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

Project Information

GREENEDGE

Grant agreement ID: 953775

DOI 10.3030/953775

EC signature date 13 August 2020

Start date 1 March 2021

End date 28 February 2025

Funded under

• EXCELLENT SCIENCE - Marie Skłodowska-Curie Actions

Total cost € 4 035 059,13

EU contribution € 4 035 059,13

Coordinated by

UNIVERSITA DEGLI STUDI DI PADOVA
Italy

Deliverables

Documents, reports (2)

Communication, Dissemination and Exploitation Plan

Communication Dissemination and Exploitation Plan

Training Plan

Publications

Conference proceedings (15)

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

Author(s): Aria Khoshsirat; Giovanni Perin; Michele Rossi
Published in: IEEE International Communications Conference (ICC) - GreenNet Workshop, Issue May 28-June 1, 2023, 2023
Publisher: IEEE
DOI: 10.48550/arXiv.2302.06478

Urban Traffic Forecasting using Federated and Continual Learning

Author(s): Chiara Lanza, Eduard Angelats, Marco Miozzo, Paolo Dini
Published in: IEEE Conference on Cloud and Internet of Things 2023 (CIoT’23), Issue March 20-22, 2023, 2023
Publisher: IEEE
DOI: 10.5281/zenodo.7612492

QualityBLE: A QoS Aware Implementation for BLE Mesh Networks

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

Sustainable Edge Intelligence Through Energy-Aware Early Exiting

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

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

Author(s): Schuhmacher, Luisa; Pollin, Sofie; Sallouha, Hazem
Published in: EWSN '23: Proceedings of the 2023 International Conference on embedded Wireless Systems and Networks, Issue September 25-27, 2023, 2023
Publisher: ACM
DOI: 10.48550/arxiv.2309.16686

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

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

Towards Energy-Aware Federated Traffic Prediction for Cellular Networks

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

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

Author(s): Wu, Meng-Qian Alexander; Sang, Tzu-Hsien; Schuhmacher, Luisa; Guo, Ming-Jie; Hammoud, Khodr; Pollin, Sofie
Published in: IEEE GLOBECOM, Issue December 4-8, 2023, 2023, ISSN 2576-6813
Publisher: IEEE
DOI: 10.1109/globecom54140.2023.10437655

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

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

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

Author(s): Seyyidahmed Lahmer, Federico Chiariotti, Andrea Zanella,
Published in: IEEE International Conference on Communications (ICC) 2023, Issue May 28-June 1, 2023, 2023
Publisher: IEEE
DOI: 10.48550/arxiv.2211.16915

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

Author(s): Hamdi, Yassine; Gündüz, Deniz
Published in: IEEE International Symposium on Information Theory (ISIT), Issue June 25-30, 2023, 2023
Publisher: IEEE
DOI: 10.1109/isit54713.2023.10206643

Over-the-Air Ensemble Inference with Model Privacy

Author(s): Selim F. Yilmaz, Burak Hasircioglu, Deniz Gunduz
Published in: IEEE International Symposium on Information Theory (ISIT), Issue June 26-July 1, 2022, 2022
Publisher: IEEE
DOI: 10.48550/arxiv.2202.03129

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

Author(s): Khojiakbar Botirov, Perera Nilantha, Amila Malalgodage, Marcos Katz
Published in: IEEE ICC International Workshop on Green and Sustainable Networking (GreenNet) 2023, Issue May 28-June 1, 2023, 2023
Publisher: IEEE
DOI: 10.5281/zenodo.7805184

LoRa Multi-Hop Networks for Monitoring Underground Mining Environments

Author(s): Scalambrin, Luca; Zanella, Andrea; Vilajosana, Xavier
Published in: IEEE GLOBECOM, Issue December 4-8, 2023, 2023, ISBN 979-8-3503-7021-8
Publisher: IEEE
DOI: 10.1109/gcwkshps58843.2023.10464954

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

Author(s): Yilmaz, Selim F.; Can, Karamanlı; Gündüz, Deniz
Published in: IEEE International Conference on Communications (ICC), Issue May 28-June 1, 2023, 2023
Publisher: IEEE
DOI: 10.48550/arXiv.2211.09920

Peer reviewed articles (5)

On the Decentralization of Blockchain-enabled Asynchronous Federated Learning

Author(s): Wilhelmi, Francesc; Guerra, Elia; Dini, Paolo
Published in: IEEE 9th International Conference on Network Softwarization (NetSoft), Issue June 19-23, 2023, 2023, ISSN 2693-9789
Publisher: IEEE
DOI: 10.1109/netsoft57336.2023.10175411

The Cost of Training Machine Learning Models Over Distributed Data Sources

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

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

Author(s): 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
Published in: ITU Journal on Future and Evolving Technologies (ITU J-FET), Issue 11 July 2022, 2022, ISSN 2616-8375
Publisher: ITU
DOI: 10.52953/tnyt6291

Fast Context Adaptation in Cost-Aware Continual Learning

Author(s): Seyyidahmed Lahmer; Mason, Federico; Chiariotti, Federico; Zanella, Andrea
Published in: IEEE Transactions on Machine Learning in Communications and Networking, Issue April 9, 2024, 2024, ISSN 2831-316X
Publisher: IEEE
DOI: 10.48550/arxiv.2306.03887

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

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