Physics‐Informed Neural Network for Nonlinear Dynamics in Fiber Optics
… applied for studying various nonlinear effects in optical fibers, mainly due to its straightforward
… in optical fibers have been solved using DL with different neural network structures based …
… in optical fibers have been solved using DL with different neural network structures based …
Neural network-based multimode fiber-optic information transmission
RK Marusarz, MR Sayeh - Applied optics, 2001 - opg.optica.org
… The neural network and multimode optical fiber system that we developed in this project
is … transmitting and receiving the characters A through Z through a multimode optical fiber. …
is … transmitting and receiving the characters A through Z through a multimode optical fiber. …
Recent development in artificial neural network based distributed fiber optic sensors
… fiber sensing data using advanced machine learning methods such as artificial neural networks
(… robotics [7], aerospace [8], audio signal processing [9] and fiber optics [10]. In the field of …
(… robotics [7], aerospace [8], audio signal processing [9] and fiber optics [10]. In the field of …
Proposal for neural-network applications to fiber-optic transmission
T Matsumoto, M Koga, K Noguchi… - … on Neural Networks, 1990 - ieeexplore.ieee.org
… [2], neural networks have not been applied to fiber-optic transmission systems so far. Since
optical fibers … uses, the combination of neural networks and fiber optics is supposed to create …
optical fibers … uses, the combination of neural networks and fiber optics is supposed to create …
Modulation format identification in heterogeneous fiber-optic networks using artificial neural networks
We propose a simple and cost-effective technique for modulation format identification (MFI)
in next-generation heterogeneous fiber-optic networks using an artificial neural network (ANN…
in next-generation heterogeneous fiber-optic networks using an artificial neural network (ANN…
All fiber-optic neural network using coupled SOA based ring lasers
MT Hill, EEE Frietman, H de Waardt… - … on Neural Networks, 2002 - ieeexplore.ieee.org
… Schematic drawing giving the architecture of the optical neural network considered in this
paper. Neurons are indicated by circles in the figure. The neurons are interconnected in an …
paper. Neurons are indicated by circles in the figure. The neurons are interconnected in an …
Fiber-optic temperature sensor based on beat frequency and neural network algorithm
X Tong, Y Shen, X Mao, C Yu, Y Guo - Optical Fiber Technology, 2022 - Elsevier
… method based on neural network algorithm can … fiber laser sensing system based on neural
network algorithm to measure temperature using beat frequency signals is proposed. A fiber …
network algorithm to measure temperature using beat frequency signals is proposed. A fiber …
Long-distance fiber optic vibration sensing using convolutional neural networks as real-time denoisers
S Liehr, C Borchardt, S Münzenberger - Optics Express, 2020 - opg.optica.org
… neural networks (CNNs) to denoise two-dimensional Rayleigh backscatter signals from
standard single-mode optical fibers. We use the wavelength-scanning coherent optical time …
standard single-mode optical fibers. We use the wavelength-scanning coherent optical time …
A review of optical neural networks
X Sui, Q Wu, J Liu, Q Chen, G Gu - IEEE Access, 2020 - ieeexplore.ieee.org
… of FSOI, and then in terms of WOI, we introduce the all-optical neural network (AONN) based
on fiber optics and integrated photonic technology in Sec. IV. Futhermore, we elaborate the …
on fiber optics and integrated photonic technology in Sec. IV. Futhermore, we elaborate the …
Physics-informed neural network for optical fiber parameter estimation from the nonlinear Schrödinger equation
… -informed neural network (PINN)-based method is proposed for optical fiber parameter …
approach performs well and can be further extended to multiple applications in fiber optics. …
approach performs well and can be further extended to multiple applications in fiber optics. …
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