A Modeling Framework and LSTM Nonlinear Dynamics Predictor for Accelerating Data Generation in Ultrafast Optics and Laser System Design
Ultrafast optics and high-power laser systems are the backbone of nearly every major
industry from semiconductor manufacturing and telecommunications to advanced medical …
industry from semiconductor manufacturing and telecommunications to advanced medical …
[PDF][PDF] A Modeling Framework and LSTM Nonlinear Dynamics Predictor for Accelerating Data Generation in Ultrafast Optics and Laser System Design
Ultrafast optics and high-power laser systems are the backbone of nearly every major
industry from semiconductor manufacturing and telecommunications to advanced medical …
industry from semiconductor manufacturing and telecommunications to advanced medical …
Nonlinear autoregressive with external input neural network for predicting the nonlinear dynamics of supercontinuum generation in optical fibers
LCB Silva, MEV Segatto - JOSA B, 2023 - opg.optica.org
Full characterization of the propagation dynamics of ultra-short pulses in optical fibers is of
fundamental importance in designing optical devices for several applications in the …
fundamental importance in designing optical devices for several applications in the …
Neural networks for modelling nonlinear pulse propagation
The interaction of dispersion and nonlinear effects gives rise to a wide variety of pulse
dynamics and proves to be a fundamental bottleneck for high speed communications …
dynamics and proves to be a fundamental bottleneck for high speed communications …
Optimizing ultrashort pulse in fiber laser based on artificial intelligence algorithm
X Han, Z Huang, J Yue, J Li, X Yan, Y Xia, G Zhang… - Scientific Reports, 2024 - nature.com
Ultrashort pulses, characterized by their short pulse duration, diverse spectral content, and
high peak power, are widely used in fields including laser processing, optical storage …
high peak power, are widely used in fields including laser processing, optical storage …
Low-complexity full-field ultrafast nonlinear dynamics prediction by a convolutional feature separation modeling method
The modeling and prediction of the ultrafast nonlinear dynamics in the optical fiber are
essential for the studies of laser design, experimental optimization, and other fundamental …
essential for the studies of laser design, experimental optimization, and other fundamental …
[HTML][HTML] Modelling self-similar parabolic pulses in optical fibres with a neural network
We expand our previous analysis of nonlinear pulse shaping in optical fibres using machine
learning [Opt. Laser Technol., 131 (2020) 106439] to the case of pulse propagation in the …
learning [Opt. Laser Technol., 131 (2020) 106439] to the case of pulse propagation in the …
Accurate modeling of ultrafast nonlinear pulse propagation in multimode gain fiber
The nonlinear propagation of picosecond or femtosecond optical pulses in multimode fiber
amplifiers underlies a variety of intriguing physical phenomena as well as the potential for …
amplifiers underlies a variety of intriguing physical phenomena as well as the potential for …
Feed-forward neural network as nonlinear dynamics integrator for supercontinuum generation
The nonlinear propagation of ultrashort pulses in optical fibers depends sensitively on the
input pulse and fiber parameters. As a result, the optimization of propagation for specific …
input pulse and fiber parameters. As a result, the optimization of propagation for specific …
Long-Range Prediction of Nonlinear Dynamics in Fibre Optics Using Transformer-Based Neural Network
RKY Chan, Y Zhou, KKY Wong - 2023 Conference on Lasers …, 2023 - ieeexplore.ieee.org
Ultrafast nonlinear dynamics in fibre optics can be simulated using the nonlinear
Schrödinger equation (NLSE). However, the process may be slow if we need to do many …
Schrödinger equation (NLSE). However, the process may be slow if we need to do many …