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Fibre optic nonlinear technologies

Deliverables

Declarations of Conformity submitted to EC

Declarations of Conformity submitted to EC

Achievable rate and transmission distance of the NFT based communication system

Achievable rate and transmission distance of the NFT based communication system

Open-to-all Workshop 1 (OTAW I) (details on courses provided and ESR attendance record)

Open-to-all Workshop 1 (OTAW I) (details on courses provided and ESR attendance record)

Numerical and experimental validation of the robust modulation formats

Numerical and experimental validation of the robust modulation formats

Multi-user communication and information theory

Multi-user communication and information theory

Open-to-all Workshop III (OTAW III) (details on courses provided and ESR attendance record)

Open-to-all Workshop III (OTAW III) (details on courses provided and ESR attendance record)

3rd year FONTE workshop (details on courses provided and ESR attendance record)

3rd year FONTE workshop details on courses provided and ESR attendance record

Numerical verification advanced modulation techniques

Numerical verification advanced modulation techniques

TSW III (details on courses provided and ESR attendance record)

TSW III details on courses provided and ESR attendance record

Review and optimization results for the NIS NFT-based systems

Review and optimization results for the NIS NFT-based systems

System identification and parameter estimation

System identification and parameter estimation

Final FONTE workshop (details on courses provided and ESR attendance record)

Final FONTE workshop details on courses provided and ESR attendance record

Report on the major impairments in NFT-based transmission

Report on the major impairments in NFT-based transmission

Open-to-all Workshop II (OTAW II) (details on courses provided and ESR attendance record)

Open-to-all Workshop II (OTAW II) (details on courses provided and ESR attendance record)

Transmission regime definition and plan of experiments

Transmission regime definition and plan of experiments

NFT-WDM transmission systems

NFTWDM transmission systems

Quantification of performance degradation due to components imperfection

Quantification of performance degradation due to components imperfection

Interim report on publications and public engagement activities completed

Interim report on publications and public engagement activities completed

New modulation techniques for NFT systems

New modulation techniques for NFT systems

Principles of linear and nonlinear frequency-division multiplexing

Principles of linear and nonlinear frequency-division multiplexing

Survey of machine learning algorithms for optical performance monitoring

Survey of machine learning algorithms for optical performance monitoring

Software implementations of the developed robust NFT algorithms

Software implementations of the developed robust NFT algorithms

Final report on publications and public engagement activities completed

Final report on publications and public engagement activities completed

2nd year FONTE workshop(details on courses provided and ESR attendance record)

2nd year FONTE workshop(details on courses provided and ESR attendance record)

Experimental transmissions of NFT-based systems, including (1) the NFDM systems and (2) the nonlinear inverse synthesis systems

Experimental transmissions of NFTbased systems including 1 the NFDM systems and 2 the nonlinear inverse synthesis systems

1st year FONTE workshop and TSW I (details on courses provided)

1st year FONTE workshop and TSW I (details on courses provided)

Performance analysis of monitoring techniques based on machine learning

Performance analysis of monitoring techniques based on machine learning

Capacity limits of NFDM optical fibre networks

Capacity limits of NFDM optical fibre networks

4 Doctoral degrees awarded (except for TUD, where doctoral studies take four years)

4 Doctoral degrees awardedexcept for TUD where doctoral studies take four years

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Publications

Model-Based Deep Learning of Joint Probabilistic and Geometric Shaping for Optical Communication

Author(s): Vladislav Neskorniuk, Andrea Carnio, Domenico Marsella, Sergei K. Turitsyn, Jaroslaw E. Prilepsky, Vahid Aref
Published in: 2022 Conference on Lasers and Electro-Optics (CLEO), OSA Technical Digest (Optica Publishing Group, 2022), paper (SW4E.5), 2022
Publisher: Optica Publishing
DOI: 10.48550/arxiv.2204.07457

On the Comparison of Single-Carrier vs. Digital Multi-Carrier Signaling for Long-Haul Transmission of Probabilistically Shaped Constellation Formats

Author(s): Kaoutar Benyahya; Amirhossein Ghazisaeidi; Vahid Aref; Mathieu Chagnon; Aymeric Arnould; Stenio Ranzini; Haik Mardoyan; Fred Buchali; Jeremie Renaudier
Published in: Optical Fiber Communication Conference 2021, 2021, ISBN 978-1-943580-86-6
Publisher: IEEE
DOI: 10.1364/ofc.2021.m3h.6

Neural-Network-Based Nonlinearity Equalizer for 128 GBaud Coherent Transcievers

Author(s): Vladislav Neskorniuk; Fred Buchali; Vinod Bajaj; Sergei K. Turitsyn; Jaroslaw E. Prilepsky; Vahid Aref
Published in: 2021 Optical Fiber Communications Conference and Exhibition (OFC), 6-10 June 2021, 2021, ISBN 978-1-943580-86-6
Publisher: IEEE

Efficient Deep Learning of Nonlinear Fiber-Optic Communications Using a Convolutional Recurrent Neural Network

Author(s): Abtin Shahkarami, Mansoor Yousefi, Yves Jaouën
Published in: 20th IEEE International Conference on Machine Learning and Applications (ICMLA 2021), 2021
Publisher: IEEE
DOI: 10.1109/icmla52953.2021.00112

Attention-Based Neural Network Equalization in Fiber-Optic Communications

Author(s): Abtin Shahkarami, Mansoor Yousefi, Yves Jaouen
Published in: Proceedings of the Asia Communications and Photonics Conference 2021, 2021, ISBN 978-1-957171-00-5
Publisher: Optica
DOI: 10.1364/acpc.2021.m5h.3

End-to-End Deep Learning of Long-Haul Coherent Optical Fiber Communications via Regular Perturbation Model

Author(s): Vladislav Neskorniuk, Andrea Carnio, Vinod Bajaj, Domenico Marsella, Sergei K Turitsyn, Jaroslaw Prilepsky, Vahid Aref
Published in: 2021 European Conference on Optical Communication (ECOC), 13-16 Sept. 2021, 2021, ISBN 978-1-6654-3868-1
Publisher: IEEE
DOI: 10.1109/ecoc52684.2021.9605928

Efficient Training of Volterra Series-Based Pre-distortion Filter Using Neural Networks. In 2022 Optical Fiber Communications Conference and Exhibition (OFC) (pp. 1-3). IEEE.

Author(s): Bajaj, V., Chagnon, M., Wahls, S. and Aref, V
Published in: 2022
Publisher: 2022 Optical Fiber Communications Conference and Exhibition (OFC) (pp. 1-3). IEEE.

Simplifying the Supervised Learning of Kerr Nonlinearity Compensation Algorithms by Data Augmentation

Author(s): Vladislav Neskorniuk; Pedro J. Freire; Antonio Napoli; Bernhard Spinnler; Wolfgang Schairer; Jaroslaw E. Prilepsky; Nelson Costa; Sergei K. Turitsyn
Published in: 2020 European Conference on Optical Communications (ECOC), 2020, ISBN 978-1-7281-7361-0
Publisher: IEEE
DOI: 10.1109/ecoc48923.2020.9333417

Experimental Demonstration of Optoelectronic Equalization for Short-reach Transmission with Reservoir Computing

Author(s): Stenio M. Ranzini, Roman Dischler, Francesco da Ros, Henning Bulow, Darko Zibar
Published in: 2020 European Conference on Optical Communications (ECOC), 2020, Page(s) 1-4, ISBN 978-1-7281-7361-0
Publisher: IEEE
DOI: 10.1109/ecoc48923.2020.9333372

Machine-learning-based equalization for short-reach transmission: neural networks and reservoir computing

Author(s): Francesco Da Ros, Stenio Ranzini, Roman Dischler, Ali Cem, Vahid Aref, Henning Bülow, Darko Zibar
Published in: Metro and Data Center Optical Networks and Short-Reach Links IV, 11712, 2021, Page(s) 2, ISBN 9781510642607
Publisher: SPIE
DOI: 10.1117/12.2583011

Experimental Verification of Complex-Valued Artificial Neural Network for Nonlinear Equalization in Coherent Optical Communication Systems

Author(s): Pedro J. Freire; Vladislav Neskornuik; Antonio Napoli; Bernhard Spinnler; Nelson Costa; Jaroslaw E. Prilepsky; Emilio Riccardi; Sergei K. Turitsyn
Published in: 2020 European Conference on Optical Communications (ECOC), 2020, ISBN 978-1-7281-7361-0
Publisher: IEEE
DOI: 10.1109/ecoc48923.2020.9333293

54.5 Tb/s WDM Transmission over Field Deployed Fiber Enabled by Neural Network-Based Digital Pre-Distortion

Author(s): Vinod Bajaj, Fred Buchalij, Mathieu Chagnon, Sander Wahls, Vahid Aref
Published in: 2021 Optical Fiber Communications Conference and Exhibition (OFC), 6-10 June 2021, 2021, ISBN 978-1-943580-86-6
Publisher: IEEE

Single-channel 1.61 Tb/s optical coherent transmission enabled by neural network-based digital pre-distortion

Author(s): Bajaj, V.; Buchali, Fred; Chagnon, Mathieu; Wahls, S.; Aref, Vahid
Published in: 2020 European Conference on Optical Communications, 2020, ISBN 978-1-7281-7361-0
Publisher: IEEE
DOI: 10.1109/ecoc48923.2020.9333267

Joint Low-Complexity Opto-Electronic Chromatic Dispersion Compensation for Short-Reach Transmission

Author(s): Stenio M. Ranzini, Francesco Da Ros, Darko Zibar
Published in: 2019 IEEE Photonics Conference (IPC), 2019, Page(s) 1-2, ISBN 978-1-7281-0615-1
Publisher: Mactier Publishing Corp
DOI: 10.1109/IPCon.2019.8908278

Exact nonlinear frequency division multiplexing in lossy fibers

Author(s): V. Bajaj, S. Chimmalgi, V. Aref, S. Wahls
Published in: 45th European Conference on Optical Communication (ECOC 2019), 2019, Page(s) 206 (4 pp.)-206 (4 pp.), ISBN 978-1-83953-185-9
Publisher: Institution of Engineering and Technology
DOI: 10.1049/cp.2019.0940

Optoelectronic signal processing for chromatic dispersion mitigation in direct detection systems

Author(s): Stenio Magalhães Ranzini (Invited author), Francesco Da Ros (Invited author), Henning Bülow (Invited author), Darko Zibar (Invited author)
Published in: Proceedings of 22nd International Conference on Transparent Optical Networks (ICTON), 2020, ISBN 978-1-7281-8423-4
Publisher: IEEE
DOI: 10.5281/zenodo.3982018

Exact NFDM in Lossy Fibers

Author(s): Bajaj, Vinod; Chimmalgi, Shrinivas; Aref, Vahid; Wahls, Sander
Published in: (poster presented at the Nokia Bell Labs Student Day 2019), 2019
Publisher: Nokia Bell Labs
DOI: 10.5281/zenodo.3743438

Machine learning methods for the nonlinearity mitigation in the physical layer of fiber-optic communication links

Author(s): Vladislav Neskorniuk
Published in: (presentation given at ECOC 2021), 2021
Publisher: Zenodo
DOI: 10.5281/zenodo.5528637

Efficient Deep Learning of Nonlinear Fiber-Optic Communications Using a Convolutional Recurrent Neural Network

Author(s): Shahkarami, Abtin
Published in: (presesntation given at 20th IEEE INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND APPLICATIONS (ICMLA) (IEEE ICMLA2021), Pasadena, California, USA, 13-15 Dec 2021), 2021
Publisher: Zenodo
DOI: 10.5281/zenodo.5871715

Efficient Training of Volterra Series-Based Pre-Distortion Filter Using Neural Networks

Author(s): Bajaj, Vinod; Chagnon, Mathieu; Wahls, Sander; Aref, Vahid
Published in: (presentation given at OFC 2022, San Diego, California, USA by Vinod BAJAJ; 6-10 March 2022), 2022
Publisher: Zenodo
DOI: 10.5281/zenodo.6335505

Exact NFDM Transmission in the Presence of Fiber-Loss (Presentation at NFT workshop)

Author(s): Vinod Bajaj, Shrinivas Chimmalgi, Vahid Aref and Sander Wahls
Published in: (Presentation given at the 2022 Nonlinear Fourier Transform Workshop; 4-5 Feb 2020; Delft, Netherlands), 2020
Publisher: TU Delft
DOI: 10.5281/zenodo.3743456

Complex-Valued Neural Network Design for Mitigation of Signal Distortions in Optical Links in Highly Nonlinear Regimes - CODE

Author(s): Pedro J Freire; Vladislav Neskornuik
Published in: (Code accompanying DOI 10.1109/jlt.2020.3042414), 2020
Publisher: Zenodo.org
DOI: 10.5281/zenodo.4065404

Efficient equalization in nonlinear fiber-optic communications using a convolutional recurrent neural network

Author(s): Shahkarami, Abtin
Published in: (presentation given at DigiCosme/GdR-ISIS: Workshop on machine learning in optical communication systems, Paris, 25/03/2021), 2021
Publisher: Zenodo
DOI: 10.5281/zenodo.5871037

Reservoir Computing for Short-reach Optical Communication

Author(s): Da Ros, Francesco
Published in: (presentation given at Workshop on Neuromorphic High-Speed Communications (NeuCo S2021) Karlsruhe, Germany, 09 December 2021), 22, 2021
Publisher: Zenodo
DOI: 10.5281/zenodo.5793748

Neural Networks-based Nonlinear Digital Pre-Distortion of High-Speed Coherent Optical Transmitter

Author(s): Bajaj, Vinod; Buchali, Fred; Chagnon, Mathieu; Wahls, Sander; Aref, Vahid
Published in: (Poster presented at TU Delft Thesis Market 2021), 2021
Publisher: Zenodo
DOI: 10.5281/zenodo.6241892

Machine Learning algorithms for optimized data transmission links

Author(s): Da Ros, Francesco
Published in: (Presentation given at the 1st Workshop on Neuromorphic Computing ; Aristotle University of Thessaloniki, 6-7 December 2021), 2021
Publisher: Zenodo
DOI: 10.5281/zenodo.5785595

Optical Neural Network and Reservoir Computing for Optical Fiber Communications

Author(s): Ranzini, Stenio Magalhães; Ros, Francesco Da; Bülow, Henning; Zibar, Darko
Published in: (poster given at the ERC international workshop 'Photonic Reservoir Computing and Information Processing in Complex Network' Trento, Italy; 4-6 Dec 2019), 2019
Publisher: Technical University of Denmark - DTU
DOI: 10.5281/zenodo.3560602

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

Author(s): Ranzini, Stenio Magalhães; Ros, Francesco Da; Bülow, Henning; Zibar, Darko
Published in: (poster presented at Poster presented in the Workshop on Next-Generation Cloud Infrastructure; 25-26 Nov 2019; Microsoft Cambridge, UK), 2019
Publisher: Technical University of Denmark - DTU
DOI: 10.5281/zenodo.3557203

Neural Network based Hybrid Optical Digital Equalization for Short-reach Transmission

Author(s): Francesco Da Ros; Stenio M. Ranzini; Hennning Bülow; Darko Zibar
Published in: (presentation given at the ERC international workshop 'Photonic Reservoir Computing and Information Processing in Complex Network' Trento, Italy; 4-6 Dec 2019), 2019
Publisher: Technical University of Denmark
DOI: 10.5281/zenodo.3742852

Exact NFDM in Lossy Fibers

Author(s): Bajaj, Vinod; Chimmalgi, Shrinivas; Aref, Vahid; Wahls, Sander
Published in: 2, 2019
Publisher: Nokia Bell Labs
DOI: 10.5281/zenodo.3743438

Exact NFDM Transmission in the Presence of Fiber-Loss

Author(s): Bajaj, Vinod; Chimmalgi, Shrinivas; Aref, Vahid; Wahls, Sander
Published in: 1, 2020
Publisher: Delft Technical University
DOI: 10.5281/zenodo.3743456

A novel data augmentation technique to reduce the complexity of receiver based DSP in optical telecommunications

Author(s): Vladislav Neskorniuk
Published in: (presentation given at DigiCosme/GdR-ISIS: Workshop on machine learning in optical communication systems, Paris, 25/03/2021), 2021
Publisher: Zenodo
DOI: 10.5281/zenodo.5528620

Attention-Based Neural Network Equalization in Fiber-Optic Communications

Author(s): Shahkarami
Published in: (presentation given at Asia Communications and Photonics Conference 2021 (ACP2021), Shangha, China, 24–27 October 2021), 2021
Publisher: Zenodo
DOI: 10.5281/zenodo.5870309

Machine Learning in Photonics

Author(s): Da Ros, Francesco
Published in: (Presentation given at 9th International workshop on FIBER OPTICS in ACCESS NETWORK (FOAN2021), Ljubljana, Slovenia, 26-27 October 2021, 2021
Publisher: Zenodo
DOI: 10.5281/zenodo.5793321

Optoelectronic receiver in short reach optical fiber communications. (PhD Thesis).

Author(s): Ranzini, S.M.
Published in: 2021
Publisher: DTU

Experimental Investigation of Optoelectronic Receiver With Reservoir Computing in Short Reach Optical Fiber Communications

Author(s): Stenio M. Ranzini, Roman Dischler, Francesco Da Ros, Henning Bulow, Darko Zibar
Published in: Journal of Lightwave Technology, 39/8, 2021, Page(s) 2460-2467, ISSN 0733-8724
Publisher: Optical Society of America
DOI: 10.1109/jlt.2021.3049473

Complex-Valued Neural Network Design for Mitigation of Signal Distortions in Optical Links

Author(s): Pedro J. Freire, Vladislav Neskorniuk, Antonio Napoli, Bernhard Spinnler, Nelson Costa, Ginni Khanna, Emilio Riccardi, Jaroslaw E. Prilepsky, Sergei K. Turitsyn
Published in: Journal of Lightwave Technology, 2020, Page(s) 1-1, ISSN 0733-8724
Publisher: Optical Society of America
DOI: 10.1109/jlt.2020.3042414

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

Author(s): Stenio M. Ranzini, Francesco Da Ros, Henning Bülow, Darko Zibar
Published in: Applied Sciences, 9/20, 2019, Page(s) 4332, ISSN 2076-3417
Publisher: MDPI AG
DOI: 10.3390/app9204332

Reservoir-computing based equalization with optical pre-processing for short-reach optical transmission

Author(s): Francesco Da Ros, Stenio M. Ranzini, Henning Buelow, Darko Zibar
Published in: IEEE Journal of Selected Topics in Quantum Electronics, 2020, Page(s) 1-1, ISSN 1077-260X
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/JSTQE.2020.2975607

Exact NFDM Transmission in the Presence of Fiber-Loss

Author(s): Vinod Bajaj, Shrinivas Chimmalgi, Vahid Aref, Sander Wahls
Published in: Journal of Lightwave Technology, 2020, Page(s) 1-1, ISSN 0733-8724
Publisher: Optical Society of America
DOI: 10.1109/JLT.2020.2984041

Deep Neural Network-Based Digital Pre-distortion for High Baudrate Optical Coherent Transmission

Author(s): V. Bajaj, F. Buchali, M. Chagnon, S. Wahls and V. Aref
Published in: Journal of Lightwave Technology, 2021, ISSN 1558-2213
Publisher: IEEE
DOI: 10.1109/jlt.2021.3122161