Electronic Population Reconstruction from Strong-Field-Modified Absorption Spectra with a Convolutional Neural Network

D Richter, A Magunia, M Rebholz, C Ott, T Pfeifer - Optics, 2024 - mdpi.com
We simulate ultrafast electronic transitions in an atom and corresponding absorption line
changes with a numerical, few-level model, similar to previous work. In addition, a …

Simultaneous temporal and spectral evolution of ultrafast optical pulse propagation using a single bidirectional LSTM network

GR Martins, LCB da Silva, MEV Segatto… - Optical Fiber …, 2024 - Elsevier
Numerical simulations of optical pulse evolution are often a cumbersome task, mostly due to
the presence of nonlinearities, and standard numerical approaches like splitting methods …

[PDF][PDF] 被动锁模光纤激光器中孤子束缚态动力学特征提取与预测

刘聪聪, 何江勇, 李晋, 宁钰, 周逢凯, 王攀… - Chinese Journal of …, 2023 - researching.cn
摘要基于非线性偏振旋转技术搭建了1550 nm 波段的被动锁模光纤激光器,
结合时间拉伸色散傅里叶变换实时探测技术, 对激光器中孤子束缚态动力学进行了测量 …

[HTML][HTML] A Fast Prediction Framework for Multi-Variable Nonlinear Dynamic Modeling of Fiber Pulse Propagation Using DeepONet

Y Zhu, S Kitajima, N Nishizawa - Applied Sciences, 2024 - mdpi.com
Featured Application This study presents a novel method for simulating fiber pulse
propagation using the DeepONet architecture, significantly reducing computation time …

Polarization control parameters evolution of genetic algorithm‐based 2 µm Tm‐doped fiber laser

G Liu, Y Wang, A Xian, K Wu, X Yin… - Microwave and …, 2024 - Wiley Online Library
In this paper, we explored the different performances of the evolution of polarization control
parameters under algorithm optimization in one‐dimensional, two‐dimensional, and three …

A Survey of Deep Learning for Remote Sensing, Earth Intelligence and Decision Making

N Kussul, V Kuzin, A Shelestov - IEEE lnternational Conference on …, 2024 - Springer
This article presents a comprehensive overview of the applications of deep learning
techniques in remote sensing. It discusses various neural network architectures, including …

Reservoir computing goes fully analogue

X Yan - Nature Electronics, 2022 - nature.com
Reservoir computing goes fully analogue | Nature Electronics Skip to main content Thank you
for visiting nature.com. You are using a browser version with limited support for CSS. To obtain …

Comparison of LSTM and MLP Trained Under Differential Privacy for Intrusion Detection

D Machooka, X Yuan, K Roy… - … Conference on Artificial …, 2024 - ieeexplore.ieee.org
There is an escalation in cyber-attacks on cyber-physical systems and IoT devices. Intrusion
detection systems are becoming increasingly crucial in detecting and thwarting adversarial …

Enhanced bi-LSTM for Modeling Nonlinear Amplification Dynamics of Ultra-Short Optical Pulses

K Saraeva, A Bednyakova - Photonics, 2024 - mdpi.com
Fiber amplifiers are essential devices for optical communication and laser physics, yet the
intricate nonlinear dynamics they exhibit pose significant challenges for numerical modeling …

Learning Nonlinear Waves in Plasmon-induced Transparency

J Cheng, Z Cen, S Xu - arXiv preprint arXiv:2108.01508, 2021 - arxiv.org
Plasmon-induced transparency (PIT) displays complex nonlinear dynamics that find critical
phenomena in areas such as nonlinear waves. However, such a nonlinear solution depends …