English

Experimental Validation of Spectral-Spatial Power Evolution Design Using Raman Amplifiers

Machine Learning 2022-06-16 v1 Signal Processing Applied Physics
Authors: Mehran Soltani , Francesco Da Ros , Andrea Carena , Darko Zibar
View on arXiv ↗ PDF ↗

Abstract

We experimentally validate a machine learning-enabled Raman amplification framework, capable of jointly shaping the signal power evolution in two domains: frequency and fiber distance. The proposed experiment addresses the amplification in the whole C-band, by optimizing four first-order counter-propagating Raman pumps.

Keywords

cmos circuit design

Cite

@article{arxiv.2206.07658,
  title  = {Experimental Validation of Spectral-Spatial Power Evolution Design Using Raman Amplifiers},
  author = {Mehran Soltani and Francesco Da Ros and Andrea Carena and Darko Zibar},
  journal= {arXiv preprint arXiv:2206.07658},
  year   = {2022}
}

Comments

4 pages, 5 figures

Related papers

View all related →
Emerging Technologies · Computer Science
Experimental validation of machine-learning based spectral-spatial power evolution shaping using Raman amplifiers
Mehran Soltani, Francesco Da Ros, Andrea Carena, Darko Zibar
2022-12-14
Applied Physics · Physics
Experimental characterization of Raman amplifier optimization through inverse system design
Uiara Celine de Moura, Francesco Da Ros, Ann Margareth Rosa Brusin, Andrea Carena +1
2021-03-05
Applied Physics · Physics
Experimental demonstration of arbitrary Raman gain-profile designs using machine learning
Uiara C. de Moura, Francesco Da Ros, A. Margareth Rosa Brusin, Andrea Carena +1
2019-10-25
Signal Processing · Electrical Eng. & Systems
Inverse design of Raman amplifier in frequency and distance domain using Convolutional Neural Networks
Mehran Soltani, Francesco Da Ros, Andrea Carena, Darko Zibar
2021-03-08
Signal Processing · Electrical Eng. & Systems
Power Evolution Prediction and Optimization in a Multi-span System Based on Component-wise System Modeling
Metodi P. Yankov, Uiara Celine de Moura, Francesco Da Ros
2020-09-14
Signal Processing · Electrical Eng. & Systems
Spectral and spatial power evolution design with machine learning-enabled Raman amplification
Mehran Soltani, Francesco Da Ros, Andrea Carena, Darko Zibar
2022-06-22
Applied Physics · Physics
Simultaneous gain profile design and noise figure prediction for Raman amplifiers using machine learning
Uiara Celine de Moura, Ann Margareth Rosa Brusin, Andrea Carena, Darko Zibar +1
2021-03-05
Applied Physics · Physics
Machine learning-based Raman amplifier design
D. Zibar, A. Ferrari, V. Curri, A. Carena
2018-11-27
Signal Processing · Electrical Eng. & Systems
Flexible Raman Amplifier Optimization Based on Machine Learning-aided Physical Stimulated Raman Scattering Model
Metodi Plamenov Yankov, Francesco Da Ros, Uiara Celine de Moura, Andrea Carena +1
2022-06-16
Signal Processing · Electrical Eng. & Systems
Signal and Backward Raman Pump Power Optimization in Multi-Band Systems Using Fast Power Profile Estimation
Yanchao Jiang, Jad Sarkis, Stefano Piciaccia, Fabrizio Forghieri +1
2025-04-09
Applied Physics · Physics
Multi-band programmable gain Raman amplifier
Uiara Celine de Moura, Md Asif Iqbal, Morteza Kamalian, Lukasz Krzczanowicz +6
2021-03-05
Optics · Physics
Inter-Modal Raman Amplification in Space-division Multiplexed Systems
Mario Zitelli, Louis Andreoli, Claire Autebert, Jean-Philippe Gauthier +2
2024-03-21
Plasma Physics · Physics
Multi-frequency Raman amplifiers
Ido Barth, Nathaniel J. Fisch
2018-04-04
Optics · Physics
Simultaneous polarization attraction and Raman amplification of a light beam in optical fibers
Philippe Morin, Stéphane Pitois, Julien Fatome
2012-07-20
Optics · Physics
Spatial beam dynamics in graded-index multimode fibers under Raman amplification:a variational approach
Ashis Paul, Anuj P. Lara, Samudra Roy, Govind P. Agrawal
2023-06-29
Optics · Physics
Improved Physics-based Raman Amplifier Model in C+L Networks through Input Parameter Refinement
Yihao Zhang, Xiaomin Liu, Qizhi Qiu, Yichen Liu +3
2024-05-31
Optics · Physics
Ultra-broad Band Signal Amplification Using Supercontinuum Generation
Yikuan Li, Chun Jiang
2018-11-02
Plasma Physics · Physics
Raman amplification in the coherent wavebreaking regime
John P. Farmer, Alexander Pukhov
2016-06-17
Optics · Physics
Intrinsic mechanism for spectral evolution in single-frequency Raman fiber amplifier
Liu Wei, Ma Pengfei, Miao Yu, Zhou Pu +2
2017-07-26
Atomic Physics · Physics
Enhancing the area of a Raman atom interferometer using a versatile double-diffraction technique
Thomas Lévèque, A. Gauguet, Franck Michaud, Franck Pereira Dos Santos +1
2009-08-24
Signal Processing · Electrical Eng. & Systems
Transfer Learning-Enabled Efficient Raman Pump Tuning under Dynamic Launch Power for C+L Band Transmission
Jiaming Liu, Rui Wang, JinJiang Li, Hong Lin +2
2025-10-21
Optics · Physics
Beam propagation in an active nonlinear graded-index fiber
Anuj P. Lara, Samudra Roy, Govind P. Agrawal
2023-10-24
Optics · Physics
Ultrasensitive Doppler Raman spectroscopy using radio frequency phase shift detection
David R. Smith, Jeffrey J. Field, David G. Winters, Scott Domingue +4
2019-12-11
Optics · Physics
Spatial Division Multiplexing for Multiplex Coherent Anti-Stokes Raman Scattering
T. Mansuryan, A. Tonello, K. Krupa, A. Desmouliere +11
2023-04-03
Signal Processing · Electrical Eng. & Systems
An ultra-fast method for gain and noise prediction of Raman amplifiers
Ann Margareth Rosa Brusin, Vittorio Curri, Darko Zibar, Andrea Carena
2019-05-03
R2 v1 2026-06-24T11:52:42.873Z