| Speaker/s & Author/s | Talk/Poster | Link/s | Conference |
|---|---|---|---|
| Li Zhang, Erwan Pincemin, Naveena Genay, Darko Zibar | Poster: Ultrafast Predictions of Power Evolution and Gain Spectra in Bidirectional-Pumped Fiber Raman Amplifiers Employing Neural Networks-based Solvers | https://backend.orbit.dtu.dk/ws/portalfiles/portal/376176881/2024_ECOC_poster.pdf | ECOC 25 September 2024, Frankfurt |
| A. B. Terki, J. Pedro, A. Eira, A. Napoli and N. Sambo | Deep Reinforcement Learning for Resource Allocation in Multi-Band Optical Networks | https://zenodo.org/records/13734979 | ONDM May 2024 |
| Lareb Zar Khan; Andrea Sgambelluri; Lorenzo De Marinis; Nicola Sambo | Optimizing Deep Learning-based Failure Management in Optical Networks by Monitoring Relative Neural Activity | https://www.iris.sssup.it/handle/11382/569253 | ONDM May 2024 |
| N. Sambo, L. Z. Khan, J. Pedro, N. Costa, L. De Marinis, and A. Napoli, | The Potential of Data Augmentation for Failure Management in Optical Networks | https://www.iris.sssup.it/retrieve/c3cd2c14-83b3-465e-9e41-019be1fe5c66/Advanced_Photonics_Congress__Invited_Talk_%20%281%29.pdf/ | Advanced Photonics Congress 2023 |
| Mariano Devigili, UPC / Diogo Goncalo Sequeira, Infinera Unipessoal Lda. / Marc Ruiz, Universitat UPC / Nelson Costa, Infinera Unipessoal Lda. / Carlos Castro, Infinera / Antonio Napoli, Infinera / João Pedro, Infinera Unipessoal Lda. / Luis Velasco, UPC. | Extending the OCATA Digital Twin for Optical Connections Based on Digital Subcarrier Multiplexing | https://www.ofcconference.org/en-us/home/ | OFC 2024, (Wed 27 March), 17.15-17.30, W4I.3 |
| Lareb ZAR KHAN, Joao PEDRO, Nelson COSTA, Antonio NAPOLI, Nicola SAMBO | Poster and talk: Model-Centric versus Data-Centric Machine Learning for Soft-Failure Cause Identification in Optical Networks | https://doi.org/10.5281/zenodo.10063814 & https://www.iris.sssup.it/retrieve/b6333d00-8ccf-431e-b872-1d2cdc8eb185/Model_Centric_versus_Data_Centric_Machine_Learning_for_Soft_Failure_Cause_Identification_in_Optical_Networks%20%281%29.pdf/ | ECOC, Glasgow, 1 October 2023 |
| Sasipim SRIVALLAPANONDH, Pedro J. Freire, Ashraful Alam, Nelson COSTA, Bernhard SPINNLER, Antonio NAPOLI, Egor Sedov, Sergei K. TURITSYN, Jaroslaw PRILEPSKY | Poster and talk: Multi-Task Learning to Enhance Generalizability of Neural Network Equalizers in Coherent Optical Systems | https://doi.org/10.5281/zenodo.10041293 & https://arxiv.org/abs/2307.05374 | ECOC, Glasgow, 1 October 2023 |
| Prasunika KHARE, N COSTA, Joao PEDRO, A NAPOLI, F Arpanaei, J. Comellas, M RUIZ, L VELASCO | Talk and published software: SSMS: A split step multiband simulation software, Invited Presentation | https://doi.org/10.5281/zenodo.8359483 | Icton, July 2023, Bucharest, Romania |
| Mariano DEVIGILI, M. RUIZ, Nelston COSTA, C CASTRO, A NAPOLI, J PEDRO, L VELASCO | Extending the OCATA digital twin to the frequency domain, Invited Presentation | https://doi.org/10.5281/zenodo.8355043 | Icton, July 2023, Bucharest, Romania |
| Lareb ZAR KHAN (speaker), Ahmed Triki, Maxime Laye, Nicola SAMBO, in collaboration with Orange | Poster and talk: Dealing with High Cardinality of Network Management System Data for Machine-Learning-Based Alarm Classification | https://doi.org/10.5281/zenodo.10060944 & https://zenodo.org/records/10060944 | 27th International Conference in Optical Network Design and Modelling (ONDM), May 2023, Portugal |
| Lareb ZAR KHAN (speaker), in collaboration with Infinera | Data-centric View of Machine Learning for Optical Network Failure Management. | Invited talk | 27th International Conference in Optical Network Design and Modelling (ONDM), May 2023, Portugal |
| Luis Velasco; Mariano Devigili, Marc Ruiz | Applications of Digital Twin for * Autonomous Zero-Touch Optical Networking [Invited] | https://doi.org/10.5281/zenodo.7876110 | International Conference on Optical Network Design and Modeling (ONDM) 8-11 May 2023 |
| M. DEVIGILI, D. Sequeira, C. Santos, M. RUIZ, B. Shariati, N. COSTA, A. NAPOLI, J. PEDRO, J. Fischer, and L. VELASCO (speaker) | Experimental Validation of Deep Learning-based Models for Optical Time Domain Analysis | https://doi.org/10.5281/zenodo.8354995 | Cleo 2023, USA, May 12, 2023 |
| Sasipim SRIVALLAPANONDH (speaker), Pedro J. Freire, Antonio NAPOLI, Sergei K. TURITSYN, Jaroslaw E. PRILEPSKY | Hardware Realization of Nonlinear Activation Functions for NN-based Optical Equalizers | https://arxiv.org/abs/2305.09495 | Cleo 2023, USA, May 12, 2023 |
| Lareb ZAR KHAN, Joao PEDRO, Pedro Freire, Nelson COSTA, Antonio NAPOLI, Nicola SAMBO | Data Augmentations to Reduce Computational Complexity of Neural Network Based soft failure cause identifier | https://www.iris.sssup.it/retrieve/781a721e-59cf-4fc1-812e-786d608c9bab/Data_Augmentation_to_Reduce_Computational_Complexity_of_Neural_Network_Based_Soft_Failure_Cause_Identifier%20%281%29.pdf/ | Optical Fiber Communications Conference and Exhibition (OFC), 6 March 2023, USA |
| Mariano DEVIGILI, M Ruiz, S Barzegar, N COSTA; A NAPOLI, J PEDRO, L VELASCO | Degradation Detection and Severity Estimation by Exploiting an Optical Time and Frequency Digital Twin | https://doi.org/10.5281/zenodo.8354965 | Optical Fiber Communications Conference and Exhibition (OFC), 5-9 March 2023, USA |
| N. SAMBO, L. Z. KHAN, J. PEDRO, N. COSTA, L. De Marinis, and A. NAPOLI. | The Potential of Data Augmentation for Failure Management in Optical Networks,” | https://www.iris.sssup.it/retrieve/c3cd2c14-83b3-465e-9e41-019be1fe5c66/Advanced_Photonics_Congress__Invited_Talk_%20%281%29.pdf/ | Advanced Photonics Congress 2023, Technical Digest Series (Optica Publishing Group, 2023), paper NeM3B.1. |
| Sasipim SRIVALLAPANONDH, Pedro J. Freire, Bernhard SPINNLER, Nelson COSTA, Antonio NAPOLIi, Sergei K. TURYTSIN, Jaroslaw E. PRILEPSKY | Knowledge Distillation Applied to Optical Channel Equalization: Solving the Parallelization Problem of Recurrent Connection | https://arxiv.org/abs/2212.04569 | Optical Fiber Communications Conference and Exhibition (OFC), 5-9 March 2023, USA |
| Mariano DEVIGILI, P. Nadimi Goki, N. SAMBO, P. Castoldi, L. Potì, A. D’Amico, and V. Curri | Multi-band Optical Network Assisted by GNPy: an Experimental Demonstration | https://zenodo.org/record/7685601#.Y_4yAHbP2Uk | IEEE Latin-American Conference on Communications (LATINCOM Nov-Dec 2022) |
| Lareb ZAR KHAN, ESR3; Joao PEDRO, Nelson COSTA, Antonio NAPOLI, and Nicola SAMBO | Data Augmentation to Improve Machine Learning for Optical Network Failure Management | https://www.iris.sssup.it/retrieve/3eb7c7a4-6500-443b-8b69-1e2bb4aca73a/Data%20Augmentation%20to%20Improve%20Machine%20Learning%20for%20Optical%20Network%20Failure%20Management.pdf | ECOC 2022 |
| Abdennour BEN TERKI, ESR4; Joao PEDRO, Antonio Eira, Antonio NAPOLI, and Nicola SAMBO | Poster and talk: Routing and Spectrum Assignment Assisted by Reinforcement Learning in Multi-Band Optical Networks | https://www.iris.sssup.it/handle/11382/552952 & https://doi.org/10.5281/zenodo.8314357 | ECOC 2022 |
| Mariano DEVIGILI, ESR5; Marc Ruiz, Nelson COSTA, Antonio NAPOLI, João PEDRO, Luis VELASCO. | Dual Time and Frequency Domain Optical Layer Digital Twin https://doi.org/10.5281/zenodo.7685398 | https://zenodo.org/record/7685398#.Y_4se3bP2Uk | ECOC 2022 |
| Lareb ZAR KHAN, Ahmed Triki, Maxim Laye and Nicola SAMBO. | Optical Network Alarms Classification using Unsupervised Machine Learning | https://www.iris.sssup.it/retrieve/c407f38f-975f-4fee-be40-6a07fad8dfc4/Optical%20Network%20Alarms%20Classification%20using%20Unsupervised%20Machine%20Learning_PSC%202022.pdf | IEEE in 27th OptoElectronics and Communications Conference (OECC, 3-6 July, 2022) and International Conference on Photonics in Switching and Computer (PSC, 3-6 July 2022) |
| Pedro J. Freire, Sasipim SRIVALLAPANONDH, Antonio NAPOLI, Jaroslaw E. PRILEPSKY, Sergei K. TURYTSIN | Computational Complexity Evaluation of Neural Network Applications in Signal Processing, June 2022 | https://arxiv.org/abs/2206.12191 | |
| Joao PEDRO | WORKSHOP: Are Multi-Band Optical Networks Simple Extensions of Traditional C-band Networks? (Beyond C+L band Systems: Is there a solid business core?) | ECOC 2022 |
|
| Nicola SAMBO | WORKSHOP: Are Multi-Band Optical Networks Simple Extensions of Traditional C-band Networks? (Network Upgrades exploiting multi band) | ECOC 2022 |
|
| Emilio RICCARDI | WORKSHOP: Are Multi-Band Optical Networks Simple Extensions of Traditional C-band Networks? (Perspective of multi-band in TIM Networks) | ECOC 2022 |
|
| Antonio NAPOLI | SPECIAL SYMPOSIUM: Simplification of Intra Data Centre Architectures With Point to Multipoint Coherent Transceivers | ECOC 2022 |
|
| Darko ZIBAR | SPECIAL SYMPOSIUM: Quantum Noise Limited Ultra-Low Energy Link for Data Centers | ECOC 2022 |
|
| Darko ZIBAR | Noise in OFC using machine learning techniques | Lille/EPFL: 17-18 November 2021, Lille, France: Optical Frequency Combs: From fundamentals to Application | |
| Francesco DA ROS | Solving photonics problems with machine learning | OSA Student Chapter University of Warsaw | |
| Francesco DA ROS | Machine Learning in Photonics | FOAN 2021 | |
| Nicola SAMBO | Multi-band optical networking | IEEE Summer Topicals 2021 | |
| Sergei K. TURITSYN, Vladislav Neskorniuk, Andrea Carnio, Vinod Bajaj, Domenico Marsella, Jaroslaw PRILEPSKIY, Vahid Aref. | End-to-End Deep Learning of Long-Haul Coherent Optical Fiber Communications via Regular Perturbation Model | ECOC 2021 | |
| Sergei K. TURITSYN, Jaroslaw PRILEPSKIY, Egor Sedov, Pedro Jorge Freire de Carvalho Souza, Igor Chekhovskoy | Neural Networks For Nonlinear Fourier Spectrum Computation | ECOC 2021 | |
| Darko ZIBAR | Machine learning for the inverse design of optical amplifiers | ECOC 2021 | |
| Luis VELASCO | Applications of machine learning for network control | ECOC 2021 | |
| Ognjen Jovanovic, Metodi P Yankov, Francesco Da Ros, Darko ZIBAR | End-to-end Learning of a Constellation Shape Robust to Variations in SNR and Laser Linewidth | ECOC 2021 | |
| Axel Washington, Luis VELASCO, Llui Gifre RENOM, Marc Ruiz, | Implementing a Machine Learning Function Orchestration | ECOC 2021 | |
| Diogo Goncalo Sequeria, Marc Ruiz, Nelson COSTA, Antonio Napoli, Joao PEDRO, Luis VELASCO | Lightweight Optical Constellation Modeling by Concatenating Artificial Neural Networks | ECOC 2021 | |
| Rasoul Sadeghi, Bruno Correia, Emamuele Virgilito, Elliot London, Nelson COSTA, Joao PEDRO, Antonio NAPOLI, Vittorio CURRI | Optimized Translucent S-band Transmission in Multi-Band Optical Networks | ECOC 2021 | |
| Marc Ruiz, Javier Roman Morales, Diogo Goncalo Sequeria, Luis VELASCO | An Autoencoder-Based Solution for IQ Constellation Analysis | ECOC 2021 | |
| Antonio Napoli, Johan Back, Paul Choiseul, Andres Madero, German Garcia, Arthul Mathur, Joao PEDRO, Tobias Eriksson, Warren Sande, Aaron Chase, Fady Masoud, Dave Welch | Live Network Demonstration of Point-to-Multipoint Coherent Transmission for 5G Mobile Transport over Existing Fiber Plant DOI TBA | ECOC 2021 | |
| Johan Back, Joao PEDRO, Tobias Schaich, Antonio Napoli, Paul Wright, Aaron Chase, Dave Welch, Andrew Lord | Hubbedness: a Metric to Describe Traffic Flows in Optical Networks and an Analysis of its Impact on Efficiency of Point-to-Multipoint Coherent Transceiver Architectures DOI TBA | ECOC 2021 | |
| Andre Souza, Nelson COSTA, Joao PEDRO, Joao Pires | Optimized Deployment of S-band and Raman Amplification to Cost-Effectively Upgrade Wideband Optical Networks DOI TBA | ECOC 2021 | |
| Nicola SAMBO, Alessio Ferrari, Antonio Napoli, Joao PEDRO, Leily Sehaar Kiani, Piero Castoldi, Vittorio CURRI | Multiband Seamless Network Upgrade by Exploiting the E-band | ECOC 2021 |
Designing the next generation of high-capacity optical networks
An interdisciplinary field of high industrial importance
