Ph.D. in Ingegneria Elettrica, Elettronica E Delle Comunicazioni , 34th cycle (2018-2021)
Ph.D. obtained in 2022
Dissertation:
Machine Learning Applications to Optical Communication Systems (Abstract)
Tutors:
Andrea Carena
Research presentation:
Video presentationProfile
Research topic
Machine Learning applied to Raman amplification in optical systems
Research interests
Awards and Honors
Teaching
Teachings
Bachelor of Science
- Teoria ed elaborazione dei segnali. A.A. 2019/20, INGEGNERIA INFORMATICA. Collaboratore del corso
Publications
Works published during the Ph.D. View all publications in Porto@Iris
- ROSA BRUSIN, ANN MARGARETH (2022)
Machine Learning Applications to Optical Communication Systems. relatore: CARENA, ANDREA; , 34. XXXIV Ciclo, P.: 208
Doctoral Thesis - de Moura, Uiara C.; Da Ros, Francesco; Zibar, Darko; Brusin, Ann Margareth Rosa; Carena, ... (2022)
Machine learning applied to inverse systems design. In: 2022 International Conference on Optical Network Design and Modeling (ONDM), Warsaw (Poland), 16-19 May 2022, pp. 1-3. ISBN: 978-3-903176-44-7
Contributo in Atti di Convegno (Proceeding) - De Moura, U. C.; Iqbal, M. A.; Kamalian, M.; Krzczanowicz, L.; Da Ros, F.; Rosa Brusin, ... (2021)
Multi-Band Programmable Gain Raman Amplifier. In: JOURNAL OF LIGHTWAVE TECHNOLOGY, vol. 39, pp. 429-438. ISSN 0733-8724
Contributo su Rivista - Zibar, D; de Moura, Uc; Rosa Brusin, Am; Carena, A; Da Ros, F (2021)
Machine learning enabled Raman amplifiers. In: 2021 Conference on Lasers and Electro-Optics Europe & European Quantum Electronics Conference, Munich (Germany), 21-25 June 2021, pp. 1-1. ISBN: 978-1-6654-1876-8
Contributo in Atti di Convegno (Proceeding) - De Moura, U. C.; Da Ros, F.; Zibar, D.; Rosa Brusin, A. M.; Carena, A. (2021)
Optimization of Raman amplifiers using machine learning. In: 2021 IEEE Photonics Society Summer Topicals Meeting Series (SUM), Cabo San Lucas (Mexico), 19-21 July 2021, pp. 1-2. ISSN 1099-4742. ISBN: 978-1-6654-1600-9
Contributo in Atti di Convegno (Proceeding) - de Moura, U. C.; Rosa Brusin, A. M.; Carena, A.; Zibar, D.; da Ros, F. (2021)
Simultaneous gain profile design and noise figure prediction for Raman amplifiers using machine learning. In: OPTICS LETTERS, vol. 46, pp. 1157-1160. ISSN 0146-9592
Contributo su Rivista - Rosa Brusin, A. M.; Zefreh, M. Ranjbar; Poggiolini, P.; Piciaccia, S.; Forghieri, F.; ... (2021)
Machine Learning for Power Profiles Prediction in Presence of Inter-channel Stimulated Raman Scattering. In: 2021 European Conference on Optical Communication (ECOC), Bordeaux (France), 13-16 Sept. 2021, pp. 1-4. ISBN: 978-1-6654-3868-1
Contributo in Atti di Convegno (Proceeding) - Nespola, A.; Sandoghchi, S. R.; Hooper, L.; Alonso, M.; Bradley, T. D.; Sakr, H.; ... (2021)
Ultra-Long-Haul WDM Transmission in a Reduced InterModal Interference NANF Hollow-Core Fiber. In: 2021 Optical Fiber Communications Conference and Exhibition, OFC 2021, San Francisco, CA, USA, 2021. ISBN: 978-1-943580-86-6
Contributo in Atti di Convegno (Proceeding) - de Moura, Uc; Iqbal, Ma; Kamalian, M; Krzczanowicz, L; Da Ros, F; Rosa Brusin, Am; ... (2021)
Multi-band programmable gain Raman amplifier for high-capacity optical networks. In: 2021 IEEE Photonics Conference (IPC), Vancouver, BC, Canada, 18-21 October 2021, pp. 1-2. ISSN 2374-0140. ISBN: 978-1-6654-1601-6
Contributo in Atti di Convegno (Proceeding) - De Moura, U. C.; Zibar, D.; Rosa Brusin, A. M.; Carena, A.; Da Ros, F. (2021)
Generalization Properties of Machine Learning-based Raman Models. In: 2021 Optical Fiber Communications Conference and Exhibition, OFC 2021, San Francisco, CA, USA, 2021. ISBN: 978-1-943580-86-6
Contributo in Atti di Convegno (Proceeding) - Da Ros, F.; De Moura, U. C.; Luis, R. S.; Rademacher, G.; Puttnam, B. J.; Rosa Brusin, ... (2021)
Optimization of a Hybrid EDFA-Raman C+L Band Amplifier through Neural-Network Models. In: 2021 Optical Fiber Communications Conference and Exhibition, OFC 2021, San Francisco, CA, USA, 2021. ISBN: 978-1-9435-8071-2
Contributo in Atti di Convegno (Proceeding) - Ranjbar Zefreh, Mahdi; Carena, Andrea; Brusin, Ann Margareth Rosa; Forghieri, Fabrizio; ... (2021)
Real Time Closed-Form Model for Nonlinearity Assessment of Fibre Optic Links with Lumped Loss. In: 2021 European Conference on Optical Communication (ECOC), Bordeaux (France), 13-16 Sept. 2021, pp. 1-4. ISBN: 978-1-6654-3868-1
Contributo in Atti di Convegno (Proceeding) - De Moura, U. C.; Da Ros, F.; Rosa Brusin, A. M.; Carena, A.; Zibar, D. (2021)
Experimental Characterization of Raman Amplifier Optimization through Inverse System Design. In: JOURNAL OF LIGHTWAVE TECHNOLOGY, vol. 39, pp. 1162-1170. ISSN 0733-8724
Contributo su Rivista - de Moura, U. C.; Ros, F. D.; Rosa Brusin, A. M.; Carena, A.; Zibar, D. (2020)
Experimental demonstration of arbitrary Raman gain-profile designs using machine learning. In: Optical Fiber Communication Conference, OFC 2020, San Diego (USA), 2020. ISBN: 978-1-943580-71-2
Contributo in Atti di Convegno (Proceeding) - Zibar, D.; Rosa Brusin, A. M.; De Moura, U. C.; Da Ros, F.; Curri, V.; Carena, A. (2020)
Inverse System Design Using Machine Learning: The Raman Amplifier Case. In: JOURNAL OF LIGHTWAVE TECHNOLOGY, vol. 38, pp. 736-753. ISSN 0733-8724
Contributo su Rivista - Rosa Brusin, A. M.; De Moura, U. C.; Curri, V.; Zibar, D.; Carena, A. (2020)
Introducing Load Aware Neural Networks for Accurate Predictions of Raman Amplifiers. In: JOURNAL OF LIGHTWAVE TECHNOLOGY, vol. 38, pp. 6481-6491. ISSN 0733-8724
Contributo su Rivista - Zibar, D.; Moura, U. C.; Chin, H. M.; Rosa Brusin, A. M.; Jain, N.; Da Ros, F.; Kleis, ... (2020)
Advancing classical and quantum communication systems with machine learning. In: Optical Fiber Communication Conference, OFC 2020, San Diego (USA), 2020. ISBN: 978-1-943580-71-2
Contributo in Atti di Convegno (Proceeding) - Rosa Brusin, A. M.; de Moura, U. C.; D'Amico, A.; Curri, V.; Zibar, D.; Carena, A. (2020)
Load aware Raman gain profile prediction in dynamic multi-band optical networks. In: Optical Fiber Communication Conference, OFC 2020, San Diego (USA), 2020. ISBN: 978-1-943580-71-2
Contributo in Atti di Convegno (Proceeding) - Rosa Brusin, A. M.; Guiomar, F. P.; Lorences-Riesgo, A.; Monteiro, P. P.; Carena, A. (2019)
Enhanced resilience towards ROADM-induced optical filtering using subcarrier multiplexing and optimized bit and power loading. In: OPTICS EXPRESS, vol. 27, pp. 30710-30725. ISSN 1094-4087
Contributo su Rivista - Rosa Brusin, A. M.; Curri, V.; Zibar, D.; Carena, A. (2019)
An ultra-fast method for gain and noise prediction of Raman amplifiers. In: European Conference on Optical Communications (ECOC), Dublin (IRL), 22-26 settembre 2019
Contributo in Atti di Convegno (Proceeding)