范围内,灵敏度为0.0623 dB/mm,具有良好的线性(R2≥0.971)和长期稳定性。系统地证实了传感器对环境温度变化的鲁棒性。关键的是,在结构封装之后,传感器成功地部署在沥青车辙试验中,其压实位移测量值与认证参考传感器显示出很强的相关性(R2 = 0.992),验证了其在现实条件下的性能。为沥青路面准分布变形监测提供了可靠、实用的解决方案。
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引用次数: 0
Study on the zoning deformation characteristics of coal pillars in a near-distance coal seam group based on distributed fiber optic sensing 基于分布式光纤传感的近距离煤层群煤柱分带变形特征研究
IF 2.7 3区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2026-03-01 Epub Date: 2025-12-05 DOI: 10.1016/j.yofte.2025.104509
Jing Chai , Hao Lan , Dingding Zhang , Zeyu Liu , Hongru Hao , Yongliang Liu , Dengyan Gao , Shuai Lv
To investigate the impact of overlying remnant coal pillars on the underlying coal pillars under repeated mining conditions, within the context of near-distance coal seam group exploitation in a western mining district, this study was conducted in the 2−2 coal seam at Daliuta Coal Mine, Huojitu Well. An armored optical fiber was embedded within the coal pillars, and based on Brillouin Optical Time-Domain Reflectometry (BOTDR) distributed fiber optic sensing (DFOS) technology, high-resolution, spatiotemporal dynamic decoupling and monitoring of the coal pillar strain field were achieved. It breaks through the limitation that traditional point sensors such as stress gauges and displacement meters cannot capture the spatiotemporal evolution of continuous deformation inside coal pillars, and overcomes the discrete measurement limitations of traditional methods. This facilitated revealing the evolving load-bearing structural patterns and mechanical response characteristics of two different segmental coal pillars under repeated mining cyclicity. Results indicate that, under repeated mining conditions, the fractured zone beneath the remnant coal pillar expanded by 84.42 %, with the load-bearing structure degrading into a “plastic zone-fracture zone” bimodal configuration, whereas the coal pillars beneath the goaf area maintained a three-zone structure comprising “elastic zone–plastic zone–fracture zone.” Numerical simulations demonstrate that the overlying remnant coal pillar creates high-stress anomaly zones, causing the underlying coal pillars to endure concentrated stresses significantly exceeding the distributed loads of the goaf, thus reconstructing the overburden-coal pillar mechanical system and increasing the likelihood of overall structural failure. This study quantitatively elucidates the differential degradation mechanisms of the two types of coal pillars. The application of armored fiber optic embedding combined with BOTDR-based distributed sensing provides a critical theoretical foundation and technical reference for the deployment of DFOS in deformation monitoring within geotechnical engineering in mining environments.
为研究重复开采条件下上覆残余煤柱对下伏煤柱的影响,以西部某矿区近距离煤层群开采为背景,以大柳塔煤矿火吉图井2−2煤层为研究对象。在煤柱内嵌入铠装光纤,基于布里频光时域反射(BOTDR)分布式光纤传感(DFOS)技术,实现了煤柱应变场的高分辨率、时空动态解耦与监测。突破了传统应力计、位移计等点传感器无法捕捉煤柱内部连续变形时空演变的局限,克服了传统测量方法离散化的局限性。这有助于揭示重复回采循环作用下两种不同煤柱的演化承载结构模式和力学响应特征。结果表明:在重复开采条件下,残余煤柱下方破碎带扩展84.42%,承载结构退化为“塑性区-破裂区”双峰构型,而采空区下方煤柱则保持“弹性区-塑性区-破裂区”三带结构。数值模拟表明,上覆残余煤柱形成高应力异常带,导致下伏煤柱承受的集中应力显著超过采空区的分布荷载,从而重构了上覆煤柱力学系统,增加了整体结构破坏的可能性。本研究定量地阐明了两种煤柱的差异降解机理。铠装光纤埋设结合botdr分布式传感技术的应用,为DFOS在矿山环境岩土工程变形监测中的部署提供了重要的理论基础和技术参考。
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引用次数: 0
Steady state radiation responses of graded-index germanosilicate multimode optical fibers 梯度折射率锗硅酸盐多模光纤的稳态辐射响应
IF 2.7 3区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2026-03-01 Epub Date: 2025-12-03 DOI: 10.1016/j.yofte.2025.104497
R. Pecorella , A. Morana , A. Boukenter , M. Cannas , Y. Ouerdane , S. Girard
This study investigates the radiation response of commercially available germanosilicate graded-index multimode optical fibers (conforming to the OM1 through OM5 standards) at room temperature. The main objective is to monitor the radiation induced attenuation (RIA) and to identify the point defects at its origin, their generation and recombination mechanisms. The samples were irradiated under continuous X-ray exposure at two dose rates, 0.6  Gy/s and 6  Gy(SiO2)/s, up to total ionization doses of 52  kGy and 109  kGy, respectively. The RIA kinetics at 850  nm, 1310  nm, and 1550  nm exhibited rapid initial growth followed by either a slower increase or a plateau, reflecting the interplay of defect generation, recombination, and conversion. OM2 through OM5 optical fibers showed a similar response with lower RIA compared to OM1 optical fiber, which justifies restricting the deeper analysis to OM1 and OM5 samples. Spectral decomposition of the RIA spectra shows that the dominant contributors are GeX and GeY at 850 nm; GeY and an unidentified band at 1310 nm; and Ge-STH together with the same unidentified band at 1550 nm. Moreover, GeX and GeY defects are the most dose rate sensitive defects, with their amplitudes nearly doubling at 6  Gy/s. The results obtained can be exploited to determine the potential of these Telecom-grade fibers for harsh environments with limited radiation constraints.
本研究研究了市售锗硅酸盐分级折射率多模光纤(符合OM1至OM5标准)在室温下的辐射响应。主要目的是监测辐射诱发衰减(RIA),识别点缺陷的起源、产生和重组机制。样品在连续x射线照射下以0.6 Gy/s和6 Gy(SiO2)/s两种剂量率照射,总电离剂量分别为52 kGy和109 kGy。850 nm, 1310 nm和1550 nm处的RIA动力学表现出快速的初始增长,随后缓慢增长或平稳,反映了缺陷产生,重组和转化的相互作用。与OM1光纤相比,OM2到OM5光纤在较低的RIA下表现出类似的响应,这证明了将深入分析限制在OM1和OM5样品上是合理的。红外光谱的光谱分解表明,850 nm处的主要贡献者是GeX和GeY;GeY和1310 nm的未知波段;和Ge-STH在1550 nm处具有相同的未识别波段。此外,GeX和GeY缺陷是最敏感的剂量率缺陷,其振幅在6 Gy/s时几乎翻倍。所得结果可用于确定这些电信级光纤在具有有限辐射约束的恶劣环境中的潜力。
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引用次数: 0
A label-free micro-nano optical fiber based on the detection of myocardial biomarkers with high birefringence 一种基于高双折射心肌生物标志物检测的无标签微纳光纤
IF 2.7 3区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2026-01-01 Epub Date: 2025-11-07 DOI: 10.1016/j.yofte.2025.104475
Wa jin, Xiaoqing liu, Xiong gao
In the diagnosis of acute myocardial infarction (AMI), cardiac troponin I serves as the preferred biomarker. Owing to its extremely low diagnostic cutoff concentration in blood, high requirements are imposed on detection sensitivity. In this study, a label-free sensing probe for myocardial injury markers based on high birefringence (Hi-Bi) micro-nano fiber was proposed. Refractive index experiments were conducted using sensing probes with different dimensions. Eventually, a sensing fiber with a diameter of approximately 8.1 μm and a refractive index sensitivity of 1925.4 nm/RIU was selected for the detection of cTn-I at different concentrations. The variation law of spectral wavelength during the binding reaction between cTn-I antigen and antibody, as well as the dynamic response curves of cTn-I antigens at different concentrations, were investigated. A relationship curve between cTn-I antigen concentration and wavelength variation was established, and the limit of detection of the sensor for cTn-I concentration was calculated to be as low as 4.3 pg/mL. This study explores a novel and high-precision approach for cTn-I detection.
在急性心肌梗死(AMI)的诊断中,心肌肌钙蛋白I是首选的生物标志物。由于其在血液中的诊断截止浓度极低,对检测灵敏度提出了很高的要求。本研究提出了一种基于高双折射(Hi-Bi)微纳纤维的无标记心肌损伤标志物传感探针。利用不同尺寸的传感探头进行折射率实验。最终选择了直径约8.1 μm、折射率灵敏度为1925.4 nm/RIU的传感光纤,用于检测不同浓度的ctn - 1。研究了ctn - 1抗原与抗体结合反应时光谱波长的变化规律,以及不同浓度下ctn - 1抗原的动态响应曲线。建立ctn - 1抗原浓度与波长变化的关系曲线,计算该传感器对ctn - 1浓度的检出限低至4.3 pg/mL。本研究探索了一种新颖、高精度的cTn-I检测方法。
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引用次数: 0
IOC supported dynamic bandwidth assignment for ITU PONs IOC支持国际电联pon的动态带宽分配
IF 2.7 3区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2026-01-01 Epub Date: 2025-11-04 DOI: 10.1016/j.yofte.2025.104468
Rizwan Aslam Butt , Saba Ahmed , Muhammad Imran Aslam , Sevia M. Idrus
The current PON standards do not support direct communication of the optical network units (ONUs) without the optical line terminal (OLT) intervention. This inter-ONU communication termed as IOC can be very helpful in conserving the upstream as well as the downstream bandwidth in current PON architectures. This approach can result in reduced communication delays and enables higher bandwidths to the users without increasing the upstream and downstream line rates. However, this requires physical layer architectural changes to enable IOC supported PON and also requires supporting medium access control (MAC) layer changes. Therefore, in this study, we propose a new MAC layer comprising of supporting upstream and downstream XGPON frames and a compatible dynamic bandwidth assignment (DBA) scheme for our earlier proposed IOC PON architecture. In our earlier work physical layer for an IOC PON comprising of single transmitter, self-phase modulation module and two receivers at ONU for downstream and IOC was presented. The OMNET++ based simulation study results show that the proposed architecture successfully reduced the upstream delays and resulted in higher bandwidth availability for the ONUs compared to conventional PON.
目前的PON标准不支持光网络单元(onu)在没有OLT (optical line terminal)介入的情况下直接通信。在当前的PON架构中,这种称为IOC的onu间通信对于节约上游和下游带宽非常有帮助。这种方法可以减少通信延迟,在不增加上行和下行线路速率的情况下为用户提供更高的带宽。但是,这需要更改物理层体系结构以启用IOC支持的PON,还需要更改介质访问控制(MAC)层。因此,在本研究中,我们提出了一个新的MAC层,包括支持上游和下游XGPON帧和兼容的动态带宽分配(DBA)方案,用于我们之前提出的IOC PON架构。在我们早期的工作中,提出了由单个发射机、自相位调制模块和两个ONU接收器组成的IOC PON的物理层,用于下游和IOC。基于omnet++的仿真研究结果表明,与传统的PON相比,该架构成功地降低了上游延迟,并为onu提供了更高的带宽可用性。
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引用次数: 0
Multi-Physical field coupling effects on reflective Fiber-Optic voltage Sensor: Modeling and quantitative error mechanism analysis 反射式光纤电压传感器的多物理场耦合效应:建模与定量误差机理分析
IF 2.7 3区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2026-01-01 Epub Date: 2025-11-24 DOI: 10.1016/j.yofte.2025.104493
Hanrui Yang, Jiaxing Tian, Shengxi Jiao, Shibo Xu, Wentao Du
Reflective fiber-optic voltage sensor (RFOVS) based on the inverse piezoelectric effect provide intrinsic insulation and wideband response, making them well-suited for high-voltage measurements in harsh environments. However, their accuracy is considerably compromised by environmental disturbances. This study reveals that temperature fluctuations cause bidirectional, cumulative output drift through thermal expansion and piezoelectric coefficient variations, while mechanical vibration introduces sinusoidal fluctuations proportional to acceleration amplitude and synchronized with stress frequency. A quantitative error model incorporating temperature ramp rate and stress amplitude is established and validated, achieving prediction errors below 5% under extreme conditions and under 2% in typical scenarios. These results advance the understanding of multi-physics coupling mechanisms and offer a practical compensation framework to enhance RFOVS reliability in demanding applications such as railway traction systems and smart grid substations.
基于逆压电效应的反射式光纤电压传感器(RFOVS)具有固有的绝缘性和宽带响应能力,非常适合恶劣环境下的高压测量。然而,它们的准确性受到环境干扰的极大影响。研究表明,温度波动通过热膨胀和压电系数变化导致双向累积输出漂移,而机械振动则引入与加速度幅值成正比的正弦波动,并与应力频率同步。建立并验证了结合温度斜坡率和应力幅值的定量误差模型,在极端条件下预测误差小于5%,在典型情况下预测误差小于2%。这些结果促进了对多物理场耦合机制的理解,并提供了一个实用的补偿框架,以提高RFOVS在铁路牵引系统和智能电网变电站等苛刻应用中的可靠性。
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引用次数: 0
Stability enhancement in random fiber lasers using passive feedback and NP-doped fibers 利用无源反馈和np掺杂光纤增强随机光纤激光器的稳定性
IF 2.7 3区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2026-01-01 Epub Date: 2025-11-05 DOI: 10.1016/j.yofte.2025.104473
E. Pedruzzi , C.E.S. Castellani , W. Blanc , A. Leal-Junior
This paper presents an experimental investigation of the spectral and power stability of a random fiber laser (RFL) based on nanoparticle (NP)-doped fiber, under three different passive optical feedback configurations: retroreflector, Faraday rotator, and fiber Bragg grating (FBG). The NP-doped fiber offers enhanced Rayleigh scattering and intrinsic gain, allowing distributed feedback and laser generation. Spectral analysis revealed that the FBG configuration presented the highest spectral stability, with a 91.25% reduction in wavelength variation compared to the retroreflector. The Faraday rotator also contributed to the spectral stability, with a 37.5% reduction. Regarding power stability, the Faraday rotator presented the best performance, with only 1.62% variation, while the FBG provided the highest output power (8.13 dBm), with a 6.1% variation. The retroreflector configuration demonstrated the worst performance in both spectral and power stability. These results confirm that the combination of NP-doped fibers and well-selected passive feedback elements allows the development of more stable and coherent RFLs, expanding their potential for application in sensing, telecommunications, and optical fiber devices.
本文研究了基于纳米粒子(NP)掺杂光纤的随机光纤激光器(RFL)在三种不同的无源光反馈配置下的光谱和功率稳定性:后向反射器、法拉第旋转器和光纤布拉格光栅(FBG)。np掺杂光纤提供增强的瑞利散射和本征增益,允许分布式反馈和激光产生。光谱分析表明,光纤光栅结构具有最高的光谱稳定性,与后向反射器相比,波长变化减少了91.25%。法拉第旋转器也有助于光谱稳定性,降低了37.5%。在功率稳定性方面,法拉第旋转器表现出最好的性能,仅变化1.62%,而FBG提供了最高的输出功率(8.13 dBm),变化6.1%。后向反射器在光谱稳定性和功率稳定性方面表现最差。这些结果证实,np掺杂光纤和精心挑选的无源反馈元件的组合可以开发出更稳定和相干的rfl,扩大其在传感、电信和光纤器件中的应用潜力。
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引用次数: 0
Application of distributed optical fiber technology for strain and temperature monitoring in mass concrete raft foundations 分布式光纤技术在大体积混凝土筏形基础应变和温度监测中的应用
IF 2.7 3区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2026-01-01 Epub Date: 2025-11-14 DOI: 10.1016/j.yofte.2025.104491
Gongyu Hou, Shiou Zhang, Yaohua Shao, Hongbo Chen, Liyuan Bi, Hengxin Liu
Distributed optical fiber sensing (DOFS) technology is promising for health monitoring of mass concrete structures. However, the measurement accuracy is limited by the inherent temperature–strain cross-sensitivity of the sensing mechanism, requiring temperature compensation for the acquired data. Conventional temperature compensation methods, especially the reference fiber method, assume a constant compensation coefficient and ignore its temperature dependence, resulting in measurement errors under high thermal gradients. Furthermore, inappropriate sensor installation approaches often result in poor survival rates and mechanical decoupling under construction conditions. To address these issues, this study develops a dynamic temperature compensation model with a temperature dependent coefficient K, experimentally calibrated for Brillouin optical time domain reflectometry (BOTDR) systems. Additionally, an optimized sensor deployment strategy was developed through comparative experiments on reinforced concrete beams to improve strain transfer efficiency and sensor survivability. The proposed methodology was validated via field monitoring of a mass concrete raft foundation, successfully monitoring the evolution of strain and temperature in critical regions. This study provides a theoretical basis and key technical support for distributed optical fiber monitoring of strain and temperature in mass concrete structures.
分布式光纤传感技术在大体积混凝土结构健康监测中具有广阔的应用前景。然而,测量精度受到传感机构固有的温度-应变交叉灵敏度的限制,需要对采集的数据进行温度补偿。传统的温度补偿方法,特别是参考光纤法,假设补偿系数恒定,忽略了其与温度的依赖关系,导致在高热梯度下的测量误差。此外,不适当的传感器安装方法往往导致较低的存活率和施工条件下的机械解耦。为了解决这些问题,本研究开发了一个具有温度依赖系数K的动态温度补偿模型,并对布里渊光时域反射(BOTDR)系统进行了实验校准。此外,通过钢筋混凝土梁的对比试验,提出了一种优化的传感器部署策略,以提高应变传递效率和传感器的生存能力。通过对大体积混凝土筏形基础的现场监测验证了所提出的方法,成功地监测了关键区域的应变和温度演变。本研究为分布式光纤监测大体积混凝土结构的应变和温度提供了理论依据和关键技术支持。
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引用次数: 0
FPGA implementation of CNN for modulation format identification FPGA实现的CNN调制格式识别
IF 2.7 3区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2026-01-01 Epub Date: 2025-11-25 DOI: 10.1016/j.yofte.2025.104494
Haiwen Li , Ye Lu , Qinghui Zeng , Yan Wen , Yibu Kong , Zhaoyun Li
modulation format identification (MFI) has become an increasingly attractive avenue for research. Especially as the need for optical layer performance monitoring increases. Deep learning methods provide an effective recognition method with high accuracy. At the same time, the need to implement deep learning models on embedded devices is growing. Field-Programmable Gate Array (FPGA) are the best choice due to their parallelism, flexibility, and energy efficiency. In this paper, an FPGA-based CNN network design scheme for modulation format identification is proposed. Our proposed design explores and provides a suitable solution for better performance while maintaining accuracy. We generated modulation format datasets for MFI and Optical Signal-to-Noise Ratio (OSNR) in simulation environment, training and fine-tuning the network parameters base on this dataset, and then changing some suitable components in the CNN networks to fit for the deployment on FPGA. Our experiments in the Xilinx XC7A200 development kit show that despite model compression, the accuracy of our implementation is comparable to the original model running on the CPU and GPU. In terms of speed, the FPGA implementation of the XC7A200 kit is inferior to the high-end GPU RTX 2080 Ti but superior to the Intel® Core™ i7-7700HQ CPU. In terms of power consumption, the FPGA implementation is significantly lower than the Intel® Core™ i7-7700HQ and the RTX 2080 Ti, being approximately about 13–14 times lower than them. In terms of energy efficiency, FPGA are completely superior to GPU, being 5–6 times more efficient than the RTX 2080 Ti and 29 times more efficient than the Intel® Core™ i7-7700HQ.
调制格式识别(MFI)已成为一个越来越有吸引力的研究方向。特别是随着对光层性能监测需求的增加。深度学习方法提供了一种有效的、准确率高的识别方法。与此同时,在嵌入式设备上实现深度学习模型的需求正在增长。现场可编程门阵列(FPGA)由于其并行性、灵活性和能效而成为最佳选择。本文提出了一种基于fpga的调制格式识别CNN网络设计方案。我们提出的设计探索并提供了合适的解决方案,在保持准确性的同时获得更好的性能。我们在仿真环境下生成了MFI和光信噪比(OSNR)调制格式数据集,在此基础上对网络参数进行训练和微调,然后改变CNN网络中合适的组件以适应在FPGA上的部署。我们在Xilinx XC7A200开发套件中的实验表明,尽管模型压缩,我们实现的准确性与在CPU和GPU上运行的原始模型相当。在速度方面,XC7A200套件的FPGA实现不如高端GPU RTX 2080 Ti,但优于Intel®Core™i7-7700HQ CPU。在功耗方面,FPGA实现明显低于Intel®Core™i7-7700HQ和RTX 2080 Ti,大约比它们低13-14倍。在能效方面,FPGA完全优于GPU,比RTX 2080 Ti效率高5-6倍,比Intel®Core™i7-7700HQ效率高29倍。
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Optical Fiber Technology
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