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

Informacje na temat projektu

GREENEDGE

Identyfikator umowy o grant: 953775

DOI

10.3030/953775

Projekt został zamknięty

Data podpisania przez KE 13 Sierpnia 2020

Data rozpoczęcia 1 Marca 2021

Data zakończenia 28 Lutego 2025

Finansowanie w ramach

• EXCELLENT SCIENCE - Marie Skłodowska-Curie Actions

Koszt całkowity

€ 4 035 059,13

Wkład UE

€ 4 035 059,13

Koordynowany przez

UNIVERSITA DEGLI STUDI DI PADOVA
Italy

CORDIS oferuje możliwość skorzystania z odnośników do publicznie dostępnych publikacji i rezultatów projektów realizowanych w ramach programów ramowych HORYZONT.

Odnośniki do rezultatów i publikacji związanych z poszczególnymi projektami 7PR, a także odnośniki do niektórych konkretnych kategorii wyników, takich jak zbiory danych i oprogramowanie, są dynamicznie pobierane z systemu OpenAIRE .

Rezultaty

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

Publikacje

Conference proceedings (30)

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

Autorzy: Aria Khoshsirat; Giovanni Perin; Michele Rossi
Opublikowane w: IEEE International Communications Conference (ICC) - GreenNet Workshop, Numer May 28-June 1, 2023, 2023
Wydawca: IEEE
DOI: 10.48550/arXiv.2302.06478

Urban Traffic Forecasting using Federated and Continual Learning

Autorzy: Chiara Lanza, Eduard Angelats, Marco Miozzo, Paolo Dini
Opublikowane w: IEEE Conference on Cloud and Internet of Things 2023 (CIoT’23), Numer March 20-22, 2023, 2023
Wydawca: IEEE
DOI: 10.5281/zenodo.7612492

QualityBLE: A QoS Aware Implementation for BLE Mesh Networks

Autorzy: Landivar, Jimmy Fernandez; Crombez, Pieter; Pollin, Sofie; Sallouha, Hazem
Opublikowane w: EWSN '23: Proceedings of the 2023 International Conference on embedded Wireless Systems and Networks, Numer September 25-27, 2023, 2023, Strona(/y) 46-51
Wydawca: ACM
DOI: 10.48550/arxiv.2308.00599

Fully Decentralized Client Selection for Energy-Efficient Federated Learning

Autorzy: Elia Guerra, Marco Miozzo, Paolo Dini
Opublikowane w: 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), Numer 14-17 November 2023, 2024, Strona(/y) 0595-0601, ISBN 979-8-3503-0461-9
Wydawca: IEEE
DOI: 10.1109/dasc/picom/cbdcom/cy59711.2023.10361464

Sustainable Edge Intelligence Through Energy-Aware Early Exiting

Autorzy: Bullo, Marcello; Jardak, Seifallah; Carnelli, Pietro; Gündüz, Deniz
Opublikowane w: IEEE 33rd International Workshop on Machine Learning for Signal Processing (MLSP), Numer September 17-20, 2023, 2023
Wydawca: IEEE
DOI: 10.1109/mlsp55844.2023.10285956

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

Autorzy: Schuhmacher, Luisa; Pollin, Sofie; Sallouha, Hazem
Opublikowane w: EWSN '23: Proceedings of the 2023 International Conference on embedded Wireless Systems and Networks, Numer September 25-27, 2023, 2023
Wydawca: ACM
DOI: 10.48550/arxiv.2309.16686

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

Autorzy: Perera, Malalgodage Amila Nilantha; Botirov, Khojiakbar; Katz, Marcos
Opublikowane w: IEEE Future Networks World Forum (FNWF'24), Numer 15-17 October 2024, 2024
Wydawca: IEEE
DOI: 10.5281/zenodo.15097113

Measuring Data Similarity for Efficient Federated Learning: A Feasibility Study

Autorzy: Fernanda Famá, Charalampos Kalalas, Sandra Lagen, Paolo Dini
Opublikowane w: 2024 International Conference on Computing, Networking and Communications (ICNC), Numer Feb. 19-22 2024, 2024, Strona(/y) 394-400, ISBN 979-8-3503-7099-7
Wydawca: IEEE
DOI: 10.1109/icnc59896.2024.10556102

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

Autorzy: Alessandro Buratto, Elia Guerra, Marco Miozzo, Paolo Dini, Leonardo Badia
Opublikowane w: 2024 International Conference on Artificial Intelligence in Information and Communication (ICAIIC), Numer 19-22 February 2024, 2024, Strona(/y) 249-254, ISBN 979-8-3503-4435-6
Wydawca: IEEE
DOI: 10.1109/icaiic60209.2024.10463513

Decentralized LLM Inference over Edge Networks with Energy Harvesting

Autorzy: Aria Khoshsirat, Giovanni Perin, Michele Rossi
Opublikowane w: GLOBECOM 2024 - 2024 IEEE Global Communications Conference, Numer 8-12 December 2024, 2025, Strona(/y) 3703-3708, ISBN 979-8-3503-5126-2
Wydawca: IEEE
DOI: 10.1109/globecom52923.2024.10901542

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

Autorzy: Selim F. Yilmaz, Ezgi Ozyilkan, Deniz Gündüz, Elza Erkip
Opublikowane w: 2024 IEEE International Conference on Machine Learning for Communication and Networking (ICMLCN), Numer 5-8 May 2024, 2024, Strona(/y) 139-144, ISBN 979-8-3503-4320-5
Wydawca: IEEE
DOI: 10.1109/icmlcn59089.2024.10625214

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

Autorzy: Lahmer, Seyyidahmed; Khoshsirat, Aria; Rossi, Michele; Zanella, Andrea
Opublikowane w: IEEE WiOpt Workshop on “Sustainable Wireless Networking” 2022 (IEEE SWirNet 2022), Numer Sept 19-23, 2023, 2022
Wydawca: IEEE
DOI: 10.5281/zenodo.6959993

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

Autorzy: Khojiakbar Botirov, Hazem Sallouha, Sofie Pollin, Marcos Katz
Opublikowane w: ACM Eware-IoT 2024 (co-located with ACM IoT 2024), Numer November 19, 2024, 2024
Wydawca: ACM
DOI: 10.48550/arxiv.2410.06870

Pragmatic Goal-Oriented Communications Under Semantic-Effectiveness Channel Errors

Autorzy: Tomás Huttebraucker, Mohamed Sana, Emilio Calvanese Strinati
Opublikowane w: 2024 IEEE 21st Consumer Communications & Networking Conference (CCNC), Numer 06-09 January 2024, 2024, Strona(/y) 683-689, ISBN 979-8-3503-0458-9
Wydawca: IEEE
DOI: 10.1109/ccnc51664.2024.10454728

Towards Energy-Aware Federated Traffic Prediction for Cellular Networks

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

High Perceptual Quality Wireless Image Delivery with Denoising Diffusion Models

Autorzy: Selim F. Yilmaz, Xueyan Niu, Bo Bai, Wei Han, Lei Deng, Deniz Gündüz
Opublikowane w: IEEE INFOCOM 2024 - IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS), Numer 20-20 May 2024, 2024, Strona(/y) 1-5, ISBN 979-8-3503-8448-2
Wydawca: IEEE
DOI: 10.1109/infocomwkshps61880.2024.10620904

Efficient Network Representation for GNN-based Intrusion Detection

Autorzy: Hamdi FRIJI, Alexis OLIVEREAU, Mireille SARKISS
Opublikowane w: International Conference on Applied Cryptography and Network Security, 2023, Numer 19-22 June, 2023, 2023
Wydawca: Springer
DOI: 10.5281/zenodo.7843790

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

Autorzy: Wu, Meng-Qian Alexander; Sang, Tzu-Hsien; Schuhmacher, Luisa; Guo, Ming-Jie; Hammoud, Khodr; Pollin, Sofie
Opublikowane w: IEEE GLOBECOM, Numer December 4-8, 2023, 2023, ISSN 2576-6813
Wydawca: IEEE
DOI: 10.1109/globecom54140.2023.10437655

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

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

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

Autorzy: Jimmy Fernandez Landivar, Khojiakbar Botirov, Hazem Sallouha, Marcos Katz, Sofie Pollin
Opublikowane w: 2024 IEEE 35th International Symposium on Personal, Indoor and Mobile Radio Communications (PIMRC), Numer 02-05 September 2024, 2025, Strona(/y) 1-6, ISBN 979-8-3503-6225-1
Wydawca: IEEE
DOI: 10.1109/pimrc59610.2024.10817258

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

Autorzy: Seyyidahmed Lahmer, Federico Chiariotti, Andrea Zanella,
Opublikowane w: IEEE International Conference on Communications (ICC) 2023, Numer May 28-June 1, 2023, 2023
Wydawca: IEEE
DOI: 10.48550/arxiv.2211.16915

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

Autorzy: Hamdi, Yassine; Gündüz, Deniz
Opublikowane w: IEEE International Symposium on Information Theory (ISIT), Numer June 25-30, 2023, 2023
Wydawca: IEEE
DOI: 10.1109/isit54713.2023.10206643

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

Autorzy: Y. Abdennadher, G. Perin, R. Mazzieri, J. Pegoraro, M. Rossi
Opublikowane w: IEEE International Conference on Advanced Machine Learning and Data Science (AMLDS), Numer 19-21 July, 2025, 2025
Wydawca: IEEE
DOI: 10.48550/arxiv.2503.21846

Over-the-Air Ensemble Inference with Model Privacy

Autorzy: Selim F. Yilmaz, Burak Hasircioglu, Deniz Gunduz
Opublikowane w: IEEE International Symposium on Information Theory (ISIT), Numer June 26-July 1, 2022, 2022
Wydawca: IEEE
DOI: 10.48550/arxiv.2202.03129

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

Autorzy: Yassine Hamdi, Aaron B. Wagner, Deniz Gündüz
Opublikowane w: 2024 IEEE International Symposium on Information Theory (ISIT), Numer 07-12 July 2024, 2024, Strona(/y) 1083-1088, ISBN 979-8-3503-8285-3
Wydawca: IEEE
DOI: 10.1109/isit57864.2024.10619317

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

Autorzy: Khojiakbar Botirov, Perera Nilantha, Amila Malalgodage, Marcos Katz
Opublikowane w: IEEE ICC International Workshop on Green and Sustainable Networking (GreenNet) 2023, Numer May 28-June 1, 2023, 2023
Wydawca: IEEE
DOI: 10.5281/zenodo.7805184

Relative Representations of Latent Spaces enable Efficient Semantic Channel Equalization

Autorzy: T. Huttebraucker, S. Fiorellino, M. Sana, P. Di Lorenzo, E. Calvanese Strinati
Opublikowane w: IEEE GLOBECOM, Numer 8-12 December 2024, 2024
Wydawca: IEEE
DOI: 10.48550/arxiv.2411.19719

Soft Partitioning of Latent Space for Semantic Channel Equalization

Autorzy: Tomás Hüttebräucker, Mohamed Sana, Emilio Calvanese Strinati
Opublikowane w: 2024 19th International Symposium on Wireless Communication Systems (ISWCS), Numer 14-17 July 2024, 2024, Strona(/y) 1-6, ISBN 979-8-3503-6252-7
Wydawca: IEEE
DOI: 10.1109/iswcs61526.2024.10639062

LoRa Multi-Hop Networks for Monitoring Underground Mining Environments

Autorzy: Scalambrin, Luca; Zanella, Andrea; Vilajosana, Xavier
Opublikowane w: IEEE GLOBECOM, Numer December 4-8, 2023, 2023, ISBN 979-8-3503-7021-8
Wydawca: IEEE
DOI: 10.1109/gcwkshps58843.2023.10464954

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

Autorzy: Yilmaz, Selim F.; Can, Karamanlı; Gündüz, Deniz
Opublikowane w: IEEE International Conference on Communications (ICC), Numer May 28-June 1, 2023, 2023
Wydawca: IEEE
DOI: 10.48550/arXiv.2211.09920

Peer reviewed articles (9)

On the Decentralization of Blockchain-enabled Asynchronous Federated Learning

Autorzy: Wilhelmi, Francesc; Guerra, Elia; Dini, Paolo
Opublikowane w: IEEE 9th International Conference on Network Softwarization (NetSoft), Numer June 19-23, 2023, 2023, ISSN 2693-9789
Wydawca: IEEE
DOI: 10.1109/netsoft57336.2023.10175411

The Cost of Training Machine Learning Models Over Distributed Data Sources

Autorzy: Guerra Elia; Francesc Wilhelmi; Marco Miozzo; Paolo Dini
Opublikowane w: IEEE Open Journal of the Communications Society, Vol 4, Pp 1111-1126 (2023), Numer May 9, 2023, 2023, ISSN 2644-125X
Wydawca: IEEE
DOI: 10.1109/ojcoms.2023.3274394

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

Autorzy: 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
Opublikowane w: ITU Journal on Future and Evolving Technologies (ITU J-FET), Numer 11 July 2022, 2022, ISSN 2616-8375
Wydawca: ITU
DOI: 10.52953/tnyt6291

Private Collaborative Edge Inference via Over-the-Air Computation

Autorzy: Selim F. Yilmaz, Burak Hasircioğlu, Li Qiao, Denız Gündüz
Opublikowane w: IEEE Transactions on Machine Learning in Communications and Networking, Numer 3, 2025, Strona(/y) 215-231, ISSN 2831-316X
Wydawca: 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

Autorzy: Amila Perera, Khojiakbar Botirov, Hazem Sallouha, Marcos Katz
Opublikowane w: IEEE Sensors Journal, Numer 27 March 2025 (available in early access mode), 2025, Strona(/y) 1-1, ISSN 1530-437X
Wydawca: Institute of Electrical and Electronics Engineers
DOI: 10.1109/jsen.2025.3552905

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

Autorzy: Nikolaos Pavlidis, Vasileios Perifanis, Selim F. Yilmaz, Francesc Wilhelmi, Marco Miozzo, Pavlos S. Efraimidis, Remous-Aris Koutsiamanis, Pavol Mulinka, Paolo Dini
Opublikowane w: IEEE Transactions on Sustainable Computing, Numer 21 November 2024 (early access), 2024, Strona(/y) 1-12, ISSN 2377-3782
Wydawca: IEEE
DOI: 10.1109/tsusc.2024.3504242

Fast Context Adaptation in Cost-Aware Continual Learning

Autorzy: Seyyidahmed Lahmer; Mason, Federico; Chiariotti, Federico; Zanella, Andrea
Opublikowane w: IEEE Transactions on Machine Learning in Communications and Networking, Numer April 9, 2024, 2024, ISSN 2831-316X
Wydawca: IEEE
DOI: 10.48550/arxiv.2306.03887

Joint Class and Domain Continual Learning for Decentralized Federated Processes

Autorzy: Chiara Lanza, Tinne Tuytelaars, Marco Miozzo, Eduard Angelats, Paolo Dini
Opublikowane w: IEEE Access, Numer March 28, 2025, 2025, Strona(/y) 1-1, ISSN 2169-3536
Wydawca: 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

Autorzy: Shalavi N.; Khoshsirat A.; Stellini M.; Zanella A.; Rossi M.
Opublikowane w: IEEE International Conference on Edge Computing and Communications (EDGE), Numer July 2-8, 2023, 2023, ISSN 2767-9918
Wydawca: IEEE
DOI: 10.1109/edge60047.2023.00034

Prawa własności intelektualnej

Patent (1)

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

Numer wniosku/publikacji: 20 23085435
Data: 2023-12-12
Wnioskodawca/wnioskodawcy: COMMISSARIAT A L ENERGIE ATOMIQUE ET AUX ENERGIES ALTERNATIVES