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
In this work, we analyze different types of recurrent neural networks (RNNs) working under
several different parameters to best model the nonlinear optical dynamics of pulse …

Recurrent Neural Networks and Recurrent Optical Spectrum Slicers as Equalizers in High Symbol Rate Optical Transmission Systems

K Sozos, S Deligiannidis, G Sarantoglou… - Journal of Lightwave …, 2023 - ieeexplore.ieee.org
The transition to the edge-cloud era makes ultra-high data rate signals indispensable for
covering the immense and increasing traffic demands created. This ecosystem also seeks …

[HTML][HTML] Discrete-time state-of-charge estimator for latent heat thermal energy storage units based on a recurrent neural network

H Bastida, I De la Cruz-Loredo, P Saikia… - Applied Energy, 2024 - Elsevier
Energy storage systems enable balancing supply and demand and facilitate the integration
of intermittent renewable energy sources. In particular, latent heat thermal energy storage …

A new integrated machine learning framework for advanced photoemission

H Zhang, J Hirschman, R Lemons, L Sun… - … Beam Shaping XXIII, 2023 - spiedigitallibrary.org
The next generation of ultra-bright photoemission sources may offer opportunities to
enhance our understanding of fundamental spatiotemporal scales. However, modeling …

[PDF][PDF] 深度学习策略下光纤中超短脉冲非线性传输过程表征及控制研究进展

隋皓, 朱宏娜, 贾焕玉, 欧洺余, 李祺, 罗斌… - Chinese Journal of …, 2023 - researching.cn
摘要常规数值求解方法在表征光纤中超短脉冲的非线性传输过程时存在计算量大,
效率低等局限. 随着人工智能的快速发展, 深度学习技术展现出了强大的计算能力 …

[PDF][PDF] Dynamic Random Access Memory Based on Fiber Optic Lines for Optical Computers. Computer Modeling.

AO Semenov, S Tsyrulnyk, OO Semenova, S Baraban… - COLINS (2), 2024 - ceur-ws.org
The study proposes the structure of construction and technical implementation of an optical
operational storage device based on fiber-optic lines for optical computers. The basic …