Nonlinear-Distortion Free Communication over the Optical Fibre Channel

Información del proyecto

FRECOM

Identificador del acuerdo de subvención: 771878

DOI

10.3030/771878

Proyecto cerrado

Fecha de la firma de la CE 12 Febrero 2018

Fecha de inicio 1 Marzo 2018

Fecha de finalización 31 Agosto 2023

Financiado con arreglo a

• EXCELLENT SCIENCE - European Research Council (ERC)

Coste total

€ 2 000 000,00

Aportación de la UE

€ 2 000 000,00

Coordinado por

DANMARKS TEKNISKE UNIVERSITET
Denmark

CORDIS proporciona enlaces a los documentos públicos y las publicaciones de los proyectos de los programas marco HORIZONTE.

Los enlaces a los documentos y las publicaciones de los proyectos del Séptimo Programa Marco, así como los enlaces a algunos tipos de resultados específicos, como conjuntos de datos y «software», se obtienen dinámicamente de OpenAIRE .

Resultado final

Open Research Data Pilot (1)

Data Management Plan

In this deliverable, we will provide guidelines on how to use the data and also the numerical simulation tools.

Publicaciones

Peer reviewed articles (25)

Simultaneous gain profile design and noise figure prediction for Raman amplifiers using machine learning

Autores: Uiara Celine de Moura, Ann Margareth Rosa Brusin, Andrea Carena, Darko Zibar, and Francesco Da Ros
Publicado en: Optics Letters, 2021, ISSN 0146-9592
Editor: Optical Society of America
DOI: 10.1364/ol.417243

Inverse System Design Using Machine Learning: The Raman Amplifier Case

Autores: Darko Zibar, Ann Margareth Rosa Brusin, Uiara C. de Moura, Francesco Da Ros, Vittorio Curri, Andrea Carena
Publicado en: Journal of Lightwave Technology, Edición 38/4, 2020, Página(s) 736-753, ISSN 0733-8724
Editor: Optical Society of America
DOI: 10.1109/jlt.2019.2952179

Geometric Constellation Shaping for Fiber-Optic Channels via End-to-End Learning

Autores: Ognjen Jovanovic, Francesco Da Ros, Darko Zibar, Metodi P. Yankov
Publicado en: Journal of Lightwave Technology, 2023, ISSN 1558-2213
Editor: Optical Society of America
DOI: 10.1109/jlt.2023.3276300

Approaching optimum phase measurement in the presence of amplifier noise

Autores: Darko Zibar, Jens E. Pedersen, Poul Varming, Giovanni Brajato, and Francesco Da Ros
Publicado en: Optica, 2021, ISSN 2334-2536
Editor: Optica
DOI: 10.1364/optica.431668

Experimental validation of machine-learning based spectral-spatial power evolution shaping using Raman amplifiers

Autores: Mehran Soltani, Francesco Da Ros, Andrea Carena, and Darko Zibar
Publicado en: Optics Express, 2022, ISSN 1094-4087
Editor: Optical Society of America
DOI: 10.1364/oe.475873

Reservoir-Computing Based Equalization With Optical Pre-Processing for Short-Reach Optical Transmission

Autores: Francesco Da Ros, Stenio M. Ranzini, Henning Bulow, Darko Zibar
Publicado en: IEEE Journal of Selected Topics in Quantum Electronics, Edición 26/5, 2020, Página(s) 1-12, ISSN 1077-260X
Editor: Institute of Electrical and Electronics Engineers
DOI: 10.1109/jstqe.2020.2975607

Inverse design of a Raman amplifier in frequency and distance domains using convolutional neural networks

Autores: Mehran Soltani, Francesco Da Ros, Andrea Carena, and Darko Zibar
Publicado en: Optics Letts, 2021, ISSN 0146-9592
Editor: Optical Society of America
DOI: 10.1364/ol.422884

Experimental demonstration of nonlinear frequency division multiplexing transmission with neural network receiver

Autores: Simone Gaiarin, Francesco DaRos, Nicola De Renzis, Rasmus Thomas Jones, Darko Zibar
Publicado en: Journal of Lightwave Technology, 2020, Página(s) 1-1, ISSN 0733-8724
Editor: Optical Society of America
DOI: 10.1109/jlt.2020.3016685

Experimental characterization of Raman amplifier optimization through inverse system design

Autores: Uiara Celine Demoura, Francesco Da Ros, Ann Margareth Rosa Brusin, Andrea Carena, Darko Zibar
Publicado en: Journal of Lightwave Technology, 2020, Página(s) 1-1, ISSN 0733-8724
Editor: Optical Society of America
DOI: 10.1109/jlt.2020.3036603

Bayesian filtering framework for noise characterization of frequency combs

Autores: Giovanni Brajato, Lars Lundberg, Victor Torres-Company, Magnus Karlsson, Darko Zibar
Publicado en: Optics Express, Edición 28/9, 2020, Página(s) 13949, ISSN 1094-4087
Editor: Optical Society of America
DOI: 10.1364/oe.391165

End-to-end Learning of a Constellation Shape Robust to Channel Condition Uncertainties

Autores: Ognjen Jovanovic, Metodi Plamenov Yankov, Francesco Da Ros, Darko Zibar
Publicado en: Journal of Lightwave Technology, 2022, ISSN 0733-8724
Editor: Optical Society of America
DOI: 10.1109/jlt.2022.3169993

Spectral and spatial power evolution design with machine learning-enabled Raman amplification

Autores: Mehran Soltani, Francesco Da Ros, Andrea Carena, Darko Zibar
Publicado en: Journal of Lightwave Technology, 2022, ISSN 0733-8724
Editor: Optical Society of America
DOI: 10.1109/jlt.2022.3154471

Dual-Polarization NFDM Transmission With Continuous and Discrete Spectral Modulation

Autores: Francesco Da Ros, Stella Civelli, Simone Gaiarin, Edson Porto da Silva, Nicola De Renzis, Marco Secondini, Darko Zibar
Publicado en: Journal of Lightwave Technology, Edición 37/10, 2019, Página(s) 2335-2343, ISSN 0733-8724
Editor: Optical Society of America
DOI: 10.1109/JLT.2019.2904102

Tunable Optoelectronic Chromatic Dispersion Compensation Based on Machine Learning for Short-Reach Transmission

Autores: Stenio M. Ranzini, Francesco Da Ros, Henning Bülow, Darko Zibar
Publicado en: Applied Sciences, Edición 9/20, 2019, Página(s) 4332, ISSN 2076-3417
Editor: MDPI Applied Science
DOI: 10.3390/app9204332

Highly—sensitive phase and frequency noise measurement technique using Bayesian filtering

Autores: Darko Zibar, HounMan Chin, Yeyu Tong, Nitin Jain, Joel Guo, Lin Chang, Tobias Gehring, John E. Bowers, Ulrik L. Andersen
Publicado en: IEEE Photonics Technology Letters, 2019, Página(s) 1-1, ISSN 1041-1135
Editor: Institute of Electrical and Electronics Engineers
DOI: 10.1109/lpt.2019.2945051

Impact of transmitter phase noise on NFDM transmission with discrete spectral modulation

Autores: Francesco Da Ros, Simone Gaiarin, Darko Zibar
Publicado en: IEEE Photonics Technology Letters, 2019, Página(s) 1-1, ISSN 1041-1135
Editor: Institute of Electrical and Electronics Engineers
DOI: 10.1109/lpt.2019.2946451

Machine Learning Assisted Fiber Bragg Grating-Based Temperature Sensing

Autores: Martin S. E. Djurhuus, Stefan Werzinger, Bernhard Schmauss, Anders T. Clausen, Darko Zibar
Publicado en: IEEE Photonics Technology Letters, Edición 31/12, 2019, Página(s) 939-942, ISSN 1041-1135
Editor: Institute of Electrical and Electronics Engineers
DOI: 10.1109/lpt.2019.2913992

Dual-Polarization NFDM Transmission Using Distributed Raman Amplification and NFT-Domain Equalization

Autores: Simone Gaiarin, Francesco Da Ros, Nicola De Renzis, Edson P. da Silva, Darko Zibar
Publicado en: IEEE Photonics Technology Letters, Edición 30/22, 2018, Página(s) 1983-1986, ISSN 1041-1135
Editor: Institute of Electrical and Electronics Engineers
DOI: 10.1109/lpt.2018.2874204

Characterization and Optimization of Four-Wave-Mixing Wavelength Conversion System

Autores: Pawel Marcin Kaminski, Francesco Da Ros, Edson Porto da Silva, Minhao Pu, Metodi Plamenov Yankov, Elizaveta Semenova, Kresten Yvind, Anders Thomas Clausen, Soeren Forchhammer, Leif Katsuo Oxenloewe, Michael Galili
Publicado en: Journal of Lightwave Technology, 2019, Página(s) 1-1, ISSN 0733-8724
Editor: Optical Society of America
DOI: 10.1109/jlt.2019.2933226

Low-complexity carrier phase recovery based on principal component analysis for square-QAM modulation formats

Autores: Júlio César Medeiros Diniz, Qirui Fan, Stenio Magalhães Ranzini, Faisal Nadeem Khan, Francesco Da Ros, Darko Zibar, Alan Pak Tao Lau
Publicado en: Optics Express, Edición 27/11, 2019, Página(s) 15617, ISSN 1094-4087
Editor: Optical Society of America
DOI: 10.1364/oe.27.015617

Introducing Load Aware Neural Networks for Accurate Predictions of Raman Amplifiers

Autores: A. Margareth Rosa Brusin, Uiara C. de Moura, Vittorio Curri, Darko Zibar, Andrea Carena
Publicado en: Journal of Lightwave Technology, Edición 38/23, 2020, Página(s) 6481-6491, ISSN 0733-8724
Editor: Optical Society of America
DOI: 10.1109/jlt.2020.3014810

Toward Intelligence in Photonic Systems

Autores: Darko Zibar, Francesco Da Ros, Giovanni Brajato, Uiara C. de Moura
Publicado en: Optics and Photonics News, Edición 31/3, 2020, Página(s) 34, ISSN 1047-6938
Editor: Optical Society of America
DOI: 10.1364/opn.31.3.000034

Gradient-free training of autoencoders for non-differentiable communication channels

Autores: Ognjen Jovanovic, Metodi Plamenov Yankov, Francesco Da Ros, Darko Zibar
Publicado en: Journal of Lightwave Technology, 2021, ISSN 0733-8724
Editor: Optical Society of America
DOI: 10.1109/jlt.2021.3103339

End-to-end optimization of coherent optical communications over the split-step Fourier method guided by the nonlinear Fourier transform theory

Autores: Simone Gaiarin, Francesco Daros, Rasmus Thomas Jones, Darko Zibar
Publicado en: Journal of Lightwave Technology, 2020, Página(s) 1-1, ISSN 0733-8724
Editor: Optical Society of America
DOI: 10.1109/jlt.2020.3033624

Multi-band programmable gain Raman amplifier

Autores: Uiara Celine De Moura, Md Asif Iqbal, Morteza Kamalian-Kopae, Lukasz Krzczanowicz, Francesco Da Ros, Ann Margareth Rosa Brusin, Andrea Carena, Wladek Forysiak, Sergei K. Turitsyn, Darko Zibar
Publicado en: Journal of Lightwave Technology, 2020, Página(s) 1-1, ISSN 0733-8724
Editor: Optical Society of America
DOI: 10.1109/jlt.2020.3033768

Conference proceedings (14)

End-to-end optimized nonlinear Fourier transform-based coherent communications

Autores: Simone Gaiarin, Rasmus T. Jones, Francesco Da Ros, Darko Zibar
Publicado en: Conference on Lasers and Electro-Optics, 2020, Página(s) SF2L.4, ISBN 978-1-943580-76-7
Editor: OSA
DOI: 10.1364/cleo_si.2020.sf2l.4

Optimization of Fiber Optics Communication Systems via End-to-End Learning

Autores: Ognjen Jovanovic, Rasmus T. Jones, Simone Gaiarin, Metodi P. Yankov, Francesco Da Ros, Darko Zibar
Publicado en: 2020 22nd International Conference on Transparent Optical Networks (ICTON), 2020, Página(s) 1-3, ISBN 978-1-7281-8423-4
Editor: IEEE
DOI: 10.1109/icton51198.2020.9203560

Advancing classical and quantum communication systems with machine learning

Autores: D. Zibar, U. C. Moura, H. M. Chin, A. M. Rosa Brusin, N. Jain, F. Da Ros, S. Kleis, C. Schaeffer, T. Gehring, U. L. Andersen, A. Carena
Publicado en: Optical Fiber Communication Conference (OFC) 2020, 2020, Página(s) W1K.1, ISBN 978-1-943580-71-2
Editor: OSA
DOI: 10.1364/ofc.2020.w1k.1

Experimental demonstration of arbitrary Raman gain–profile designs using machine learning

Autores: Uiara C. de Moura, Francesco Da Ros, A. Margareth Rosa Brusin, Andrea Carena, Darko Zibar
Publicado en: Optical Fiber Communication Conference (OFC) 2020, 2020, Página(s) T4B.2, ISBN 978-1-943580-71-2
Editor: OSA
DOI: 10.1364/ofc.2020.t4b.2

Machine learning-based Raman amplifier design

Autores: D. Zibar, A. Ferrari, V. Curri, A. Carena
Publicado en: Optical Fiber Communication Conference (OFC) 2019, Edición Proceedings of Optical Fibre Communication (OFC) Conference, 2019, Página(s) M1J.1, ISBN 978-1-943580-53-8
Editor: OSA
DOI: 10.1364/ofc.2019.m1j.1

End-to-end Learning for GMI Optimized Geometric Constellation Shape

Autores: Jones, Rasmus T.; Yankov, Metodi P.; Zibar, Darko
Publicado en: European Conference on Optical Communication (ECOC), Edición 1, 2019
Editor: IEEE

Geometric Constellation Shaping for Fiber Optic Communication Systems via End-to-end Learning

Autores: Jones, Rasmus T.; Eriksson, Tobias A.; Yankov, Metodi P.; Puttnam, Benjamin J.; Rademacher, Georg; Luis, Ruben S.; Zibar, Darko
Publicado en: European Conference on Optical Communication (ECOC), Edición 1, 2018
Editor: IEEE

An ultra-fast method for gain and noise prediction of Raman amplifiers

Autores: Brusin, Ann Margareth Rosa; Curri, Vittorio; Zibar, Darko; Carena, Andrea
Publicado en: European Conference on Optical Communication (ECOC), Edición 1, 2019
Editor: IEEE

Impact of Laser Phase Noise on Nonlinear Frequency Division Multiplexing Systems

Autores: Francesco Da Ros, Simone Gaiarin, Darko Zibar
Publicado en: Conference on Lasers and Electro-Optics, Edición CLEO US, 2019, Página(s) SW3O.6, ISBN 978-1-943580-57-6
Editor: OSA
DOI: 10.1364/cleo_si.2019.sw3o.6

Deep Learning of Geometric Constellation Shaping Including Fiber Nonlinearities

Autores: Rasmus T. Jones, Tobias A. Eriksson, Metodi P. Yankov, Darko Zibar
Publicado en: 2018 European Conference on Optical Communication (ECOC), 2018, Página(s) 1-3, ISBN 978-1-5386-4862-9
Editor: IEEE
DOI: 10.1109/ecoc.2018.8535453

Joint Learning of Laser Relative Intensity and Frequency Noise from Single Experiment and Single Detected Quadrature

Autores: G. Brajato, D. Zibar
Publicado en: 2018 European Conference on Optical Communication (ECOC), 2018, Página(s) 1-3, ISBN 978-1-5386-4862-9
Editor: IEEE
DOI: 10.1109/ecoc.2018.8535269

Phase Compensation for Continuous Variable Quantum Key Distribution

Autores: Hou-Man Chin, Darko Zibar, Nitin Jain, Tobias Gehring, Ulrik L. Andersen
Publicado en: Conference on Lasers and Electro-Optics, 2019, Página(s) JF2F.1, ISBN 978-1-943580-57-6
Editor: OSA
DOI: 10.1364/cleo_at.2019.jf2f.1

Optical Frequency Comb Noise Characterization Using Machine Learning

Autores: Giovanni Brajato, Lars Lundberg, Victor Torres-Company, Darko Zibar
Publicado en: European Conference on Optical Communication, 2019
Editor: IEEE

Nonlinear Fourier Transform: Perpetual Research Topic or Future Game-Changer?

Autores: F. Da Ros, S. Gaiarin, R. T. Jones, O. Jovanovic, E. P. da Silva, D. Zibar
Publicado en: OSA Advanced Photonics Congress (AP) 2020 (IPR, NP, NOMA, Networks, PVLED, PSC, SPPCom, SOF), 2020, Página(s) SpTu2I.1, ISBN 978-1-943580-79-8
Editor: OSA
DOI: 10.1364/sppcom.2020.sptu2i.1

Book chapters (1)

End-to-end learning for fiber-optic communication systems

Autores: Ognjen Jovanovic, Francesco Da Ros, Metodi Plamenov Yankov, Darko Zibar
Publicado en: 2022, ISBN 9780323852272
Editor: Elsevier ScienceDirect
DOI: 10.1016/b978-0-32-385227-2.00012-7