Deep learning based pulse prediction of nonlinear dynamics in fiber optics

H Sui, H Zhu, L Cheng, B Luo, S Taccheo, X Zou… - Optics …, 2021 - opg.optica.org
… 3.2 Pulse prediction in the soliton pair evolution in HNLF In addition, we consider pulse
prediction in a more complex dynamic that the soliton pair evolution in HNLF. Two different cases …

Physics-based deep learning for modeling nonlinear pulse propagation in optical fibers

H Sui, H Zhu, B Luo, S Taccheo, X Zou, L Yan - Optics Letters, 2022 - opg.optica.org
… of great interest in nonlinear fiber optics and have important applications in the fields of …
prediction results with varied initial pulse widths. The predicted pulse profiles with an initial pulse

Neural Networks for predicting optical pulse propagation through highly nonlinear fibers

N Gautam, A Choudhary, B Lall - 2021 National Conference on …, 2021 - ieeexplore.ieee.org
predict the output pulse profile after transmission through highly nonlinear and dispersive
fibers… set of input and output pulses for the case of both known and unknown fibers. Since each …

Predicting nonlinear multi-pulse propagation in optical fibers via a lightweight convolutional neural network

H Sui, H Zhu, H Jia, Q Li, M Ou, B Luo, X Zou, L Yan - Optics Letters, 2023 - opg.optica.org
… of nonlinear fiber optics, with significant applications in fiber … network to predict multi-pulse
propagation in optical fiber. The … modeling and predicting the multi-pulse evolution through the …

Dispersion characterization and pulse prediction with machine learning

S Lohani, EM Knutson, W Zhang, RT Glasser - OSA Continuum, 2019 - opg.optica.org
… We also develop a neural network to make predictions for input probe pulses that propagate
predicting optimal pulse shapes for a desired output. The setup requires only a single pulse

Predicting ultrafast nonlinear dynamics in fibre optics with a recurrent neural network

L Salmela, N Tsipinakis, A Foi, C Billet… - Nature machine …, 2021 - nature.com
… However, short pulse dynamics are highly nonlinear, and optimizing pulse propagation for
… model and predict complex nonlinear propagation in optical fibre, solely from the input pulse

Comparative study of neural network architectures for modelling nonlinear optical pulse propagation

N Gautam, A Choudhary, B Lall - Optical Fiber Technology, 2021 - Elsevier
… We aim to emulate fiber propagation and predict the shape of the output pulse for known
as … In order to maximize the capacity of fiber optical communication systems the linear and …

Design and analysis of recurrent neural networks for ultrafast optical pulse nonlinear propagation

GR Martins, LCB Silva, MEV Segatto, HRO Rocha… - Optics Letters, 2022 - opg.optica.org
… can predict optical pulse propagation and model how they are affected by nonlinearity
over a fiber length with minimal errors. The two types of RNNs employed to predict our time-series …

Single-point curved fiber optic pulse sensor for physiological signal prediction based on the genetic algorithm-support vector regression model

L Xiong, H Zhong, S Wan, J Yu - Optical Fiber Technology, 2024 - Elsevier
… of measured pulsefiber pulse sensor (CFPS) was used to collect the pulse wave signal
of a human radial artery. The features of the pulse wave signal were used to estimate the pulse

Modeling pulse propagation in fiber optical parametric amplifier by a long short-term memory network

H Sui, H Zhu, J Wu, B Luo, S Taccheo, X Zou - Optik, 2022 - Elsevier
… Besides, we focus on predicting the evolution of signal pulse by varying the initial signal …
In this work, we focus on the prediction of signal pulse evolution operating in the small-signal …