Taming the environmental impact of mobile networks through GREEN EDGE computing platforms

Informations projet

GREENEDGE

N° de convention de subvention: 953775

DOI

10.3030/953775

Projet clôturé

Date de signature de la CE 13 Août 2020

Date de début 1 Mars 2021

Date de fin 28 Février 2025

Financé au titre de

• EXCELLENT SCIENCE - Marie Skłodowska-Curie Actions

Coût total

€ 4 035 059,13

Contribution de l’UE

€ 4 035 059,13

Coordonné par

UNIVERSITA DEGLI STUDI DI PADOVA
Italy

CORDIS fournit des liens vers les livrables publics et les publications des projets HORIZON.

Les liens vers les livrables et les publications des projets du 7e PC, ainsi que les liens vers certains types de résultats spécifiques tels que les jeux de données et les logiciels, sont récupérés dynamiquement sur OpenAIRE .

Livrables

Documents, reports (4)

Communication, Dissemination and Exploitation Plan

Communication Dissemination and Exploitation Plan

Training Plan
Final report on Communication, Dissemination and Exploitation activities
Final report on Training activities

Publications

Conference proceedings (30)

Divide and Save: Splitting Workload Among Containers in an Edge Device to Save Energy and Time

Auteurs: Aria Khoshsirat; Giovanni Perin; Michele Rossi
Publié dans: IEEE International Communications Conference (ICC) - GreenNet Workshop, Numéro May 28-June 1, 2023, 2023
Éditeur: IEEE
DOI: 10.48550/arXiv.2302.06478

Urban Traffic Forecasting using Federated and Continual Learning

Auteurs: Chiara Lanza, Eduard Angelats, Marco Miozzo, Paolo Dini
Publié dans: IEEE Conference on Cloud and Internet of Things 2023 (CIoT’23), Numéro March 20-22, 2023, 2023
Éditeur: IEEE
DOI: 10.5281/zenodo.7612492

QualityBLE: A QoS Aware Implementation for BLE Mesh Networks

Auteurs: Landivar, Jimmy Fernandez; Crombez, Pieter; Pollin, Sofie; Sallouha, Hazem
Publié dans: EWSN '23: Proceedings of the 2023 International Conference on embedded Wireless Systems and Networks, Numéro September 25-27, 2023, 2023, Page(s) 46-51
Éditeur: ACM
DOI: 10.48550/arxiv.2308.00599

Fully Decentralized Client Selection for Energy-Efficient Federated Learning

Auteurs: Elia Guerra, Marco Miozzo, Paolo Dini
Publié dans: 2023 IEEE Intl Conf on Dependable, Autonomic and Secure Computing, Intl Conf on Pervasive Intelligence and Computing, Intl Conf on Cloud and Big Data Computing, Intl Conf on Cyber Science and Technology Congress (DASC/PiCom/CBDCom/CyberSciTech), Numéro 14-17 November 2023, 2024, Page(s) 0595-0601, ISBN 979-8-3503-0461-9
Éditeur: IEEE
DOI: 10.1109/dasc/picom/cbdcom/cy59711.2023.10361464

Sustainable Edge Intelligence Through Energy-Aware Early Exiting

Auteurs: Bullo, Marcello; Jardak, Seifallah; Carnelli, Pietro; Gündüz, Deniz
Publié dans: IEEE 33rd International Workshop on Machine Learning for Signal Processing (MLSP), Numéro September 17-20, 2023, 2023
Éditeur: IEEE
DOI: 10.1109/mlsp55844.2023.10285956

ecoBLE: A Low-Computation Energy Consumption Prediction Framework for Bluetooth Low Energy

Auteurs: Schuhmacher, Luisa; Pollin, Sofie; Sallouha, Hazem
Publié dans: EWSN '23: Proceedings of the 2023 International Conference on embedded Wireless Systems and Networks, Numéro September 25-27, 2023, 2023
Éditeur: ACM
DOI: 10.48550/arxiv.2309.16686

Machine Learning-Enhanced Indoor Positioning Using Photovoltaic Cells for Light-Based Internet of Things

Auteurs: Perera, Malalgodage Amila Nilantha; Botirov, Khojiakbar; Katz, Marcos
Publié dans: IEEE Future Networks World Forum (FNWF'24), Numéro 15-17 October 2024, 2024
Éditeur: IEEE
DOI: 10.5281/zenodo.15097113

Measuring Data Similarity for Efficient Federated Learning: A Feasibility Study

Auteurs: Fernanda Famá, Charalampos Kalalas, Sandra Lagen, Paolo Dini
Publié dans: 2024 International Conference on Computing, Networking and Communications (ICNC), Numéro Feb. 19-22 2024, 2024, Page(s) 394-400, ISBN 979-8-3503-7099-7
Éditeur: IEEE
DOI: 10.1109/icnc59896.2024.10556102

Energy Minimization for Participatory Federated Learning in IoT Analyzed via Game Theory

Auteurs: Alessandro Buratto, Elia Guerra, Marco Miozzo, Paolo Dini, Leonardo Badia
Publié dans: 2024 International Conference on Artificial Intelligence in Information and Communication (ICAIIC), Numéro 19-22 February 2024, 2024, Page(s) 249-254, ISBN 979-8-3503-4435-6
Éditeur: IEEE
DOI: 10.1109/icaiic60209.2024.10463513

Decentralized LLM Inference over Edge Networks with Energy Harvesting

Auteurs: Aria Khoshsirat, Giovanni Perin, Michele Rossi
Publié dans: GLOBECOM 2024 - 2024 IEEE Global Communications Conference, Numéro 8-12 December 2024, 2025, Page(s) 3703-3708, ISBN 979-8-3503-5126-2
Éditeur: IEEE
DOI: 10.1109/globecom52923.2024.10901542

Distributed Deep Joint Source-Channel Coding with Decoder-Only Side Information

Auteurs: Selim F. Yilmaz, Ezgi Ozyilkan, Deniz Gündüz, Elza Erkip
Publié dans: 2024 IEEE International Conference on Machine Learning for Communication and Networking (ICMLCN), Numéro 5-8 May 2024, 2024, Page(s) 139-144, ISBN 979-8-3503-4320-5
Éditeur: IEEE
DOI: 10.1109/icmlcn59089.2024.10625214

Energy Consumption of Neural Networks on NVIDIA Edge Boards: an Empirical Model

Auteurs: Lahmer, Seyyidahmed; Khoshsirat, Aria; Rossi, Michele; Zanella, Andrea
Publié dans: IEEE WiOpt Workshop on “Sustainable Wireless Networking” 2022 (IEEE SWirNet 2022), Numéro Sept 19-23, 2023, 2022
Éditeur: IEEE
DOI: 10.5281/zenodo.6959993

Balanced Space- and Time-based Duty-cycle Scheduling for Light-based IoT

Auteurs: Khojiakbar Botirov, Hazem Sallouha, Sofie Pollin, Marcos Katz
Publié dans: ACM Eware-IoT 2024 (co-located with ACM IoT 2024), Numéro November 19, 2024, 2024
Éditeur: ACM
DOI: 10.48550/arxiv.2410.06870

Pragmatic Goal-Oriented Communications Under Semantic-Effectiveness Channel Errors

Auteurs: Tomás Huttebraucker, Mohamed Sana, Emilio Calvanese Strinati
Publié dans: 2024 IEEE 21st Consumer Communications & Networking Conference (CCNC), Numéro 06-09 January 2024, 2024, Page(s) 683-689, ISBN 979-8-3503-0458-9
Éditeur: IEEE
DOI: 10.1109/ccnc51664.2024.10454728

Towards Energy-Aware Federated Traffic Prediction for Cellular Networks

Auteurs: Perifanis V.; Pavlidis N.; Yilmaz S.F.; Wilhelmi F.; Guerra E.; Miozzo M.; Efraimidis P.S.; Dini P.; Koutsiamanis R.-A.
Publié dans: Eighth International Conference on Fog and Mobile Edge Computing (FMEC), Numéro September 18-20, 2023, 2023, ISBN 979-8-3503-1697-1
Éditeur: IEEE
DOI: 10.1109/FMEC59375.2023.10306017

High Perceptual Quality Wireless Image Delivery with Denoising Diffusion Models

Auteurs: Selim F. Yilmaz, Xueyan Niu, Bo Bai, Wei Han, Lei Deng, Deniz Gündüz
Publié dans: IEEE INFOCOM 2024 - IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS), Numéro 20-20 May 2024, 2024, Page(s) 1-5, ISBN 979-8-3503-8448-2
Éditeur: IEEE
DOI: 10.1109/infocomwkshps61880.2024.10620904

Efficient Network Representation for GNN-based Intrusion Detection

Auteurs: Hamdi FRIJI, Alexis OLIVEREAU, Mireille SARKISS
Publié dans: International Conference on Applied Cryptography and Network Security, 2023, Numéro 19-22 June, 2023, 2023
Éditeur: Springer
DOI: 10.5281/zenodo.7843790

An MRL-Based Design Solution for RIS-Assisted MU-MIMO Wireless System Under Time-Varying Channels

Auteurs: Wu, Meng-Qian Alexander; Sang, Tzu-Hsien; Schuhmacher, Luisa; Guo, Ming-Jie; Hammoud, Khodr; Pollin, Sofie
Publié dans: IEEE GLOBECOM, Numéro December 4-8, 2023, 2023, ISSN 2576-6813
Éditeur: IEEE
DOI: 10.1109/globecom54140.2023.10437655

Multi-stage Attack Detection and Prediction Using Graph Neural Networks: An IoT Feasibility Study

Auteurs: Hamdi Friji, Ioannis Mavromatis, Adrian Sanchez-Mompo, Pietro Carnelli, Alexis Olivereau, Aftab Khan
Publié dans: IEEE 22nd International Conference on Trust, Security and Privacy in Computing and Communications (TrustCom), Numéro November 1-3, 2023, 2023, ISBN 979-8-3503-8199-3
Éditeur: IEEE
DOI: 10.1109/trustcom60117.2023.00095

Batteryless BLE and Light-based IoT Sensor Nodes for Reliable Environmental Sensing

Auteurs: Jimmy Fernandez Landivar, Khojiakbar Botirov, Hazem Sallouha, Marcos Katz, Sofie Pollin
Publié dans: 2024 IEEE 35th International Symposium on Personal, Indoor and Mobile Radio Communications (PIMRC), Numéro 02-05 September 2024, 2025, Page(s) 1-6, ISBN 979-8-3503-6225-1
Éditeur: IEEE
DOI: 10.1109/pimrc59610.2024.10817258

The Cost of Learning: Efficiency vs. Efficacy of Learning-Based RRM for 6G

Auteurs: Seyyidahmed Lahmer, Federico Chiariotti, Andrea Zanella,
Publié dans: IEEE International Conference on Communications (ICC) 2023, Numéro May 28-June 1, 2023, 2023
Éditeur: IEEE
DOI: 10.48550/arxiv.2211.16915

The Rate-Distortion-Perception Trade-off with Side Information

Auteurs: Hamdi, Yassine; Gündüz, Deniz
Publié dans: IEEE International Symposium on Information Theory (ISIT), Numéro June 25-30, 2023, 2023
Éditeur: IEEE
DOI: 10.1109/isit54713.2023.10206643

LightSNN: Lightweight Architecture Search for Sparse and Accurate Spiking Neural Networks

Auteurs: Y. Abdennadher, G. Perin, R. Mazzieri, J. Pegoraro, M. Rossi
Publié dans: IEEE International Conference on Advanced Machine Learning and Data Science (AMLDS), Numéro 19-21 July, 2025, 2025
Éditeur: IEEE
DOI: 10.48550/arxiv.2503.21846

Over-the-Air Ensemble Inference with Model Privacy

Auteurs: Selim F. Yilmaz, Burak Hasircioglu, Deniz Gunduz
Publié dans: IEEE International Symposium on Information Theory (ISIT), Numéro June 26-July 1, 2022, 2022
Éditeur: IEEE
DOI: 10.48550/arxiv.2202.03129

The Rate-Distortion-Perception Trade-off: the Role of Private Randomness

Auteurs: Yassine Hamdi, Aaron B. Wagner, Deniz Gündüz
Publié dans: 2024 IEEE International Symposium on Information Theory (ISIT), Numéro 07-12 July 2024, 2024, Page(s) 1083-1088, ISBN 979-8-3503-8285-3
Éditeur: IEEE
DOI: 10.1109/isit57864.2024.10619317

Design and Implementation of a Sustainable Light-based IoT Node on a System-on-Chip

Auteurs: Khojiakbar Botirov, Perera Nilantha, Amila Malalgodage, Marcos Katz
Publié dans: IEEE ICC International Workshop on Green and Sustainable Networking (GreenNet) 2023, Numéro May 28-June 1, 2023, 2023
Éditeur: IEEE
DOI: 10.5281/zenodo.7805184

Relative Representations of Latent Spaces enable Efficient Semantic Channel Equalization

Auteurs: T. Huttebraucker, S. Fiorellino, M. Sana, P. Di Lorenzo, E. Calvanese Strinati
Publié dans: IEEE GLOBECOM, Numéro 8-12 December 2024, 2024
Éditeur: IEEE
DOI: 10.48550/arxiv.2411.19719

Soft Partitioning of Latent Space for Semantic Channel Equalization

Auteurs: Tomás Hüttebräucker, Mohamed Sana, Emilio Calvanese Strinati
Publié dans: 2024 19th International Symposium on Wireless Communication Systems (ISWCS), Numéro 14-17 July 2024, 2024, Page(s) 1-6, ISBN 979-8-3503-6252-7
Éditeur: IEEE
DOI: 10.1109/iswcs61526.2024.10639062

LoRa Multi-Hop Networks for Monitoring Underground Mining Environments

Auteurs: Scalambrin, Luca; Zanella, Andrea; Vilajosana, Xavier
Publié dans: IEEE GLOBECOM, Numéro December 4-8, 2023, 2023, ISBN 979-8-3503-7021-8
Éditeur: IEEE
DOI: 10.1109/gcwkshps58843.2023.10464954

Distributed Deep Joint Source-Channel Coding over a Multiple Access Channel

Auteurs: Yilmaz, Selim F.; Can, Karamanlı; Gündüz, Deniz
Publié dans: IEEE International Conference on Communications (ICC), Numéro May 28-June 1, 2023, 2023
Éditeur: IEEE
DOI: 10.48550/arXiv.2211.09920

Peer reviewed articles (9)

On the Decentralization of Blockchain-enabled Asynchronous Federated Learning

Auteurs: Wilhelmi, Francesc; Guerra, Elia; Dini, Paolo
Publié dans: IEEE 9th International Conference on Network Softwarization (NetSoft), Numéro June 19-23, 2023, 2023, ISSN 2693-9789
Éditeur: IEEE
DOI: 10.1109/netsoft57336.2023.10175411

The Cost of Training Machine Learning Models Over Distributed Data Sources

Auteurs: Guerra Elia; Francesc Wilhelmi; Marco Miozzo; Paolo Dini
Publié dans: IEEE Open Journal of the Communications Society, Vol 4, Pp 1111-1126 (2023), Numéro May 9, 2023, 2023, ISSN 2644-125X
Éditeur: IEEE
DOI: 10.1109/ojcoms.2023.3274394

Federated Spatial Reuse Optimization in Next-Generation Decentralized IEEE 802.11 WLANs

Auteurs: Wilhelmi, Francesc; Hribar, Jernej; Yilmaz, Selim F.; Ozfatura, Emre; Ozfatura, Kerem; Yildiz, Ozlem; Gündüz, Deniz; Chen, Hao; Ye, Xiaoying; You, Lizhao; Shao, Yulin; Dini, Paolo; Bellalta, Boris
Publié dans: ITU Journal on Future and Evolving Technologies (ITU J-FET), Numéro 11 July 2022, 2022, ISSN 2616-8375
Éditeur: ITU
DOI: 10.52953/tnyt6291

Private Collaborative Edge Inference via Over-the-Air Computation

Auteurs: Selim F. Yilmaz, Burak Hasircioğlu, Li Qiao, Denız Gündüz
Publié dans: IEEE Transactions on Machine Learning in Communications and Networking, Numéro 3, 2025, Page(s) 215-231, ISSN 2831-316X
Éditeur: IEEE
DOI: 10.1109/tmlcn.2025.3526551

ML-Aided 2D Indoor Positioning Using Energy Harvesters and Optical Detectors for Self Powered Light-based IoT Sensors

Auteurs: Amila Perera, Khojiakbar Botirov, Hazem Sallouha, Marcos Katz
Publié dans: IEEE Sensors Journal, Numéro 27 March 2025 (available in early access mode), 2025, Page(s) 1-1, ISSN 1530-437X
Éditeur: Institute of Electrical and Electronics Engineers
DOI: 10.1109/jsen.2025.3552905

Federated Learning in Mobile Networks: A Comprehensive Case Study on Traffic Forecasting

Auteurs: Nikolaos Pavlidis, Vasileios Perifanis, Selim F. Yilmaz, Francesc Wilhelmi, Marco Miozzo, Pavlos S. Efraimidis, Remous-Aris Koutsiamanis, Pavol Mulinka, Paolo Dini
Publié dans: IEEE Transactions on Sustainable Computing, Numéro 21 November 2024 (early access), 2024, Page(s) 1-12, ISSN 2377-3782
Éditeur: IEEE
DOI: 10.1109/tsusc.2024.3504242

Fast Context Adaptation in Cost-Aware Continual Learning

Auteurs: Seyyidahmed Lahmer; Mason, Federico; Chiariotti, Federico; Zanella, Andrea
Publié dans: IEEE Transactions on Machine Learning in Communications and Networking, Numéro April 9, 2024, 2024, ISSN 2831-316X
Éditeur: IEEE
DOI: 10.48550/arxiv.2306.03887

Joint Class and Domain Continual Learning for Decentralized Federated Processes

Auteurs: Chiara Lanza, Tinne Tuytelaars, Marco Miozzo, Eduard Angelats, Paolo Dini
Publié dans: IEEE Access, Numéro March 28, 2025, 2025, Page(s) 1-1, ISSN 2169-3536
Éditeur: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/access.2025.3555750

Accurate Calibration of Power Measurements from Internal Power Sensors on NVIDIA Jetson Devices

Auteurs: Shalavi N.; Khoshsirat A.; Stellini M.; Zanella A.; Rossi M.
Publié dans: IEEE International Conference on Edge Computing and Communications (EDGE), Numéro July 2-8, 2023, 2023, ISSN 2767-9918
Éditeur: IEEE
DOI: 10.1109/edge60047.2023.00034

Droits de propriété intellectuelle

Patent (1)

METHOD AND SYSTEM FOR DETECTING INTRUSIONS IN A COMPUTER NETWORK BY MACHINE LEARNING

Numéro de demande/publication: 20 23085435
Date: 2023-12-12
Demandeur(s): COMMISSARIAT A L ENERGIE ATOMIQUE ET AUX ENERGIES ALTERNATIVES