Machine Learning for Autonomic System Operation in the Heterogeneous Edge-Cloud Continuum

Informazioni relative al progetto

MLSysOps

ID dell’accordo di sovvenzione: 101092912

DOI

10.3030/101092912

Progetto chiuso

Data della firma CE 21 Novembre 2022

Data di avvio 1 Gennaio 2023

Data di completamento 31 Gennaio 2026

Finanziato da

• Digital, Industry and Space

Costo totale

€ 5 711 250,01

Contributo UE

€ 5 711 250,00

Coordinato da

PANEPISTIMIO THESSALIAS
Greece

CORDIS fornisce collegamenti ai risultati finali pubblici e alle pubblicazioni dei progetti ORIZZONTE.

I link ai risultati e alle pubblicazioni dei progetti del 7° PQ, così come i link ad alcuni tipi di risultati specifici come dataset e software, sono recuperati dinamicamente da .OpenAIRE .

Risultati finali

Other (1)

Final Version of System Simulators

The final release of system simulators for datacenters and smart-/deep-edge infrastructures.

Pubblicazioni

Conference proceedings (36)

A Robust Fingerprinting Mechanism Based on Amplifier Non Linearities

Autori: Biagi, Mauro; Loscri, Valeria
Pubblicato in: 2025 Joint European Conference on Networks and Communications & 6G Summit (EuCNC/6G Summit), 2025
Editore: IEEE
DOI: 10.1109/EUCNC/6GSUMMIT63408.2025.11037077

MLIoT: Transparent and Secure ML Offloading in the Cloud-Edge-IoT Continuum

Autori: Anastassios Nanos, Charalampos Mainas, Konstantinos Papazafeiropoulos, Apostolos Giannousas, Ilias Lagomatis, Aristotelis Kretsis
Pubblicato in: 2025
Editore: IEEE
DOI: 10.5281/ZENODO.15472183

FedHeur: Multi-Heuristic Client Selection for Task Offloading in Federated Learning

Autori: Nawaz Ali, Gianluca Aloi, Raffaele Gravina, Claudio Savaglio, Ali Hassan Sodhro, Giancarlo Fortino
Pubblicato in: 2025 21st International Conference on Distributed Computing in Smart Systems and the Internet of Things (DCOSS-IoT), 2025
Editore: IEEE
DOI: 10.5281/ZENODO.18631551

Edge-cloud continuum driven industry 4.0

Autori: Nawaz Ali, Gianluca Aloi, Floriano De Rango, Claudio Savaglio, Raffaele Gravina
Pubblicato in: Procedia Computer Science, Numero 253, 2025, ISSN 1877-0509
Editore: Elsevier
DOI: 10.1016/J.PROCS.2025.01.318

Benefits of Agent-Oriented Transitioning from Monolithic To Service-Based Architectures

Autori: Daniel-Costel Bouleanu, Marco Loaiza, Costin Bădică, Raffaele Gravina, Giancarlo Fortino
Pubblicato in: 2024 International Conference on INnovations in Intelligent SysTems and Applications (INISTA), 2024
Editore: IEEE
DOI: 10.1109/INISTA62901.2024.10683829

Vacant Holes for Unsupervised Detection of the Outliers in Compact Latent Representation

Autori: Glazunov, Misha; Zarras, Apostolis
Pubblicato in: 39th Conference on Uncertainty in Artificial Intelligence (UAI '23), 2023, ISSN 2640-3498
Editore: Proceedings of Machine Learning Research
DOI: 10.48550/arxiv.2306.09646

Identifying and Exploiting a Denial-Of-Service Vulnerability in the NGAP Protocol in 5G Networks

Autori: Moheddine, Aya; Loscri, Valeria
Pubblicato in: 2025 Joint European Conference on Networks and Communications & 6G Summit (EuCNC/6G Summit), 2025
Editore: IEEE
DOI: 10.1109/EUCNC/6GSUMMIT63408.2025.11036893

Decentralized IoT-Edge Computing: An LSTM-Based Federated Learning Framework for Personalized Task Failure Prediction

Autori: Nawaz Ali, Mir Hassan, Ali Hassan Sodhro, Gianluca Aloi, Raffaele Gravina, Claudio Savaglio, Giovanni Iacca, Giancarlo Fortino
Pubblicato in: 2025 IEEE 101st Vehicular Technology Conference (VTC2025-Spring), 2025
Editore: IEEE
DOI: 10.5281/ZENODO.18631476

Managing Far-Edge Devices using Kubernetes

Autori: Carlos Resende, João Oliveira, Filipe Sousa, Waldir Junior, Luis Almeida
Pubblicato in: The 21st International Conference on Embedded Wireless Systems and Networks, 2024
Editore: ACM
DOI: 10.5281/ZENODO.18494693

Edge AI in the computing continuum: Consistency and Availability at Early Design Stages

Autori: Vincenzo Barbuto, Claudio Savaglio, Giancarlo Fortino, Edward A. Lee
Pubblicato in: 2025 IEEE International Parallel and Distributed Processing Symposium Workshops (IPDPSW), 2025
Editore: IEEE
DOI: 10.1109/IPDPSW66978.2025.00175

Using Machine Learning to Take Stay-or-Go Decisions in Data-driven Drone Missions

Autori: Giorgos Polychronis, Foivos Pournaropoulos, Christos D. Antonopoulos, Spyros Lalis
Pubblicato in: 22nd EAI International Conference on Mobile and Ubiquitous Systems: Computing, Networking and Services, 2025
Editore: Springer
DOI: 10.48550/ARXIV.2512.04773

DPUConfig: Optimizing ML Inference in FPGAs Using Reinforcement Learning

Autori: Alexandros Patras, Spyros Lalis, Christos D. Antonopoulos, Nikolaos Bellas
Pubblicato in: 2026 Design, Automation and Test in Europe Conference | The European Event for Electronic System Design & Test, 2026
Editore: IEEE
DOI: 10.48550/ARXIV.2602.12847

Per Priority Data Rate Measurement in Data Plane

Autori: Mostafaei, Habib; Smaragdakis, Georgios
Pubblicato in: 6th European P4 Workshop (EuroP4 '23), 2023, ISBN 9798400704468
Editore: ACM
DOI: 10.1145/3630047.3630199

GANSec: Enhancing Supervised Wireless Anomaly Detection Robustness Through Tailored Conditional GAN Augmentation

Autori: Jiali Xu, Shuo Wang, Valeria Loscri, Alessandro Brighente, Mauro Conti, Romain Rouvoy
Pubblicato in: Lecture Notes in Computer Science, Computer Security – ESORICS 2025, 2025
Editore: Springer Nature Switzerland
DOI: 10.1007/978-3-032-07884-1_22

Towards an Edge Intelligence-based Traffic Monitoring System

Autori: Barbuto, Vincenzo; Savaglio, Claudio; Minerva, Roberto; Crespi, Noel; Fortino, Giancarlo
Pubblicato in: 2023 IEEE International Conference on Systems, Man, and Cybernetics (SMC 2023), 2023
Editore: IEEE
DOI: 10.1109/SMC53992.2023.10393907

Green or Fast? Learning to Balance Cold Starts and Idle Carbon in Serverless Computing

Autori: Bowen Sun, Christos D. Antonopoulos, Evgenia Smirni, Bin Ren, Nikolaos Bellas, Spyros Lalis
Pubblicato in: IEEE International Symposium on Cluster, Cloud, and Internet Computing (CCGrid 2026)
Editore: arxiv
DOI: 10.48550/ARXIV.2602.23935

Radio Resource Optimization in LoRa IoT Networks for Smart Cities: An Approach Based on the Firefly Algorithm

Autori: Rayane Araújo Lima Seraphim, Antonio Oliveira-Jr, Waldir Moreira
Pubblicato in: 2025 IEEE International Conference on Pervasive Computing and Communications Workshops and other Affiliated Events (PerCom Workshops), 2025
Editore: IEEE
DOI: 10.1109/PERCOMWORKSHOPS65533.2025.00157

A Generative AI-Driven Architecture for Intelligent Transportation Systems

Autori: Fabrizio Mangione, Vincenzo Barbuto, Claudio Savaglio, Giancarlo Fortino
Pubblicato in: 2024 IEEE 10th World Forum on Internet of Things (WF-IoT), 2024
Editore: IEEE
DOI: 10.1109/WF-IOT62078.2024.10811280

Edge Intelligence for Industrial IoT: Opportunities and Limitations

Autori: Claudio Savaglio, Pasquale Mazzei, Giancarlo Fortino
Pubblicato in: Procedia Computer Science, Numero 232, 2024, ISSN 1877-0509
Editore: Elsevier BV
DOI: 10.1016/J.PROCS.2024.01.039

TMModel: Modeling Texture Memory and Mobile GPU Performance to Accelerate DNN Computations

Autori: Jiexiong Guan, Zhenqing Hu, Christos D. Antonopoulos, Nikolaos Bellas, Spyros Lalis, Evgenia Smirni, Gang Zhou, Gagan Agrawal, Bin Ren
Pubblicato in: Proceedings of the 39th ACM International Conference on Supercomputing, 2025
Editore: ACM
DOI: 10.1145/3721145.3725774

Leveraging UE-Level Collaborative Intelligence for Scalable Jamming Detection in 5G Networks

Autori: Jiali Xu, Valéria Loscrì
Pubblicato in: 2025 21st International Conference on Distributed Computing in Smart Systems and the Internet of Things (DCOSS-IoT), 2025
Editore: IEEE
DOI: 10.1109/DCOSS-IOT65416.2025.00120

TinyKubeML: Orchestrating TinyML Models on Far-Edge Clusters

Autori: João Oliveira, Fernando Rego, Filipe Sousa
Pubblicato in: The 22nd International Conference on Embedded Wireless Systems and Networks (EWSN), 2025
Editore: ACM
DOI: 10.5281/ZENODO.18494389

Cooper: A Lightweight Event Recording and Visualization Framework for Data Center Simulations

Autori: Mark Doyle, Theodoros Aslanidis, Dimitris Chatzopoulos
Pubblicato in: Lecture Notes in Computer Science, Algorithmic Aspects of Cloud Computing, 2025
Editore: Springer Nature Switzerland
DOI: 10.1007/978-3-032-13744-9_2

Optimizing 5G Networks for Low-Latency Communication: A Reinforcement Learning-Based Approach

Autori: Pazienza A.; Bozzolo L.; Mancuso D.; Rossi M.; Aloi G.; Gravina R.
Pubblicato in: Procedia Computer Science, 2025
Editore: Elsevier
DOI: 10.1016/J.PROCS.2025.01.240

Programmable Fabrics with Optical Switches in AI Supercomputers

Autori: Nikos Terzenidis, Giannis Patronas, Dimitris Syrivelis, Eitan Zahavi, Athanasios Fevgas, Nikos Argyris, Prethvi Kashinkunti, Louis Capps, Zsolt-Alon Wertheimer, Chen Avin, Julie Bernauer, Elad Mentovich, Paraskevas Bakopoulos
Pubblicato in: 2025 30th OptoElectronics and Communications Conference (OECC) and 2025 International Conference on Photonics in Switching and Computing (PSC), 2025
Editore: IEEE
DOI: 10.5281/ZENODO.18657744

Agents in Software Development Architectures

Autori: Marco Loaiza, Claudio Savaglio, Niaz Hussain Arijo, Gianluca Aloi, Giancarlo Fortino, Raffaele Gravina
Pubblicato in: 24th Workshop From Objects to Agents (WOA 2023), 2023, ISSN 1613-0073
Editore: CEUR-WS

Flexible Computation Offloading at the Edge for Autonomous Drones with Uncertain Flight Times

Autori: Giorgos Polychronis; Spyros Lalis
Pubblicato in: 19th International Conference on Distributed Computing in Smart Systems and the Internet of Things (DCOSS-IoT), 2023, ISSN 2325-2944
Editore: IEEE
DOI: 10.1109/dcoss-iot58021.2023.00043

Sec5GLoc: Securing 5G Indoor Localization via Adversary-Resilient Deep Learning Architecture

Autori: Ildi Alla, Valeria Loscri
Pubblicato in: 2025 IEEE Conference on Communications and Network Security (CNS), 2025
Editore: IEEE
DOI: 10.48550/ARXIV.2505.17776

Cross-Domain DRL Agents for Efficient Job Placement in the Cloud-Edge Continuum

Autori: Theodoros Aslanidis; Sokol Kosta; Spyros Lalis; Dimitris Chatzopoulos
Pubblicato in: The 5th Workshop on Machine Learning and Systems, 2025
Editore: ACM
DOI: 10.1145/3721146.3721934

Enabling Cloud-native IoT device management

Autori: Anastassios Nanos, Ioannis Plakas, Georgios Ntoutsos, Charalampos Mainas
Pubblicato in: 1st International Workshop on MetaOS for the Cloud-Edge-IoT Continuum (MECC 2024), 2024, ISBN 979-84-00705-43-4
Editore: ACM
DOI: 10.1145/3642975.3678967

Customized EdgeCloudSim: Enhanced Mobility and Network Models for Urban Vehicular Edge Computing

Autori: Nawaz Ali, Giuseppe Caliciuri, Raffaele Gravina, Floriano De Rango, Gianluca Aloi, Giancarlo Fortino
Pubblicato in: 2024 28th International Symposium on Distributed Simulation and Real Time Applications (DS-RT), 2024
Editore: IEEE
DOI: 10.5281/ZENODO.18631208

IoTNetEMU - A Framework to Emulate and Test IoT Applications

Autori: João Oliveira, Filipe Sousa, Luis Almeida
Pubblicato in: 19th ACM International Symposium on QoS and Security for Wireless and Mobile Networks (Q2SWinet '23), 2023, ISBN 9798400703683
Editore: ACM
DOI: 10.1145/3616391.3622774

Simulators for system dataset generation in the Edge-to-Cloud Continuum

Autori: Nawaz Ali, Gianluca Aloi Pasquale Pace, Michele Gianfelice, Francesco Pupo, Raffaele Gravina, Giancarlo Fortino
Pubblicato in: 3rd Workshop on DIStributed COLlective Intelligence (DISCOLI 2024), 2023, ISSN 2325-2944
Editore: IEEE
DOI: 10.1109/DCOSS-IOT61029.2024.00091

SHIELD: Scalable and Holistic Evaluation Framework for ML-Based 5G Jamming Detection

Autori: Jiali Xu, Aya Moheddine, Valéria Loscrì, Alessandro Brighente, Mauro Conti
Pubblicato in: Lecture Notes in Computer Science, Availability, Reliability and Security, 2025
Editore: Springer Nature Switzerland
DOI: 10.1007/978-3-032-00624-0_12

NAMP: A Network-Aware Model Partitioning Framework for Constrained Devices

Autori: Fernando Rego, João Oliveira, Filipe Sousa, Luis Almeida
Pubblicato in: Proceedings of the 4th International Workshop on Real-time and IntelliGent Edge computing, 2025
Editore: ACM
DOI: 10.1145/3722567.3727844

Split Learning Based GAN Training for Non-IID Federated Learning

Autori: Joana Tirana, Andreas Chouliaras, Theodoros Aslanidis, John Byabazaire, Spyridon Mastorakis, Dimitris Chatzopoulos
Pubblicato in: Lecture Notes in Computer Science, Algorithmic Aspects of Cloud Computing, 2025
Editore: Springer Nature Switzerland
DOI: 10.1007/978-3-032-13744-9_5

Peer reviewed articles (9)

Compressed Sensing Approach for Physiological Signals: A Review

Autori: Bharat Lal; Raffaele Gravina; Fanny Spagnolo; Pasquale Corsonello
Pubblicato in: Sensors Journal, 2023, ISSN 1558-1748
Editore: IEEE
DOI: 10.1109/jsen.2023.3243390

Implementation and Evaluation of Multi-Hop Parallel Split Learning

Autori: Joana Tirana, Spyros Lalis, Dimitris Chatzopoulos
Pubblicato in: IEEE Access, Numero 14, 2026, ISSN 2169-3536
Editore: IEEE
DOI: 10.1109/ACCESS.2026.3653864

MUDGUARD: Taming Malicious Majorities in Federated Learning using Privacy-preserving Byzantine-robust Clustering

Autori: Wang, R.; Wang, X.; Chen, H.; Decouchant, J.; Picek, S.; Picek, S.; Laoutaris, N.; Liang, K.
Pubblicato in: ACM SIGMETRICS Performance Evaluation Review, 2024, ISSN 0163-5999
Editore: ACM
DOI: 10.1145/3726854.3727296

At the Confluence of Artificial Intelligence and Edge Computing in IoT-Based Applications: A Review and New Perspectives

Autori: Amira Bourechak; Ouarda Zedadra; Mohamed Nadjib Kouahla; Antonio Guerrieri; Hamid Seridi; Giancarlo Fortino
Pubblicato in: Sensors, Numero 23, 2023, ISSN 1424-8220
Editore: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/s23031639

Optical switching for data centers and advanced computing systems [Invited]

Autori: Patronas, Giannis; Terzenidis, Nikos; Kashinkunti, Prethvi; Zahavi, Eitan; Syrivelis, Dimitris; Capps, Louis; Wertheimer, Zsolt-Alon; Argyris, Nikos; Fevgas, Athanasios; Thompson, Craig; Ganor, Avraham; Bernauer, Julie; Mentovich, Elad; Bakopoulos, Paraskevas
Pubblicato in: Journal of Optical Communications and Networking, 2024, ISSN 1539-4794
Editore: OPTICA
DOI: 10.1364/JOCN.534317

Tracking submarine cables in the wild

Autori: Ioana Livadariu, Ahmed Elmokashfi, Georgios Smaragdakis
Pubblicato in: Computer Networks, Numero 242, 2024, ISSN 1389-1286
Editore: Elsevier BV
DOI: 10.1016/j.comnet.2024.110234

TRIDENT: Tri-modal Real-time Intrusion Detection Engine for New Targets

Autori: Ildi Alla; Selma Yahia; Valeria Loscri
Pubblicato in: Computers & Security, 2025, ISSN 1872-6208
Editore: Elsevier
DOI: 10.48550/ARXIV.2504.06417

Improving Far-Edge Device Management in IoT Applications Using Kubernetes

Autori: Carlos Resende, João Oliveira, Filipe Sousa, Waldir Moreira, Luis Almeida Sousa
Pubblicato in: IEEE Open Journal of the Industrial Electronics Society, Numero 6, 2025, ISSN 2644-1284
Editore: IEEE
DOI: 10.1109/OJIES.2025.3581076

Proximity-Aware Federated Learning for Symbiotic Task Offloading in Vehicular-Edge Intelligence

Autori: Nawaz Ali, Mir Hassan, Ali Hassan Sodhro, Gianluca Aloi, Raffaele Gravina, Giovanni Iacca, Floriano De Rango
Pubblicato in: IEEE Internet of Things Journal, Numero 12, 2025, ISSN 2327-4662
Editore: IEEE
DOI: 10.5281/ZENODO.18631263