Marija Furdek Prekratic
Showing 52 publications
A Flexible and Scalable ML-Based Diagnosis Module for Optical Networks: A Security Use Case
Cost- and energy-efficient filterless architectures for metropolitan networks
Proactive Spectrum Defragmentation Leveraging Spectrum Occupancy State Information
Scalable and Efficient Pipeline for ML-based Optical Network Monitoring
Machine learning for network security management, attacks, and intrusions detection
Agile Metropolitan Filterless Optical Networking
Root Cause Analysis for Autonomous Optical Network Security Management
Microservice-Based Unsupervised Anomaly Detection Loop for Optical Networks
DeepDefrag: A deep reinforcement learning framework for spectrum defragmentation
Feedforward Neural Network-Based EVM Estimation: Impairment Tolerance in Coherent Optical Systems
Introduction to the ONDM 2021 special issue
Linear Regression vs. Deep Learning for Signal Quality Monitoring in Coherent Optical Systems
Rethinking of Optical Transport Network Design for 5G/6G Mobile Communication
Fast signal quality monitoring for coherent communications enabled by CNN-based EVM estimation
Spectrum Anomaly Detection for Optical Network Monitoring using Deep Unsupervised Learning
Deep Learning Assisted Pre-Carrier Phase Recovery EVM Estimation for Coherent Transmission Systems
Privacy-Preserving Wireless Federated Learning Exploiting Inherent Hardware Impairments
Autonomous Security Management in Optical Networks
Introduction to the ONDM2020 special issue
Scalable Physical Layer Security Components for Microservice-Based Optical SDN Controllers
Content placement in 5G-enabled edge/core data center networks resilient to link cut attacks
Design of Programmable Filterless Optical Networks
Root Cause Analysis for Autonomous Optical Networks: A Physical Layer Security Use Case
Machine Learning for Optical Network Security Monitoring: A Practical Perspective
Functional Metrics to Evaluate Network Vulnerability to Disasters
Network Slicing Automation: Challenges and Benefits
Content placement in 5G‐enabled edge/core datacenter networks resilient to link cut attacks
Machine Learning for Optical Network Security Management
Resilient SDN-Based Routing Against Rain Disruptions for Wireless Networks
Structural Methods to Improve the Robustness of Anycast Communications to Large-Scale Failures
Machine Learning for Cognitive Optical Network Security Management
A Framework for Spatial and Temporal Evaluation of Network Disaster Recovery
Network-wide localization of optical-layer attacks
Introduction to the Photonic Networks and Devices (NETWORKS) Special Issue
Infrastructure upgrade framework for content delivery networks robust to targeted attacks
One-Shot Learning for Modulation Format Identification in Evolving Optical Networks
Demonstration of Machine-Learning-Assisted Security Monitoring in Optical Networks
Guest Editorial Photonic Networks and Devices
Optical Transport Network Design for 5G Fixed Wireless Access
Enhancing optical network security with machine learning
Microservice-Based Unsupervised Anomaly Detection Loop for Optical Networks
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Showing 6 research projects
Smart optical networks enabled by performance monitoring and machine learning
Secured autonomic traffic management for a Tera of SDN flows (TeraFlow)
Enhanced Security and Privacy for Wireless Federated Learning (SP4WFL)
Photonics Platform to Transform Mobile Fronthaul Infrastructure
Safeguarding optical communication networks from cyber-security attacks