Marija Furdek Prekratic

Assistant Professor at Communication and Antenna Systems

Marija works in the research unit Optical Networks. Her expertise lies in optical network design and optimization, with an emphasis on physical-layer security and resilience. She strives to develop secure, cognitive and autonomous communication networks. As (co)PI and WP/task leader, Marija participated in several Swedish and international scientific projects with collaborators from industry and academia. She co-authored 90+ scientific publications in international journals and conferences, 5 of which received best paper awards. She is a Senior Member of IEEE and OSA.

Source: chalmers.se
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Showing 21 publications

2021

Spectrum Anomaly Detection for Optical Network Monitoring using Deep Unsupervised Learning

Carlos Natalino Da Silva, Aleksejs Udalcovs, Lena Wosinska et al
IEEE Communications Letters. Vol. In Press
Journal article
2021

Fast signal quality monitoring for coherent communications enabled by CNN-based EVM estimation

Yuchuan Fan, Aleksejs Udalcovs, Xiaodan Pang et al
Journal of Optical Communications and Networking. Vol. 13 (4), p. B12-B20
Journal article
2021

Optical Network Security Management: Requirements, Architecture and Efficient Machine Learning Models for Detection of Evolving Threats [Invited]

Marija Furdek Prekratic, Carlos Natalino Da Silva, Andrea Di Giglio et al
Journal of Optical Communications and Networking. Vol. 13 (2), p. A144-A155
Journal article
2021

Optical network security management: requirements, architecture, and efficient machine learning models for detection of evolving threats [Invited]

Marija Furdek Prekratic, Carlos Natalino, Andrea Di Giglio et al
Journal of Optical Communications and Networking. Vol. 13 (2), p. A144-A155
Journal article
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

Design of Programmable Filterless Optical Networks

Marija Furdek Prekratic, Carlos Natalino Da Silva, Lena Wosinska et al
2020 Photonics North (PN)
Paper in proceedings
2020

Root Cause Analysis for Autonomous Optical Networks: A Physical Layer Security Use Case

Carlos Natalino Da Silva, Andrea Di Giglio, Marco Schiano et al
2020 European Conference on Optical Communications
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
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. 75 (4)
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. Vol. Part F174-OFC 2020
Paper in proceedings
2020

Machine Learning for Cognitive Optical Network Security Management

Marija Furdek Prekratic, Carlos Natalino Da Silva
OSA Advanced Photonics Congress (IPR, Networks, NOMA, NP, PVLED, PSC, SPPCom, SOF)
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
2020

Introduction to the Photonic Networks and Devices (NETWORKS) Special Issue

Marija Furdek Prekratic, David Caplan, Marco Fiorentino
Journal of Optical Communications and Networking. Vol. 12 (4), p. NET1-NET2
Journal article
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

Guest Editorial Photonic Networks and Devices

Marija Furdek Prekratic, Nicolas K. Fontaine, Werner Klaus et al
Journal of Lightwave Technology. Vol. 37 (16), p. 3872-3874
Introductory text in journal
2019

Optical Transport Network Design for 5G Fixed Wireless Access

Chathurika Ranaweera, Paolo Monti, Bjorn Skubic et al
Journal of Lightwave Technology. Vol. 37 (16), p. 3893-3901
Journal article
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

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

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Showing 2 research projects

2020–2021

Enhanced Security and Privacy for Wireless Federated Learning (SP4WFL)

Sina Rezaei Aghdam Communication Systems
Marija Furdek Prekratic Optical Networks
Alexandre Graell I Amat Communication Systems
Chalmers AI Research Centre (CHAIR)

2020–2023

Safeguarding optical communication networks from cyber-security attacks

Marija Furdek Prekratic Optical Networks
Swedish Research Council (VR)

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