Publications

Journals

A Machine-Learning-Based Cyberattack Detector for a Cloud-Based SDN Controller

2023 - Applied Sciences, 13(8), 4914
The rapid evolution of network infrastructure through the softwarization of network elements has led to an exponential increase in the attack surface, thereby increasing the complexity of threat protection.
Journals

B5GEMINI: AI-driven Network Digital Twin

2022 - Sensors 2022, 22, 4106
Network Digital Twin (NDT) is a new technology that builds on the concept of Digital Twins (DT) to create a virtual representation of the physical objects of a telecommunications network.
Journals

Synthetic flow-based cryptomining attack generation through Generative Adversarial Networks

2022 - Scientific Reports, Vol. 12, Article 2091
Due to the growing rise of cyber attacks in the Internet, the demand of accurate intrusion detection systems (IDS) to prevent these vulnerabilities is increasing. To this aim, Machine Learning (ML) components have been proposed as an efficient and effective solution.
Journals

Improving the quality of generative models through Smirnov transformation

2022 - Information Sciences, Vol. 609
Solving the convergence issues of Generative Adversarial Networks (GANs) is one of the most outstanding problems in generative models. In this work, we propose a novel activation function to be used as output of the generator agent.
Conferences

TeraFlow: Secured Autonomic Traffic Management for a Tera of SDN Flows

2021 - EuCNC 2021 - European Conference on Networks and Communications & 6G Summit
TeraFlow proposes a new type of secure, cloud-native Software Defined Networking (SDN) controller that will radically advance the state-of-the-art in beyond 5G networks by introducing novel micro-services architecture, and provide revolutionary features for both flow management (service layer) an
Conferences

Workshop paper: “From 5G to 6G Automated and Intelligent SecuriTy: FAST. Cloud-Scale SDN Network Security in TeraFlow”

2021 - EuCNC 2021 - European Conference on Networks and Communications & 6G Summit
TeraFlow proposes a new type of secure, cloudnative Software Defined Networking controller that will radically advance the state-of-the-art in beyond 5G networks by introducing novel micro-services architecture and providing revolutionary features for flow management and optical/microwave network