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

Informazioni relative al progetto

GREENEDGE

ID dell’accordo di sovvenzione: 953775

DOI

10.3030/953775

Progetto chiuso

Data della firma CE 13 Agosto 2020

Data di avvio 1 Marzo 2021

Data di completamento 28 Febbraio 2025

Finanziato da

• EXCELLENT SCIENCE - Marie Skłodowska-Curie Actions

Costo totale

€ 4 035 059,13

Contributo UE

€ 4 035 059,13

Coordinato da

UNIVERSITA DEGLI STUDI DI PADOVA
Italy

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

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

Pubblicazioni

Conference proceedings (30)

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

Autori: Aria Khoshsirat; Giovanni Perin; Michele Rossi
Pubblicato in: IEEE International Communications Conference (ICC) - GreenNet Workshop, Numero May 28-June 1, 2023, 2023
Editore: IEEE
DOI: 10.48550/arXiv.2302.06478

Urban Traffic Forecasting using Federated and Continual Learning

Autori: Chiara Lanza, Eduard Angelats, Marco Miozzo, Paolo Dini
Pubblicato in: IEEE Conference on Cloud and Internet of Things 2023 (CIoT’23), Numero March 20-22, 2023, 2023
Editore: IEEE
DOI: 10.5281/zenodo.7612492

QualityBLE: A QoS Aware Implementation for BLE Mesh Networks

Autori: Landivar, Jimmy Fernandez; Crombez, Pieter; Pollin, Sofie; Sallouha, Hazem
Pubblicato in: EWSN '23: Proceedings of the 2023 International Conference on embedded Wireless Systems and Networks, Numero September 25-27, 2023, 2023, Pagina/e 46-51
Editore: ACM
DOI: 10.48550/arxiv.2308.00599

Fully Decentralized Client Selection for Energy-Efficient Federated Learning

Autori: Elia Guerra, Marco Miozzo, Paolo Dini
Pubblicato in: 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), Numero 14-17 November 2023, 2024, Pagina/e 0595-0601, ISBN 979-8-3503-0461-9
Editore: IEEE
DOI: 10.1109/dasc/picom/cbdcom/cy59711.2023.10361464

Sustainable Edge Intelligence Through Energy-Aware Early Exiting

Autori: Bullo, Marcello; Jardak, Seifallah; Carnelli, Pietro; Gündüz, Deniz
Pubblicato in: IEEE 33rd International Workshop on Machine Learning for Signal Processing (MLSP), Numero September 17-20, 2023, 2023
Editore: IEEE
DOI: 10.1109/mlsp55844.2023.10285956

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

Autori: Schuhmacher, Luisa; Pollin, Sofie; Sallouha, Hazem
Pubblicato in: EWSN '23: Proceedings of the 2023 International Conference on embedded Wireless Systems and Networks, Numero September 25-27, 2023, 2023
Editore: ACM
DOI: 10.48550/arxiv.2309.16686

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

Autori: Perera, Malalgodage Amila Nilantha; Botirov, Khojiakbar; Katz, Marcos
Pubblicato in: IEEE Future Networks World Forum (FNWF'24), Numero 15-17 October 2024, 2024
Editore: IEEE
DOI: 10.5281/zenodo.15097113

Measuring Data Similarity for Efficient Federated Learning: A Feasibility Study

Autori: Fernanda Famá, Charalampos Kalalas, Sandra Lagen, Paolo Dini
Pubblicato in: 2024 International Conference on Computing, Networking and Communications (ICNC), Numero Feb. 19-22 2024, 2024, Pagina/e 394-400, ISBN 979-8-3503-7099-7
Editore: IEEE
DOI: 10.1109/icnc59896.2024.10556102

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

Autori: Alessandro Buratto, Elia Guerra, Marco Miozzo, Paolo Dini, Leonardo Badia
Pubblicato in: 2024 International Conference on Artificial Intelligence in Information and Communication (ICAIIC), Numero 19-22 February 2024, 2024, Pagina/e 249-254, ISBN 979-8-3503-4435-6
Editore: IEEE
DOI: 10.1109/icaiic60209.2024.10463513

Decentralized LLM Inference over Edge Networks with Energy Harvesting

Autori: Aria Khoshsirat, Giovanni Perin, Michele Rossi
Pubblicato in: GLOBECOM 2024 - 2024 IEEE Global Communications Conference, Numero 8-12 December 2024, 2025, Pagina/e 3703-3708, ISBN 979-8-3503-5126-2
Editore: IEEE
DOI: 10.1109/globecom52923.2024.10901542

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

Autori: Selim F. Yilmaz, Ezgi Ozyilkan, Deniz Gündüz, Elza Erkip
Pubblicato in: 2024 IEEE International Conference on Machine Learning for Communication and Networking (ICMLCN), Numero 5-8 May 2024, 2024, Pagina/e 139-144, ISBN 979-8-3503-4320-5
Editore: IEEE
DOI: 10.1109/icmlcn59089.2024.10625214

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

Autori: Lahmer, Seyyidahmed; Khoshsirat, Aria; Rossi, Michele; Zanella, Andrea
Pubblicato in: IEEE WiOpt Workshop on “Sustainable Wireless Networking” 2022 (IEEE SWirNet 2022), Numero Sept 19-23, 2023, 2022
Editore: IEEE
DOI: 10.5281/zenodo.6959993

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

Autori: Khojiakbar Botirov, Hazem Sallouha, Sofie Pollin, Marcos Katz
Pubblicato in: ACM Eware-IoT 2024 (co-located with ACM IoT 2024), Numero November 19, 2024, 2024
Editore: ACM
DOI: 10.48550/arxiv.2410.06870

Pragmatic Goal-Oriented Communications Under Semantic-Effectiveness Channel Errors

Autori: Tomás Huttebraucker, Mohamed Sana, Emilio Calvanese Strinati
Pubblicato in: 2024 IEEE 21st Consumer Communications & Networking Conference (CCNC), Numero 06-09 January 2024, 2024, Pagina/e 683-689, ISBN 979-8-3503-0458-9
Editore: IEEE
DOI: 10.1109/ccnc51664.2024.10454728

Towards Energy-Aware Federated Traffic Prediction for Cellular Networks

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

High Perceptual Quality Wireless Image Delivery with Denoising Diffusion Models

Autori: Selim F. Yilmaz, Xueyan Niu, Bo Bai, Wei Han, Lei Deng, Deniz Gündüz
Pubblicato in: IEEE INFOCOM 2024 - IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS), Numero 20-20 May 2024, 2024, Pagina/e 1-5, ISBN 979-8-3503-8448-2
Editore: IEEE
DOI: 10.1109/infocomwkshps61880.2024.10620904

Efficient Network Representation for GNN-based Intrusion Detection

Autori: Hamdi FRIJI, Alexis OLIVEREAU, Mireille SARKISS
Pubblicato in: International Conference on Applied Cryptography and Network Security, 2023, Numero 19-22 June, 2023, 2023
Editore: Springer
DOI: 10.5281/zenodo.7843790

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

Autori: Wu, Meng-Qian Alexander; Sang, Tzu-Hsien; Schuhmacher, Luisa; Guo, Ming-Jie; Hammoud, Khodr; Pollin, Sofie
Pubblicato in: IEEE GLOBECOM, Numero December 4-8, 2023, 2023, ISSN 2576-6813
Editore: IEEE
DOI: 10.1109/globecom54140.2023.10437655

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

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

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

Autori: Jimmy Fernandez Landivar, Khojiakbar Botirov, Hazem Sallouha, Marcos Katz, Sofie Pollin
Pubblicato in: 2024 IEEE 35th International Symposium on Personal, Indoor and Mobile Radio Communications (PIMRC), Numero 02-05 September 2024, 2025, Pagina/e 1-6, ISBN 979-8-3503-6225-1
Editore: IEEE
DOI: 10.1109/pimrc59610.2024.10817258

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

Autori: Seyyidahmed Lahmer, Federico Chiariotti, Andrea Zanella,
Pubblicato in: IEEE International Conference on Communications (ICC) 2023, Numero May 28-June 1, 2023, 2023
Editore: IEEE
DOI: 10.48550/arxiv.2211.16915

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

Autori: Hamdi, Yassine; Gündüz, Deniz
Pubblicato in: IEEE International Symposium on Information Theory (ISIT), Numero June 25-30, 2023, 2023
Editore: IEEE
DOI: 10.1109/isit54713.2023.10206643

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

Autori: Y. Abdennadher, G. Perin, R. Mazzieri, J. Pegoraro, M. Rossi
Pubblicato in: IEEE International Conference on Advanced Machine Learning and Data Science (AMLDS), Numero 19-21 July, 2025, 2025
Editore: IEEE
DOI: 10.48550/arxiv.2503.21846

Over-the-Air Ensemble Inference with Model Privacy

Autori: Selim F. Yilmaz, Burak Hasircioglu, Deniz Gunduz
Pubblicato in: IEEE International Symposium on Information Theory (ISIT), Numero June 26-July 1, 2022, 2022
Editore: IEEE
DOI: 10.48550/arxiv.2202.03129

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

Autori: Yassine Hamdi, Aaron B. Wagner, Deniz Gündüz
Pubblicato in: 2024 IEEE International Symposium on Information Theory (ISIT), Numero 07-12 July 2024, 2024, Pagina/e 1083-1088, ISBN 979-8-3503-8285-3
Editore: IEEE
DOI: 10.1109/isit57864.2024.10619317

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

Autori: Khojiakbar Botirov, Perera Nilantha, Amila Malalgodage, Marcos Katz
Pubblicato in: IEEE ICC International Workshop on Green and Sustainable Networking (GreenNet) 2023, Numero May 28-June 1, 2023, 2023
Editore: IEEE
DOI: 10.5281/zenodo.7805184

Relative Representations of Latent Spaces enable Efficient Semantic Channel Equalization

Autori: T. Huttebraucker, S. Fiorellino, M. Sana, P. Di Lorenzo, E. Calvanese Strinati
Pubblicato in: IEEE GLOBECOM, Numero 8-12 December 2024, 2024
Editore: IEEE
DOI: 10.48550/arxiv.2411.19719

Soft Partitioning of Latent Space for Semantic Channel Equalization

Autori: Tomás Hüttebräucker, Mohamed Sana, Emilio Calvanese Strinati
Pubblicato in: 2024 19th International Symposium on Wireless Communication Systems (ISWCS), Numero 14-17 July 2024, 2024, Pagina/e 1-6, ISBN 979-8-3503-6252-7
Editore: IEEE
DOI: 10.1109/iswcs61526.2024.10639062

LoRa Multi-Hop Networks for Monitoring Underground Mining Environments

Autori: Scalambrin, Luca; Zanella, Andrea; Vilajosana, Xavier
Pubblicato in: IEEE GLOBECOM, Numero December 4-8, 2023, 2023, ISBN 979-8-3503-7021-8
Editore: IEEE
DOI: 10.1109/gcwkshps58843.2023.10464954

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

Autori: Yilmaz, Selim F.; Can, Karamanlı; Gündüz, Deniz
Pubblicato in: IEEE International Conference on Communications (ICC), Numero May 28-June 1, 2023, 2023
Editore: IEEE
DOI: 10.48550/arXiv.2211.09920

Peer reviewed articles (9)

On the Decentralization of Blockchain-enabled Asynchronous Federated Learning

Autori: Wilhelmi, Francesc; Guerra, Elia; Dini, Paolo
Pubblicato in: IEEE 9th International Conference on Network Softwarization (NetSoft), Numero June 19-23, 2023, 2023, ISSN 2693-9789
Editore: IEEE
DOI: 10.1109/netsoft57336.2023.10175411

The Cost of Training Machine Learning Models Over Distributed Data Sources

Autori: Guerra Elia; Francesc Wilhelmi; Marco Miozzo; Paolo Dini
Pubblicato in: IEEE Open Journal of the Communications Society, Vol 4, Pp 1111-1126 (2023), Numero May 9, 2023, 2023, ISSN 2644-125X
Editore: IEEE
DOI: 10.1109/ojcoms.2023.3274394

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

Autori: 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
Pubblicato in: ITU Journal on Future and Evolving Technologies (ITU J-FET), Numero 11 July 2022, 2022, ISSN 2616-8375
Editore: ITU
DOI: 10.52953/tnyt6291

Private Collaborative Edge Inference via Over-the-Air Computation

Autori: Selim F. Yilmaz, Burak Hasircioğlu, Li Qiao, Denız Gündüz
Pubblicato in: IEEE Transactions on Machine Learning in Communications and Networking, Numero 3, 2025, Pagina/e 215-231, ISSN 2831-316X
Editore: 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

Autori: Amila Perera, Khojiakbar Botirov, Hazem Sallouha, Marcos Katz
Pubblicato in: IEEE Sensors Journal, Numero 27 March 2025 (available in early access mode), 2025, Pagina/e 1-1, ISSN 1530-437X
Editore: Institute of Electrical and Electronics Engineers
DOI: 10.1109/jsen.2025.3552905

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

Autori: Nikolaos Pavlidis, Vasileios Perifanis, Selim F. Yilmaz, Francesc Wilhelmi, Marco Miozzo, Pavlos S. Efraimidis, Remous-Aris Koutsiamanis, Pavol Mulinka, Paolo Dini
Pubblicato in: IEEE Transactions on Sustainable Computing, Numero 21 November 2024 (early access), 2024, Pagina/e 1-12, ISSN 2377-3782
Editore: IEEE
DOI: 10.1109/tsusc.2024.3504242

Fast Context Adaptation in Cost-Aware Continual Learning

Autori: Seyyidahmed Lahmer; Mason, Federico; Chiariotti, Federico; Zanella, Andrea
Pubblicato in: IEEE Transactions on Machine Learning in Communications and Networking, Numero April 9, 2024, 2024, ISSN 2831-316X
Editore: IEEE
DOI: 10.48550/arxiv.2306.03887

Joint Class and Domain Continual Learning for Decentralized Federated Processes

Autori: Chiara Lanza, Tinne Tuytelaars, Marco Miozzo, Eduard Angelats, Paolo Dini
Pubblicato in: IEEE Access, Numero March 28, 2025, 2025, Pagina/e 1-1, ISSN 2169-3536
Editore: 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

Autori: Shalavi N.; Khoshsirat A.; Stellini M.; Zanella A.; Rossi M.
Pubblicato in: IEEE International Conference on Edge Computing and Communications (EDGE), Numero July 2-8, 2023, 2023, ISSN 2767-9918
Editore: IEEE
DOI: 10.1109/edge60047.2023.00034

Diritti di proprietà intellettuale

Patent (1)

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

Numero candidatura/pubblicazione: 20 23085435
Data: 2023-12-12
Candidato/i: COMMISSARIAT A L ENERGIE ATOMIQUE ET AUX ENERGIES ALTERNATIVES