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

Información del proyecto

GREENEDGE

Identificador del acuerdo de subvención: 953775

DOI

10.3030/953775

Proyecto cerrado

Fecha de la firma de la CE 13 Agosto 2020

Fecha de inicio 1 Marzo 2021

Fecha de finalización 28 Febrero 2025

Financiado con arreglo a

• EXCELLENT SCIENCE - Marie Skłodowska-Curie Actions

Coste total

€ 4 035 059,13

Aportación de la UE

€ 4 035 059,13

Coordinado por

UNIVERSITA DEGLI STUDI DI PADOVA
Italy

CORDIS proporciona enlaces a los documentos públicos y las publicaciones de los proyectos de los programas marco HORIZONTE.

Los enlaces a los documentos y las publicaciones de los proyectos del Séptimo Programa Marco, así como los enlaces a algunos tipos de resultados específicos, como conjuntos de datos y «software», se obtienen dinámicamente de OpenAIRE .

Resultado final

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

Publicaciones

Conference proceedings (30)

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

Autores: Aria Khoshsirat; Giovanni Perin; Michele Rossi
Publicado en: IEEE International Communications Conference (ICC) - GreenNet Workshop, Edición May 28-June 1, 2023, 2023
Editor: IEEE
DOI: 10.48550/arXiv.2302.06478

Urban Traffic Forecasting using Federated and Continual Learning

Autores: Chiara Lanza, Eduard Angelats, Marco Miozzo, Paolo Dini
Publicado en: IEEE Conference on Cloud and Internet of Things 2023 (CIoT’23), Edición March 20-22, 2023, 2023
Editor: IEEE
DOI: 10.5281/zenodo.7612492

QualityBLE: A QoS Aware Implementation for BLE Mesh Networks

Autores: Landivar, Jimmy Fernandez; Crombez, Pieter; Pollin, Sofie; Sallouha, Hazem
Publicado en: EWSN '23: Proceedings of the 2023 International Conference on embedded Wireless Systems and Networks, Edición September 25-27, 2023, 2023, Página(s) 46-51
Editor: ACM
DOI: 10.48550/arxiv.2308.00599

Fully Decentralized Client Selection for Energy-Efficient Federated Learning

Autores: Elia Guerra, Marco Miozzo, Paolo Dini
Publicado en: 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), Edición 14-17 November 2023, 2024, Página(s) 0595-0601, ISBN 979-8-3503-0461-9
Editor: IEEE
DOI: 10.1109/dasc/picom/cbdcom/cy59711.2023.10361464

Sustainable Edge Intelligence Through Energy-Aware Early Exiting

Autores: Bullo, Marcello; Jardak, Seifallah; Carnelli, Pietro; Gündüz, Deniz
Publicado en: IEEE 33rd International Workshop on Machine Learning for Signal Processing (MLSP), Edición September 17-20, 2023, 2023
Editor: IEEE
DOI: 10.1109/mlsp55844.2023.10285956

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

Autores: Schuhmacher, Luisa; Pollin, Sofie; Sallouha, Hazem
Publicado en: EWSN '23: Proceedings of the 2023 International Conference on embedded Wireless Systems and Networks, Edición September 25-27, 2023, 2023
Editor: ACM
DOI: 10.48550/arxiv.2309.16686

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

Autores: Perera, Malalgodage Amila Nilantha; Botirov, Khojiakbar; Katz, Marcos
Publicado en: IEEE Future Networks World Forum (FNWF'24), Edición 15-17 October 2024, 2024
Editor: IEEE
DOI: 10.5281/zenodo.15097113

Measuring Data Similarity for Efficient Federated Learning: A Feasibility Study

Autores: Fernanda Famá, Charalampos Kalalas, Sandra Lagen, Paolo Dini
Publicado en: 2024 International Conference on Computing, Networking and Communications (ICNC), Edición Feb. 19-22 2024, 2024, Página(s) 394-400, ISBN 979-8-3503-7099-7
Editor: IEEE
DOI: 10.1109/icnc59896.2024.10556102

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

Autores: Alessandro Buratto, Elia Guerra, Marco Miozzo, Paolo Dini, Leonardo Badia
Publicado en: 2024 International Conference on Artificial Intelligence in Information and Communication (ICAIIC), Edición 19-22 February 2024, 2024, Página(s) 249-254, ISBN 979-8-3503-4435-6
Editor: IEEE
DOI: 10.1109/icaiic60209.2024.10463513

Decentralized LLM Inference over Edge Networks with Energy Harvesting

Autores: Aria Khoshsirat, Giovanni Perin, Michele Rossi
Publicado en: GLOBECOM 2024 - 2024 IEEE Global Communications Conference, Edición 8-12 December 2024, 2025, Página(s) 3703-3708, ISBN 979-8-3503-5126-2
Editor: IEEE
DOI: 10.1109/globecom52923.2024.10901542

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

Autores: Selim F. Yilmaz, Ezgi Ozyilkan, Deniz Gündüz, Elza Erkip
Publicado en: 2024 IEEE International Conference on Machine Learning for Communication and Networking (ICMLCN), Edición 5-8 May 2024, 2024, Página(s) 139-144, ISBN 979-8-3503-4320-5
Editor: IEEE
DOI: 10.1109/icmlcn59089.2024.10625214

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

Autores: Lahmer, Seyyidahmed; Khoshsirat, Aria; Rossi, Michele; Zanella, Andrea
Publicado en: IEEE WiOpt Workshop on “Sustainable Wireless Networking” 2022 (IEEE SWirNet 2022), Edición Sept 19-23, 2023, 2022
Editor: IEEE
DOI: 10.5281/zenodo.6959993

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

Autores: Khojiakbar Botirov, Hazem Sallouha, Sofie Pollin, Marcos Katz
Publicado en: ACM Eware-IoT 2024 (co-located with ACM IoT 2024), Edición November 19, 2024, 2024
Editor: ACM
DOI: 10.48550/arxiv.2410.06870

Pragmatic Goal-Oriented Communications Under Semantic-Effectiveness Channel Errors

Autores: Tomás Huttebraucker, Mohamed Sana, Emilio Calvanese Strinati
Publicado en: 2024 IEEE 21st Consumer Communications & Networking Conference (CCNC), Edición 06-09 January 2024, 2024, Página(s) 683-689, ISBN 979-8-3503-0458-9
Editor: IEEE
DOI: 10.1109/ccnc51664.2024.10454728

Towards Energy-Aware Federated Traffic Prediction for Cellular Networks

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

High Perceptual Quality Wireless Image Delivery with Denoising Diffusion Models

Autores: Selim F. Yilmaz, Xueyan Niu, Bo Bai, Wei Han, Lei Deng, Deniz Gündüz
Publicado en: IEEE INFOCOM 2024 - IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS), Edición 20-20 May 2024, 2024, Página(s) 1-5, ISBN 979-8-3503-8448-2
Editor: IEEE
DOI: 10.1109/infocomwkshps61880.2024.10620904

Efficient Network Representation for GNN-based Intrusion Detection

Autores: Hamdi FRIJI, Alexis OLIVEREAU, Mireille SARKISS
Publicado en: International Conference on Applied Cryptography and Network Security, 2023, Edición 19-22 June, 2023, 2023
Editor: Springer
DOI: 10.5281/zenodo.7843790

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

Autores: Wu, Meng-Qian Alexander; Sang, Tzu-Hsien; Schuhmacher, Luisa; Guo, Ming-Jie; Hammoud, Khodr; Pollin, Sofie
Publicado en: IEEE GLOBECOM, Edición December 4-8, 2023, 2023, ISSN 2576-6813
Editor: IEEE
DOI: 10.1109/globecom54140.2023.10437655

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

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

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

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

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

Autores: Seyyidahmed Lahmer, Federico Chiariotti, Andrea Zanella,
Publicado en: IEEE International Conference on Communications (ICC) 2023, Edición May 28-June 1, 2023, 2023
Editor: IEEE
DOI: 10.48550/arxiv.2211.16915

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

Autores: Hamdi, Yassine; Gündüz, Deniz
Publicado en: IEEE International Symposium on Information Theory (ISIT), Edición June 25-30, 2023, 2023
Editor: IEEE
DOI: 10.1109/isit54713.2023.10206643

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

Autores: Y. Abdennadher, G. Perin, R. Mazzieri, J. Pegoraro, M. Rossi
Publicado en: IEEE International Conference on Advanced Machine Learning and Data Science (AMLDS), Edición 19-21 July, 2025, 2025
Editor: IEEE
DOI: 10.48550/arxiv.2503.21846

Over-the-Air Ensemble Inference with Model Privacy

Autores: Selim F. Yilmaz, Burak Hasircioglu, Deniz Gunduz
Publicado en: IEEE International Symposium on Information Theory (ISIT), Edición June 26-July 1, 2022, 2022
Editor: IEEE
DOI: 10.48550/arxiv.2202.03129

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

Autores: Yassine Hamdi, Aaron B. Wagner, Deniz Gündüz
Publicado en: 2024 IEEE International Symposium on Information Theory (ISIT), Edición 07-12 July 2024, 2024, Página(s) 1083-1088, ISBN 979-8-3503-8285-3
Editor: IEEE
DOI: 10.1109/isit57864.2024.10619317

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

Autores: Khojiakbar Botirov, Perera Nilantha, Amila Malalgodage, Marcos Katz
Publicado en: IEEE ICC International Workshop on Green and Sustainable Networking (GreenNet) 2023, Edición May 28-June 1, 2023, 2023
Editor: IEEE
DOI: 10.5281/zenodo.7805184

Relative Representations of Latent Spaces enable Efficient Semantic Channel Equalization

Autores: T. Huttebraucker, S. Fiorellino, M. Sana, P. Di Lorenzo, E. Calvanese Strinati
Publicado en: IEEE GLOBECOM, Edición 8-12 December 2024, 2024
Editor: IEEE
DOI: 10.48550/arxiv.2411.19719

Soft Partitioning of Latent Space for Semantic Channel Equalization

Autores: Tomás Hüttebräucker, Mohamed Sana, Emilio Calvanese Strinati
Publicado en: 2024 19th International Symposium on Wireless Communication Systems (ISWCS), Edición 14-17 July 2024, 2024, Página(s) 1-6, ISBN 979-8-3503-6252-7
Editor: IEEE
DOI: 10.1109/iswcs61526.2024.10639062

LoRa Multi-Hop Networks for Monitoring Underground Mining Environments

Autores: Scalambrin, Luca; Zanella, Andrea; Vilajosana, Xavier
Publicado en: IEEE GLOBECOM, Edición December 4-8, 2023, 2023, ISBN 979-8-3503-7021-8
Editor: IEEE
DOI: 10.1109/gcwkshps58843.2023.10464954

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

Autores: Yilmaz, Selim F.; Can, Karamanlı; Gündüz, Deniz
Publicado en: IEEE International Conference on Communications (ICC), Edición May 28-June 1, 2023, 2023
Editor: IEEE
DOI: 10.48550/arXiv.2211.09920

Peer reviewed articles (9)

On the Decentralization of Blockchain-enabled Asynchronous Federated Learning

Autores: Wilhelmi, Francesc; Guerra, Elia; Dini, Paolo
Publicado en: IEEE 9th International Conference on Network Softwarization (NetSoft), Edición June 19-23, 2023, 2023, ISSN 2693-9789
Editor: IEEE
DOI: 10.1109/netsoft57336.2023.10175411

The Cost of Training Machine Learning Models Over Distributed Data Sources

Autores: Guerra Elia; Francesc Wilhelmi; Marco Miozzo; Paolo Dini
Publicado en: IEEE Open Journal of the Communications Society, Vol 4, Pp 1111-1126 (2023), Edición May 9, 2023, 2023, ISSN 2644-125X
Editor: IEEE
DOI: 10.1109/ojcoms.2023.3274394

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

Autores: 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
Publicado en: ITU Journal on Future and Evolving Technologies (ITU J-FET), Edición 11 July 2022, 2022, ISSN 2616-8375
Editor: ITU
DOI: 10.52953/tnyt6291

Private Collaborative Edge Inference via Over-the-Air Computation

Autores: Selim F. Yilmaz, Burak Hasircioğlu, Li Qiao, Denız Gündüz
Publicado en: IEEE Transactions on Machine Learning in Communications and Networking, Edición 3, 2025, Página(s) 215-231, ISSN 2831-316X
Editor: 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

Autores: Amila Perera, Khojiakbar Botirov, Hazem Sallouha, Marcos Katz
Publicado en: IEEE Sensors Journal, Edición 27 March 2025 (available in early access mode), 2025, Página(s) 1-1, ISSN 1530-437X
Editor: Institute of Electrical and Electronics Engineers
DOI: 10.1109/jsen.2025.3552905

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

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

Fast Context Adaptation in Cost-Aware Continual Learning

Autores: Seyyidahmed Lahmer; Mason, Federico; Chiariotti, Federico; Zanella, Andrea
Publicado en: IEEE Transactions on Machine Learning in Communications and Networking, Edición April 9, 2024, 2024, ISSN 2831-316X
Editor: IEEE
DOI: 10.48550/arxiv.2306.03887

Joint Class and Domain Continual Learning for Decentralized Federated Processes

Autores: Chiara Lanza, Tinne Tuytelaars, Marco Miozzo, Eduard Angelats, Paolo Dini
Publicado en: IEEE Access, Edición March 28, 2025, 2025, Página(s) 1-1, ISSN 2169-3536
Editor: 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

Autores: Shalavi N.; Khoshsirat A.; Stellini M.; Zanella A.; Rossi M.
Publicado en: IEEE International Conference on Edge Computing and Communications (EDGE), Edición July 2-8, 2023, 2023, ISSN 2767-9918
Editor: IEEE
DOI: 10.1109/edge60047.2023.00034

Derechos de propiedad intelectual

Patent (1)

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

Número de solicitud/publicación: 20 23085435
Fecha: 2023-12-12
Solicitante(s): COMMISSARIAT A L ENERGIE ATOMIQUE ET AUX ENERGIES ALTERNATIVES