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An improved denoising method for φ-OTDR signal based on the combination of temporal local GMCC and ICEEMDAN-WT 基于时间局部 GMCC 和 ICEEMDAN-WT 组合的φ-OTDR 信号改进去噪方法
IF 2.6 3区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-09-03 DOI: 10.1016/j.yofte.2024.103949
Ganliang Xiang , An Sun , Yanming Liu , Longxuan Gao

A noise reduction method based on the combination of improved complete ensemble empirical mode decomposition with adaptive noise and temporal local generalized maximum cross-correlation entropy and wavelet threshold (ICEEMDAN-TLGMCC-WT) is proposed to improve the noise rejection ratio (NRR) of phase-sensitive optical time-domain reflectometer (φ-OTDR) system signals. Firstly, the principle of the proposed ICEEMDAN-TLGMCC-WT denoising method is introduced. On this basis, experiments are carried out to verify the feasibility of the noise reduction algorithm for non-stationary signals. and the results demonstrate that the vibration event can be detected with an improved average NRR of 72.18 dB and a root mean square error (RMSE) 0.017 within 5 km sensing distance by employing the ICEEMDAN-TLGMCC-WT denoising method, which confirm the effectiveness of proposed scheme for the performance improvement of φ-OTDR system.

为了提高相敏光学时域反射仪(φ-OTDR)系统信号的噪声抑制比(NRR),提出了一种基于改进的完全集合经验模态分解与自适应噪声和时间局部广义最大交叉相关熵和小波阈值(ICEEMDAN-TLGMCC-WT)相结合的降噪方法。首先,介绍了 ICEEMDAN-TLGMCC-WT 去噪方法的原理。结果表明,采用 ICEEMDAN-TLGMCC-WT 去噪方法后,在 5 km 感测距离内检测到的振动事件的平均 NRR 提高了 72.18 dB,均方根误差(RMSE)为 0.017,证实了所提方案在提高φ-OTDR 系统性能方面的有效性。
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引用次数: 0
Gaussian basis expansion-based phase noise suppression for polarization division multiplexing coherent optical UFMC system 基于高斯基扩展的偏振分复用相干光 UFMC 系统相位噪声抑制技术
IF 2.6 3区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-09-02 DOI: 10.1016/j.yofte.2024.103921
Xi Fang, Song Zhang, He Zhou, Ling yu Liu, Ding Ding

As a form of multi-carrier modulation, universal filter multicarrier (UFMC) combined with optical communication systems provides significant advantages for long-distance transmission, including large bandwidth, low attenuation, and flexible spectrum resource allocation. While polarization division multiplexing (PDM) enhances system capacity, it concurrently introduces various interference leading to signal distortion. Notably, phase noise has a profound impact on the performance of multi-carrier modulation systems. Phase noise results in stochastic variations to the signal, making the recovery of receiver signals challenging. In this paper, we propose a phase noise suppression method based on Gaussian Basis Expansion (GBE), specifically designed for PDM coherent optical universal filter multicarrier (CO-UFMC) system. We analyze the fundamental principles of phase noise suppression using GBE and validate its effectiveness in optical UFMC transmission systems. In comparison to traditional phase noise suppression methods, our approach exhibits superior phase noise robustness, while maintaining comparable computational complexity. The GBE method significantly enhances the system’s tolerance to laser phase noise and improves its robustness against phase noise. The theoretical analysis is corroborated through numerical simulations of a 16-quadrature amplitude modulation (QAM) optical UFMC system.

作为一种多载波调制方式,通用滤波器多载波(UFMC)与光通信系统相结合,为长距离传输提供了显著优势,包括大带宽、低衰减和灵活的频谱资源分配。偏振分复用(PDM)在提高系统容量的同时,也会引入各种干扰,导致信号失真。值得注意的是,相位噪声对多载波调制系统的性能有着深远的影响。相位噪声会导致信号的随机变化,使接收器信号的恢复面临挑战。本文提出了一种基于高斯基扩展(GBE)的相位噪声抑制方法,专门用于 PDM 相干光通用滤波器多载波(CO-UFMC)系统。我们分析了使用 GBE 抑制相位噪声的基本原理,并验证了它在光学 UFMC 传输系统中的有效性。与传统的相位噪声抑制方法相比,我们的方法在保持可比计算复杂度的同时,表现出了卓越的相位噪声鲁棒性。GBE 方法大大增强了系统对激光相位噪声的耐受性,提高了系统对相位噪声的鲁棒性。通过对 16 正交振幅调制(QAM)光学 UFMC 系统进行数值模拟,理论分析得到了证实。
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引用次数: 0
Simultaneous measurement of temperature and pressure sensing technology based on double cavity matching in batteries 基于电池双腔匹配的温度和压力同步测量传感技术
IF 2.6 3区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-08-30 DOI: 10.1016/j.yofte.2024.103954
Qinpeng Liu, Di Yang, Meihua Xing, Cheng Yan, Bo Liu

A compact sensor based on fiber Fabry-Pérot (FP) cavities dual-cavity matching technique cascaded with fiber Bragg grating (FBG) is proposed and demonstrated to measure pressure and temperature variations inside battery. The sensitivity amplification mechanism for two-parameter measurements is analyzed and a cased reference chamber scheme is designed. Low-cost, small-size, high-temperature and corrosion-resistant all-fiber-optic high sensitivity gas pressure sensors targeting the interior of energy storage batteries are fabricated and cascaded with FBGs to measure temperature parameters. The experimental results show that the sensor has a sensitivity of −26.8322 nm/MPa in a pressure range of 1.86 MPa, the gas pressure inside the battery and the temperature inside and outside the battery at different discharge rates of 1500mAH capacity monobloc batteries can be measured practically, directly and instantly. It has potential applications in detecting subtle pressure variations caused by gas precipitation inside the battery and in temperature measurement, and provides a new concept and a feasible technological path for the measurement of key parameters inside lithium-ion batteries.

提出并演示了一种基于与光纤布拉格光栅(FBG)级联的光纤法布里-佩罗(FP)腔双腔匹配技术的紧凑型传感器,用于测量电池内部的压力和温度变化。分析了双参数测量的灵敏度放大机制,并设计了套管式参考室方案。制作了针对储能电池内部的低成本、小尺寸、耐高温和耐腐蚀的全光纤高灵敏度气体压力传感器,并将其与 FBG 级联以测量温度参数。实验结果表明,该传感器在 1.86 MPa 压力范围内的灵敏度为 -26.8322 nm/MPa,可实际、直接、即时测量 1500mAH 容量单体电池在不同放电速率下的电池内部气体压力和电池内外温度。它在检测电池内部气体析出引起的细微压力变化和温度测量方面具有潜在的应用价值,为锂离子电池内部关键参数的测量提供了一种新的概念和可行的技术途径。
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引用次数: 0
Identifying mode coupling wavelengths in doubly-clad optical fibers with deep learning 利用深度学习识别双包层光纤中的模式耦合波长
IF 2.6 3区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-08-30 DOI: 10.1016/j.yofte.2024.103952
Pengyu An, Kanglei Wang, Wenjuan Li, Shujun Men, Jiamin Wang, Yutong Yuan, Lei Zhang

Understanding the transmission of light waves in optical fibers and accurately determining the locations of mode coupling are crucial for enhancing the efficiency of optical devices and advancing innovative technologies such as fiber optic sensors, lasers, and modulators. This study utilizes deep learning and image recognition techniques to identify the wavelengths at which mode coupling occurs in optical fibers. Our research findings show that using the ResNet-18 model allows for the rapid and accurate identification of the wavelengths at which mode coupling occurs in optical fibers, as well as the modes involved, achieving an accuracy close to 100 %. We experimented with sampling the dataset at 5 nm and 10 nm intervals to create smaller training and validation sets. Despite the reduced data volume, high accuracy rates were maintained, exceeding 99 % and 97 % respectively. This study provides new insights into the use of deep learning for precise localization of mode coupling points and tracking of transmission modes in optical fibers.

了解光波在光纤中的传输以及准确确定模式耦合的位置,对于提高光学设备的效率以及推动光纤传感器、激光器和调制器等创新技术的发展至关重要。本研究利用深度学习和图像识别技术来识别光纤中发生模式耦合的波长。我们的研究结果表明,使用 ResNet-18 模型可以快速准确地识别出光纤中发生模式耦合的波长以及所涉及的模式,准确率接近 100%。我们尝试以 5 nm 和 10 nm 的间隔对数据集进行采样,以创建更小的训练集和验证集。尽管数据量减少了,但准确率仍然很高,分别超过 99% 和 97%。这项研究为利用深度学习精确定位光纤中的模式耦合点和跟踪传输模式提供了新的见解。
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引用次数: 0
High-resolution optical fiber underwater acoustic sensor enhanced by PDMS coating 通过 PDMS 涂层增强高分辨率光纤水下声学传感器
IF 2.6 3区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-08-28 DOI: 10.1016/j.yofte.2024.103953
Zhongwei Cao , Haojie Zhang , Xuan Li , Jinxiang Sun , Zhiguo Zhang

This study introduces a high-resolution optical fiber underwater acoustic sensor utilizing a Fabry-Perot (FP) interferometer design. The sensor consists of a single-mode fiber (SMF) integrated with polydimethylsiloxane (PDMS), forming an FP cavity at the coated SMF terminus. The exceptional elasticity of PDMS amplifies vibrations from acoustic stimuli, modulating the FP cavity for effective acoustic wave detection. This integration of the probe within a single fiber, along with the PDMS coating technique, enhances the sensor’s SNR, resolution, and frequency response. The sensor’s simplicity, cost-effectiveness, superior signal-to-noise ratio, and low power consumption make it a promising tool for underwater acoustic applications.

本研究介绍了一种利用法布里-珀罗(FP)干涉仪设计的高分辨率光纤水下声学传感器。该传感器由一根集成了聚二甲基硅氧烷(PDMS)的单模光纤(SMF)组成,在涂有聚二甲基硅氧烷的单模光纤末端形成一个 FP 腔。PDMS 的超强弹性可放大声刺激产生的振动,从而调节 FP 腔,实现有效的声波探测。探头与 PDMS 涂层技术集成在一根光纤中,提高了传感器的信噪比、分辨率和频率响应。该传感器操作简单、成本效益高、信噪比优越且功耗低,是水下声学应用的理想工具。
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引用次数: 0
Cerium oxide for L-band Q-switched pulse laser generation 用于产生 L 波段 Q 开关脉冲激光的氧化铈
IF 2.6 3区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-08-26 DOI: 10.1016/j.yofte.2024.103945
M. Mansor , N.H. Zainol Abidin , E.K. Ng , A.K. Garg , J.Y.C. Liew , M.T. Alresheedi , M.A. Mahdi

Cerium oxide (CeO2), a rare earth metal oxide belonging to the lanthanide group is a mature engineered nanoparticle that has been developed for various industry applications. The nanoparticle features defects in its lattice structure, which is highly advantageous for bandgap tuning, and is acclaimed for its least cytotoxicity among other metal oxides. In this work, CeO2 is employed as a saturable absorber (CeO2-SA) in the generation of an L-band Q-switched erbium-doped fiber laser. Q-switching was attained at 33.33 mW pump power threshold with a central wavelength of 1600.512 nm. Within 33.33 mW to 153.20 mW pump power range, the Q-switched laser obtained pulse repetition rates between 11.00 to 34.48 kHz, and pulse widths between 39.0 to 12.0 µs, with a high maximum pulse energy of 410 nJ. The Q-switched fiber laser remained stable over a 45-minute observation time at 153.20 mW pump power. The room temperature and direct mechanical deposition fabrication technique of the CeO2-SA in this work demonstrates the extreme simplicity and low cost of the device, which would reduce the overall cost and facilitate a wider technology adoption of pulse laser systems.

氧化铈(CeO2)是一种属于镧系元素的稀土金属氧化物,是一种成熟的工程纳米粒子,已开发出多种工业应用。这种纳米粒子的晶格结构存在缺陷,这对于调整带隙非常有利,而且在其他金属氧化物中,它的细胞毒性最小,因而备受赞誉。在这项研究中,CeO2 被用作可饱和吸收体(CeO2-SA),用于产生 L 波段 Q 开关掺铒光纤激光器。在中心波长为 1600.512 nm 的 33.33 mW 泵浦功率阈值下实现了 Q 开关。在 33.33 mW 至 153.20 mW 的泵浦功率范围内,Q 开关激光器获得了 11.00 至 34.48 kHz 的脉冲重复率和 39.0 至 12.0 µs 的脉冲宽度,最大脉冲能量高达 410 nJ。在 153.20 mW 泵浦功率下,Q 开关光纤激光器在 45 分钟的观测时间内保持稳定。这项工作中 CeO2-SA 的室温和直接机械沉积制造技术表明,该器件极其简单且成本低廉,这将降低总体成本,促进脉冲激光系统技术的广泛采用。
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引用次数: 0
Utilization of Te as a saturable absorber for mode-locked 2.8 µm Er3+: ZBLAN fiber laser 将 Te 用作 2.8 µm Er3+ 模式锁定的可饱和吸收体:ZBLAN 光纤激光器
IF 2.6 3区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-08-25 DOI: 10.1016/j.yofte.2024.103950
Peng Liu , Ying Tian , Shuaiyi Zhang , Yongyan Liu , Xueying Yang , Enlin Cai , Bingpeng Li , Junjie Zhang , Shiqing Xu

In this manuscript, we present the experimental realization of a mode-locked Er3+: ZBLAN (ZrF2- BaF2- LaF3- AlF3- NaF) fiber laser operating at mid-infrared (mid-IR) 2.8 μm band, achieved through the utilization of Tellurium (Te) as the saturable absorber (SA). An exploration of their nonlinear optical absorption properties at 2.8 μm was undertaken employing a dual-channel detection methodology. Our investigation reveals that the Te-SA prepared exhibits a significant broadband saturable absorption response, thereby confirming its suitability as SA for passive mode-locked fiber laser at 2.8 μm. The peak average output power pulse and energy of the mode-locked Er3+: ZBLAN fiber laser are 41.2mW and 1.632nJ, respectively. These measurements were conducted at a repetition rate of 25.25 MHz, accompanied by a signal-to-noise ratio (SNR) of 60 dB at a transmit pump power of 600 mW. This is the first demonstration of a mode-locked fiber laser operating in the 2.8 µm mid infrared band using Te-SA.

在本手稿中,我们介绍了在中红外(mid-IR)2.8 μm波段运行的模式锁定Er3+:ZBLAN(ZrF2- BaF2- LaF3- AlF3- NaF)光纤激光器,工作在中红外(mid-IR)2.8 μm 波段,利用碲(Te)作为可饱和吸收体(SA)。我们采用双通道检测方法对它们在 2.8 μm 波段的非线性光学吸收特性进行了研究。研究结果表明,制备的 Te-SA 具有显著的宽带可饱和吸收响应,从而证实了它适合用作 2.8 μm 波长无源模式锁定光纤激光器的可饱和吸收体。锁模 Er3+:ZBLAN 光纤激光器的峰值平均输出功率脉冲和能量分别为 41.2mW 和 1.632nJ。这些测量是在 25.25 MHz 的重复频率下进行的,发射泵浦功率为 600 mW 时的信噪比(SNR)为 60 dB。这是首次展示使用 Te-SA 在 2.8 µm 中红外波段工作的锁模光纤激光器。
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引用次数: 0
Structural design and performance testing of respiratory sensor based on optical fiber end-face coupling 基于光纤端面耦合的呼吸传感器的结构设计和性能测试
IF 2.6 3区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-08-23 DOI: 10.1016/j.yofte.2024.103946
Zhen-Zhang Hu, Qian-Qian Sun, Chong Zhu, Xin-Qi Su, Ming-Yang Chen, Looh Augustine Ngiejungbwen, Tian-Yi Gong, Ying Liang

An optical fiber sensor based on the principle of intensity modulation is proposed, which is composed of plastic optical fibers and silicone tubes. The displacement measurement is achieved by stretching the optical fibers to cause changes in the angle between the end faces, resulting in changes in the coupling efficiency between the end faces. To address the challenges in the performance calibration of fiber optic respiratory sensors, it is proposed to convert the dynamic characteristics measurement of the respiratory sensor into the static performance analysis of the displacement sensor, so as to obtain the characteristics such as sensitivity, linearity, and repeatability, etc. It is further proposed to use a stepper motor to simulate the periodic stretching process of the optical fibers caused by the respiratory process, enabling the analysis of frequency measurement accuracy under different respiratory strengths. Simulation and experimental results demonstrate that the proposed sensor has high linearity, good repeatability, high sensitivity, and a wide measurement range. It can accurately measure respiratory frequency and display amplitude information, providing comprehensive information for respiratory monitoring.

本文提出了一种基于强度调制原理的光纤传感器,它由塑料光纤和硅胶管组成。位移测量是通过拉伸光纤使端面之间的角度发生变化,从而使端面之间的耦合效率发生变化来实现的。为解决光纤呼吸传感器性能校准方面的难题,建议将呼吸传感器的动态特性测量转换为位移传感器的静态性能分析,从而获得灵敏度、线性度和重复性等特性。此外,还建议使用步进电机来模拟呼吸过程对光纤造成的周期性拉伸过程,从而分析不同呼吸强度下的频率测量精度。仿真和实验结果表明,所提出的传感器线性度高、重复性好、灵敏度高、测量范围宽。它能准确测量呼吸频率并显示振幅信息,为呼吸监测提供了全面的信息。
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引用次数: 0
Distributed fiber optic sensing signal recognition based on class-incremental learning 基于类递增学习的分布式光纤传感信号识别
IF 2.6 3区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-08-22 DOI: 10.1016/j.yofte.2024.103940
Zhaoying Liu , Faxiang Zhang , Zhihui Sun , Shaodong Jiang , Zhenhui Duan

Distributed fiber optic sensing (DFOS) based on phase-sensitive optical time-domain reflectance (φ-OTDR) technology has outstanding performance in pipeline safety monitoring and perimeter security detection. Accurate identification of new events remains challenging due to environmental variability and emerging forms of intrusions. In order to solve the problem of failing to accurately identify new events due to the inability to obtain all samples at once in real-time monitoring, this paper proposes an incremental learning network framework for distributed fiber-optic sensing signal recognition. This framework integrates an optimized Learning without Memorizing (LwM) algorithm with an improved ConvNeXt network for dynamic training of new events. An improved Efficient Channel Attention (HECA) is incorporated to thoroughly extract the spatio-temporal features of the intrusion signals collected by the DFOS. The forgetting problem is mitigated during incremental learning using knowledge distillation and optimized Gradient Weighted Class Activation Mapping to generate an attention map. A linear correction layer is added after the output layer to correct the bias towards new classes by rebalancing the information between new and old classes. Experimental comparisons show that the recognition rate for 10 different intrusion signals exceeds 93 %, while the forgetting rate is reduced from a peak of 41.44 % to 5.25 %. The time required to process and train incremental learning for 1000 samples in real time on an edge device (NVIDIA 3050 GPU) is approximately 1060 s, its ability to demonstrating its suitability for deployment in resource-constrained.

基于相位敏感光学时域反射(φ-OTDR)技术的分布式光纤传感(DFOS)在管道安全监控和周边安全检测方面表现出色。由于环境的多变性和新出现的入侵形式,准确识别新事件仍具有挑战性。为了解决实时监测中无法一次性获取所有样本而导致无法准确识别新事件的问题,本文提出了一种用于分布式光纤传感信号识别的增量学习网络框架。该框架集成了优化的无记忆学习(LwM)算法和改进的 ConvNeXt 网络,用于新事件的动态训练。改进的高效信道关注(HECA)用于彻底提取 DFOS 收集的入侵信号的时空特征。在增量学习过程中,利用知识提炼和优化的梯度加权类激活映射来生成注意力图谱,从而缓解遗忘问题。在输出层之后添加了一个线性校正层,通过重新平衡新旧类别之间的信息来纠正对新类别的偏差。实验比较显示,10 种不同入侵信号的识别率超过 93%,而遗忘率则从峰值的 41.44% 降至 5.25%。在边缘设备(英伟达 3050 GPU)上对 1000 个样本进行实时处理和增量学习训练所需的时间约为 1060 秒,这表明它适合部署在资源有限的环境中。
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引用次数: 0
Multi-task metric learning for optical performance monitoring 用于光学性能监测的多任务度量学习
IF 2.6 3区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-08-22 DOI: 10.1016/j.yofte.2024.103927
Qinghui Zeng , Ye Lu , Zhiqiang Liu , Yu Zhang , Haiwen Li

In our experiments, applying few shot metric learning for optical performance monitoring (OPM), we set the dataset as 16-way-6-shot. Modulation format identification (MFI) was utilized as a classification task, and optical signal-to-noise ratio (OSNR) estimation was used as a regression task for joint analysis. Multi-task metric learning (MML) used the adaptive weights to balance the weights of the three metric functions, six modulation formats (QPSK, 8QAM, 16QAM, 32QAM, 64QAM, 128QAM) are classified correctly with 100 % accuracy after 200 epochs. Furthermore, the lowest mean square error (MSE) of OSNR is 0.431 dB. Then, Ablation experiments compute the corresponding similarity (SIM) for each metric function show that the MSE of MML, SIMLocal+Cosine, SIMCosine+Point, SIMLocal+Point, single-task metric learning (SML) and adaptive multi-task learning (AMTL) is 0.431 dB, 0.572 dB, 0.569 dB, 0.567 dB, 0.637 dB, 1.319 dB, respectively. The proposed model achieves the highest accuracy in MFI and the lowest MSE in OSNR estimation. Finally, when comparing the various metric functions while altering the transmission distance of the optical fiber, it was observed that MML stayed within an acceptable range between 200 km and 800 km. This shows that our algorithm requires only a small number of training samples to create a reasonably good model, offering a new approach to solving problems that arise in optical performance monitoring.

在我们的实验中,我们将少数几个镜头的度量学习应用于光学性能监测(OPM),并将数据集设置为 16 路-6 个镜头。调制格式识别(MFI)被用作分类任务,光信噪比(OSNR)估计被用作联合分析的回归任务。多任务度量学习(MML)使用自适应权重来平衡三个度量函数的权重,经过 200 次历时后,六种调制格式(QPSK、8QAM、16QAM、32QAM、64QAM、128QAM)的正确分类率达到 100%。此外,OSNR 的最小均方误差 (MSE) 为 0.431 dB。然后,消融实验计算了每个度量函数的相应相似度(SIM),结果显示,MML、SIMLocal+Cosine、SIMCosine+Point、SIMLocal+Point、单任务度量学习(SML)和自适应多任务学习(AMTL)的 MSE 分别为 0.431 dB、0.572 dB、0.569 dB、0.567 dB、0.637 dB 和 1.319 dB。所提出的模型在 MFI 估算方面达到了最高精度,在 OSNR 估算方面达到了最低 MSE。最后,在改变光纤传输距离的同时比较各种度量函数时发现,MML 在 200 千米到 800 千米之间保持在可接受的范围内。这表明,我们的算法只需要少量的训练样本就能建立一个相当好的模型,为解决光性能监测中出现的问题提供了一种新方法。
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引用次数: 0
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Optical Fiber Technology
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