Restoring application traffic of latency-sensitive networked systems using adversarial autoencoders

A Sacco, F Esposito, G Marchetto - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
The Internet of Things (IoT), coupled with the edge computing paradigm, is enabling several
pervasive networked applications with stringent real-time requirements, such as …

Delay-Aware Routing in Software-Defined Networks Via Network Tomography and Reinforcement Learning

X Tao, D Monaco, A Sacco, S Silvestri… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Numerous network management tasks in Software-defined networking (SDN)
infrastructures, such as routing, resource allocation, and service placement, heavily depend …

Completing and Predicting Internet Traffic Matrices Using Adversarial Autoencoders and Hidden Markov Models

A Sacco, F Esposito, G Marchetto - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Internet traffic matrices are used nowadays for a variety of network management operations,
from planning to repairing. Despite years of research on the topic, obtaining a global view of …

Load Profiling via In-Band Flow Classification and P4 With Howdah

A Angi, A Sacco, F Esposito… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Data center traffic management challenges increase with the complexity and variety of new
Internet and Web applications. Efficient network management systems are often needed to …

Energy-Efficient Softwarized Networks: A Survey

I Setiawan, B Kar, SH Shen - arxiv preprint arxiv:2307.11301, 2023 - arxiv.org
With the dynamic demands and stringent requirements of various applications, networks
need to be high-performance, scalable, and adaptive to changes. Researchers and …

On control and data plane programmability for data-driven networking

A Sacco, F Esposito, G Marchetto - 2021 IEEE 22nd …, 2021 - ieeexplore.ieee.org
The soaring complexity of networks has led to more and more complex methods to manage
and orchestrate efficiently the multitude of network environments. Several solutions exist …

RLVNA: a Platform for Experimenting with Virtual Networks Adaptations over Public Testbeds

A Angi, A Sacco, E Alberti, G Marchetto… - 2023 IEEE …, 2023 - ieeexplore.ieee.org
Network emulators and simulation environments traditionally support computer networking
and distributed system research. The continued use of multiple approaches highlights both …

A Collaborative and Distributed Learning-Based Solution to Autonomously Plan Computer Networks

D Monaco, A Sacco, E Alberti… - … 26th Conference on …, 2023 - ieeexplore.ieee.org
The high programmability provided by Software Defined Networking (SDN) paradigm
facilitated the integration of Machine Learning (ML) methods to design a new family of …

Towards Autonomous Computer Networks in Support of Critical Systems

A Sacco, G Marchetto - NOMS 2023-2023 IEEE/IFIP Network …, 2023 - ieeexplore.ieee.org
A recent trend dictating evolution of management and orchestration of computer networks is
constituted by the softwarization and virtualization of them, which have drastically simplified …

Guest Editors' Introduction: Special Section on Design and Management of Reliable Communication Networks

M Tornatore, T Gomes, C Mas-Machuca… - … on Network and …, 2021 - ieeexplore.ieee.org
This special section features the latest research contributions regarding the design and
management of reliable networks. Reliability of communication infrastructure is a top priority …