Carlos Natalino Da Silva

Post doc at Optical Networks

Carlos Natalino is a postdoc with the Optical Networks Unit, focusing on the application of machine learning to telecommunication infrastructure problems. Among the main topics are the design and management of optical networks and cloud computing infrastructures, with special focus on resource and energy efficiency, security, reliability and survivability. He has been involved in several national and international projects funded by research bodies in EU and Brazil. He has also been involved in teaching computer programming courses in Brazil and Sweden. He is an IEEE member.

Source: chalmers.se

Showing 16 publications

2020

How to Survive Targeted Fiber Cuts: A Game Theoretic Approach for Resilient SDON Control Plane Design

Jing Zhu, Marija Furdek Prekratic, Carlos Natalino Da Silva et al
Optical Network Design and Modeling. ONDM 2019. Lecture Notes in Computer Science. Vol. 11616
Paper in proceedings
2020

Machine Learning for Optical Network Security Monitoring: A Practical Perspective

Marija Furdek Prekratic, Carlos Natalino Da Silva, Fabian Lipp et al
Journal of Lightwave Technology. Vol. 38 (11), p. 2860-2871
Review article
2020

Forecasting power load curves from spatial and temporal mobile data

Frederico Coelho, Murilo Menezes, Lourenço Ribeiro et al
World Review of Science, Technology and Sustainable Development. Vol. 16 (1), p. 4-21
Journal article
2020

Network Slicing Automation: Challenges and Benefits

Federico Tonini, Carlos Natalino Da Silva, Marija Furdek Prekratic et al
Proceedings of the 24th Conference On Optical Network Design And Modelling, ONDM 2020
Paper in proceedings
2020

Content placement in 5G‐enabled edge/core datacenter networks resilient to link cut attacks

Carlos Natalino Da Silva, Amaro de Sousa, Lena Wosinska et al
Networks. Vol. In press
Journal article
2020

Machine Learning for Optical Network Security Management

Marija Furdek Prekratic, Carlos Natalino Da Silva
Conference on Optical Fiber Communication, Technical Digest Series
Paper in proceedings
2020

Network-wide localization of optical-layer attacks

Vincent Chan, Marija Furdek Prekratic, Carlos Natalino Da Silva et al
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), p. 310-322
Paper in proceedings
2019

Machine Learning Methods for Slice Admission in 5G Networks

Muhammad Rehan Raza, Carlos Natalino Da Silva, Lena Wosinska et al
Paper in proceedings
2019

One-Shot Learning for Modulation Format Identification in Evolving Optical Networks

Carlos Natalino Da Silva, Aleksejs Udalcovs, Lena Wosinska et al
Optics InfoBase Conference Papers. Vol. Part F131-IPRSN 2019
Paper in proceedings
2019

Demonstration of Machine-Learning-Assisted Security Monitoring in Optical Networks

Marija Furdek Prekratic, Carlos Natalino Da Silva, Fabian Lipp et al
Proceedings of the 45th European Conference on Optical Communication, ECOC 2019
Paper in proceedings
2019

Experiment-based detection of service disruption attacks in optical networks using data analytics and unsupervised learning

Marija Furdek Prekratic, Carlos Natalino Da Silva, Marco Schiano et al
Metro and Data Center Optical Networks and Short-Reach Links II; 109460D. Vol. 10946
Paper in proceedings
2019

Enhancing optical network security with machine learning

Marija Furdek Prekratic, Carlos Natalino Da Silva
International Conference on Transparent Optical Networks. Vol. 2019-July
Paper in proceedings
2019

Reinforcement Learning for Slicing in a 5G Flexible RAN

Muhammad Rehan Raza, Carlos Natalino Da Silva, Peter Öhlen et al
Journal of Lightwave Technology. Vol. 37 (20)
Journal article
2019

Experimental Study of Machine-Learning-Based Detection and Identification of Physical-Layer Attacks in Optical Networks

Carlos Natalino Da Silva, Marco Schiano, Andrea Di Giglio et al
Journal of Lightwave Technology. Vol. 37 (16), p. 4173-4182
Journal article
2019

Minimum Cost Design of Cellular Networks in Rural Areas with UAVs, Optical Rings, Solar Panels and Batteries

Luca Chiaraviglio, Lavinia Amorosi, Nicola Blefari-Melazzi et al
IEEE Transactions on Green Communications and Networking
Journal article
2019

Cost Benefits of Centralizing Service Processing in 5G Network Infrastructures

Maryam Lashgari, Carlos Natalino Da Silva, Luis M. Contreras et al
Asia Communications and Photonics Conference, ACP (F138-ACPC 2019)
Paper in proceedings

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