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

Project Information

MLSysOps

Grant agreement ID: 101092912

DOI

10.3030/101092912

Project closed

EC signature date 21 November 2022

Start date 1 January 2023

End date 31 January 2026

Funded under

• Digital, Industry and Space

Total cost

€ 5 711 250,01

EU contribution

€ 5 711 250,00

Coordinated by

PANEPISTIMIO THESSALIAS
Greece

CORDIS provides links to public deliverables and publications of HORIZON projects.

Links to deliverables and publications from FP7 projects, as well as links to some specific result types such as dataset and software, are dynamically retrieved from OpenAIRE .

Deliverables

Other (1)

Final Version of System Simulators

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

Publications

Conference proceedings (36)

A Robust Fingerprinting Mechanism Based on Amplifier Non Linearities

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

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

Author(s): Anastassios Nanos, Charalampos Mainas, Konstantinos Papazafeiropoulos, Apostolos Giannousas, Ilias Lagomatis, Aristotelis Kretsis
Published in: 2025
Publisher: IEEE
DOI: 10.5281/ZENODO.15472183

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

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

Edge-cloud continuum driven industry 4.0

Author(s): Nawaz Ali, Gianluca Aloi, Floriano De Rango, Claudio Savaglio, Raffaele Gravina
Published in: Procedia Computer Science, Issue 253, 2025, ISSN 1877-0509
Publisher: Elsevier
DOI: 10.1016/J.PROCS.2025.01.318

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

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

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

Author(s): Glazunov, Misha; Zarras, Apostolis
Published in: 39th Conference on Uncertainty in Artificial Intelligence (UAI '23), 2023, ISSN 2640-3498
Publisher: 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

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

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

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

Managing Far-Edge Devices using Kubernetes

Author(s): Carlos Resende, João Oliveira, Filipe Sousa, Waldir Junior, Luis Almeida
Published in: The 21st International Conference on Embedded Wireless Systems and Networks, 2024
Publisher: ACM
DOI: 10.5281/ZENODO.18494693

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

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

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

Author(s): Giorgos Polychronis, Foivos Pournaropoulos, Christos D. Antonopoulos, Spyros Lalis
Published in: 22nd EAI International Conference on Mobile and Ubiquitous Systems: Computing, Networking and Services, 2025
Publisher: Springer
DOI: 10.48550/ARXIV.2512.04773

DPUConfig: Optimizing ML Inference in FPGAs Using Reinforcement Learning

Author(s): Alexandros Patras, Spyros Lalis, Christos D. Antonopoulos, Nikolaos Bellas
Published in: 2026 Design, Automation and Test in Europe Conference | The European Event for Electronic System Design & Test, 2026
Publisher: IEEE
DOI: 10.48550/ARXIV.2602.12847

Per Priority Data Rate Measurement in Data Plane

Author(s): Mostafaei, Habib; Smaragdakis, Georgios
Published in: 6th European P4 Workshop (EuroP4 '23), 2023, ISBN 9798400704468
Publisher: ACM
DOI: 10.1145/3630047.3630199

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

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

Towards an Edge Intelligence-based Traffic Monitoring System

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

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

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

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

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

A Generative AI-Driven Architecture for Intelligent Transportation Systems

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

Edge Intelligence for Industrial IoT: Opportunities and Limitations

Author(s): Claudio Savaglio, Pasquale Mazzei, Giancarlo Fortino
Published in: Procedia Computer Science, Issue 232, 2024, ISSN 1877-0509
Publisher: Elsevier BV
DOI: 10.1016/J.PROCS.2024.01.039

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

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

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

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

TinyKubeML: Orchestrating TinyML Models on Far-Edge Clusters

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

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

Author(s): Mark Doyle, Theodoros Aslanidis, Dimitris Chatzopoulos
Published in: Lecture Notes in Computer Science, Algorithmic Aspects of Cloud Computing, 2025
Publisher: Springer Nature Switzerland
DOI: 10.1007/978-3-032-13744-9_2

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

Author(s): Pazienza A.; Bozzolo L.; Mancuso D.; Rossi M.; Aloi G.; Gravina R.
Published in: Procedia Computer Science, 2025
Publisher: Elsevier
DOI: 10.1016/J.PROCS.2025.01.240

Programmable Fabrics with Optical Switches in AI Supercomputers

Author(s): 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
Published in: 2025 30th OptoElectronics and Communications Conference (OECC) and 2025 International Conference on Photonics in Switching and Computing (PSC), 2025
Publisher: IEEE
DOI: 10.5281/ZENODO.18657744

Agents in Software Development Architectures

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

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

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

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

Author(s): Ildi Alla, Valeria Loscri
Published in: 2025 IEEE Conference on Communications and Network Security (CNS), 2025
Publisher: IEEE
DOI: 10.48550/ARXIV.2505.17776

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

Author(s): Theodoros Aslanidis; Sokol Kosta; Spyros Lalis; Dimitris Chatzopoulos
Published in: The 5th Workshop on Machine Learning and Systems, 2025
Publisher: ACM
DOI: 10.1145/3721146.3721934

Enabling Cloud-native IoT device management

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

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

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

IoTNetEMU - A Framework to Emulate and Test IoT Applications

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

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

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

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

Author(s): Jiali Xu, Aya Moheddine, Valéria Loscrì, Alessandro Brighente, Mauro Conti
Published in: Lecture Notes in Computer Science, Availability, Reliability and Security, 2025
Publisher: Springer Nature Switzerland
DOI: 10.1007/978-3-032-00624-0_12

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

Author(s): Fernando Rego, João Oliveira, Filipe Sousa, Luis Almeida
Published in: Proceedings of the 4th International Workshop on Real-time and IntelliGent Edge computing, 2025
Publisher: ACM
DOI: 10.1145/3722567.3727844

Split Learning Based GAN Training for Non-IID Federated Learning

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

Peer reviewed articles (9)

Compressed Sensing Approach for Physiological Signals: A Review

Author(s): Bharat Lal; Raffaele Gravina; Fanny Spagnolo; Pasquale Corsonello
Published in: Sensors Journal, 2023, ISSN 1558-1748
Publisher: IEEE
DOI: 10.1109/jsen.2023.3243390

Implementation and Evaluation of Multi-Hop Parallel Split Learning

Author(s): Joana Tirana, Spyros Lalis, Dimitris Chatzopoulos
Published in: IEEE Access, Issue 14, 2026, ISSN 2169-3536
Publisher: IEEE
DOI: 10.1109/ACCESS.2026.3653864

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

Author(s): Wang, R.; Wang, X.; Chen, H.; Decouchant, J.; Picek, S.; Picek, S.; Laoutaris, N.; Liang, K.
Published in: ACM SIGMETRICS Performance Evaluation Review, 2024, ISSN 0163-5999
Publisher: ACM
DOI: 10.1145/3726854.3727296

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

Author(s): Amira Bourechak; Ouarda Zedadra; Mohamed Nadjib Kouahla; Antonio Guerrieri; Hamid Seridi; Giancarlo Fortino
Published in: Sensors, Issue 23, 2023, ISSN 1424-8220
Publisher: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/s23031639

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

Author(s): 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
Published in: Journal of Optical Communications and Networking, 2024, ISSN 1539-4794
Publisher: OPTICA
DOI: 10.1364/JOCN.534317

Tracking submarine cables in the wild

Author(s): Ioana Livadariu, Ahmed Elmokashfi, Georgios Smaragdakis
Published in: Computer Networks, Issue 242, 2024, ISSN 1389-1286
Publisher: Elsevier BV
DOI: 10.1016/j.comnet.2024.110234

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

Author(s): Ildi Alla; Selma Yahia; Valeria Loscri
Published in: Computers & Security, 2025, ISSN 1872-6208
Publisher: Elsevier
DOI: 10.48550/ARXIV.2504.06417

Improving Far-Edge Device Management in IoT Applications Using Kubernetes

Author(s): Carlos Resende, João Oliveira, Filipe Sousa, Waldir Moreira, Luis Almeida Sousa
Published in: IEEE Open Journal of the Industrial Electronics Society, Issue 6, 2025, ISSN 2644-1284
Publisher: IEEE
DOI: 10.1109/OJIES.2025.3581076

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

Author(s): Nawaz Ali, Mir Hassan, Ali Hassan Sodhro, Gianluca Aloi, Raffaele Gravina, Giovanni Iacca, Floriano De Rango
Published in: IEEE Internet of Things Journal, Issue 12, 2025, ISSN 2327-4662
Publisher: IEEE
DOI: 10.5281/ZENODO.18631263