Compensation of fiber nonlinearities in digital coherent systems leveraging long short-term memory neural networks

S Deligiannidis, A Bogris, C Mesaritakis… - Journal of Lightwave …, 2020 - opg.optica.org
short-term memory (LSTM) neural network architectures for the compensation of fiber
nonlinearities … The numerical results show that LSTM Neural Networks can be very efficient as post …

Reflective fiber fault detection and characterization using long short-term memory

K Abdelli, H Grießer, P Ehrle, C Tropschug… - Journal of Optical …, 2021 - opg.optica.org
… in fiber optics is extremely crucial to ensure the optical network’s survivability and reliability.
Any service outage due to a fiber break results in massive data loss, network … caused by fiber-…

Ultralow complexity long short-term memory network for fiber nonlinearity mitigation in coherent optical communication systems

H Ming, X Chen, X Fang, L Zhang, C Li… - Journal of Lightwave …, 2022 - opg.optica.org
short-term memory network (Bi-LSTM) was numerically studied for the mitigation of fiber
In this paper, we propose a novel center-oriented long shortterm memory network (Co-LSTM…

Wavelength detection of model-sharing fiber Bragg grating sensor networks using long short-term memory neural network

H Jiang, Q Zeng, J Chen, X Qiu, X Liu, Z Chen… - Optics express, 2019 - opg.optica.org
… In this paper, we present a deep network called Long Short-Term Memory (LSTM) for the
wavelength detection of spectrally overlapping FBG sensor network. LSTM, proposed by …

Chaotic optical communications at 56 Gbit/s over 100-km fiber transmission based on a chaos generation model driven by long short-term memory networks

L Jiang, J Feng, L Yan, A Yi, SS Li, H Yang, Y Dong… - Optics Letters, 2022 - opg.optica.org
… a physical layer and is compatible with the existing optical networks. At present, to realize
long-… In this Letter, we introduce long short-term memory (LSTM) networks to learn a nonlinear …

Use of short fiber-reinforced composite with semi-interpenetrating polymer network matrix in fixed partial dentures

S Garoushi, PK Vallittu, LVJ Lassila - Journal of dentistry, 2007 - Elsevier
… results of the present study suggest that the use of short fiber composite (FC) with fiber length
exceeding critical fiber length could offers an alternative approach in framework design of …

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
… The presented LSTM network only requires the initial signal power distribution as the input …
at whole fiber distance is iteratively realized in a feedback loop. Firstly, we train the network in …

Remote transfer of ultrastable frequency references via fiber networks

SM Foreman, KW Holman, DD Hudson… - Review of Scientific …, 2007 - pubs.aip.org
Three distinct techniques exist for distributing an ultrastable frequency reference over
optical fibers. For the distribution of a microwave frequency reference, an amplitude-modulated …

Elasticity of planar fiber networks

XF Wu, YA Dzenis - Journal of Applied Physics, 2005 - pubs.aip.org
… An effective constitutive relation for fiber network is developed by averaging the strain …
A fiber network is a porous structure with fiber volume fraction depending on a specific fiber

Comparison of 2D fiber network orientation measurement methods

EA Sander, VH Barocas - … Materials Research Part A: An Official …, 2009 - Wiley Online Library
… for characterizing fiber … for fiber networks, has not been conducted. In this study, we
constructed 40 two-dimensional test images composed of simulated fiber networks varying in fiber