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

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Communication, Dissemination and Exploitation Plan

Communication Dissemination and Exploitation Plan

Publications

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

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

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

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

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

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

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

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

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

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

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

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

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