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

Project Information

GREENEDGE

Grant agreement ID: 953775

DOI

10.3030/953775

Project closed

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

CORDIS provides links to public deliverables and publications of HORIZON projects.

Links to deliverables and publications from FP7 projects, as well as links to some specific result types such as dataset and software, are dynamically retrieved from OpenAIRE .

Deliverables

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

Publications

Conference proceedings (30)

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

Fully Decentralized Client Selection for Energy-Efficient Federated Learning

Author(s): Elia Guerra, Marco Miozzo, Paolo Dini
Published 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), Issue 14-17 November 2023, 2024, Page(s) 0595-0601, ISBN 979-8-3503-0461-9
Publisher: IEEE
DOI: 10.1109/dasc/picom/cbdcom/cy59711.2023.10361464

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

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

Author(s): Perera, Malalgodage Amila Nilantha; Botirov, Khojiakbar; Katz, Marcos
Published in: IEEE Future Networks World Forum (FNWF'24), Issue 15-17 October 2024, 2024
Publisher: IEEE
DOI: 10.5281/zenodo.15097113

Measuring Data Similarity for Efficient Federated Learning: A Feasibility Study

Author(s): Fernanda Famá, Charalampos Kalalas, Sandra Lagen, Paolo Dini
Published in: 2024 International Conference on Computing, Networking and Communications (ICNC), Issue Feb. 19-22 2024, 2024, Page(s) 394-400, ISBN 979-8-3503-7099-7
Publisher: IEEE
DOI: 10.1109/icnc59896.2024.10556102

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

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

Decentralized LLM Inference over Edge Networks with Energy Harvesting

Author(s): Aria Khoshsirat, Giovanni Perin, Michele Rossi
Published in: GLOBECOM 2024 - 2024 IEEE Global Communications Conference, Issue 8-12 December 2024, 2025, Page(s) 3703-3708, ISBN 979-8-3503-5126-2
Publisher: IEEE
DOI: 10.1109/globecom52923.2024.10901542

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

Author(s): Selim F. Yilmaz, Ezgi Ozyilkan, Deniz Gündüz, Elza Erkip
Published in: 2024 IEEE International Conference on Machine Learning for Communication and Networking (ICMLCN), Issue 5-8 May 2024, 2024, Page(s) 139-144, ISBN 979-8-3503-4320-5
Publisher: IEEE
DOI: 10.1109/icmlcn59089.2024.10625214

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

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

Author(s): Khojiakbar Botirov, Hazem Sallouha, Sofie Pollin, Marcos Katz
Published in: ACM Eware-IoT 2024 (co-located with ACM IoT 2024), Issue November 19, 2024, 2024
Publisher: ACM
DOI: 10.48550/arxiv.2410.06870

Pragmatic Goal-Oriented Communications Under Semantic-Effectiveness Channel Errors

Author(s): Tomás Huttebraucker, Mohamed Sana, Emilio Calvanese Strinati
Published in: 2024 IEEE 21st Consumer Communications & Networking Conference (CCNC), Issue 06-09 January 2024, 2024, Page(s) 683-689, ISBN 979-8-3503-0458-9
Publisher: IEEE
DOI: 10.1109/ccnc51664.2024.10454728

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

High Perceptual Quality Wireless Image Delivery with Denoising Diffusion Models

Author(s): Selim F. Yilmaz, Xueyan Niu, Bo Bai, Wei Han, Lei Deng, Deniz Gündüz
Published in: IEEE INFOCOM 2024 - IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS), Issue 20-20 May 2024, 2024, Page(s) 1-5, ISBN 979-8-3503-8448-2
Publisher: IEEE
DOI: 10.1109/infocomwkshps61880.2024.10620904

Efficient Network Representation for GNN-based Intrusion Detection

Author(s): Hamdi FRIJI, Alexis OLIVEREAU, Mireille SARKISS
Published in: International Conference on Applied Cryptography and Network Security, 2023, Issue 19-22 June, 2023, 2023
Publisher: Springer
DOI: 10.5281/zenodo.7843790

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

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

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

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

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

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

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

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

Author(s): Yassine Hamdi, Aaron B. Wagner, Deniz Gündüz
Published in: 2024 IEEE International Symposium on Information Theory (ISIT), Issue 07-12 July 2024, 2024, Page(s) 1083-1088, ISBN 979-8-3503-8285-3
Publisher: IEEE
DOI: 10.1109/isit57864.2024.10619317

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

Relative Representations of Latent Spaces enable Efficient Semantic Channel Equalization

Author(s): T. Huttebraucker, S. Fiorellino, M. Sana, P. Di Lorenzo, E. Calvanese Strinati
Published in: IEEE GLOBECOM, Issue 8-12 December 2024, 2024
Publisher: IEEE
DOI: 10.48550/arxiv.2411.19719

Soft Partitioning of Latent Space for Semantic Channel Equalization

Author(s): Tomás Hüttebräucker, Mohamed Sana, Emilio Calvanese Strinati
Published in: 2024 19th International Symposium on Wireless Communication Systems (ISWCS), Issue 14-17 July 2024, 2024, Page(s) 1-6, ISBN 979-8-3503-6252-7
Publisher: IEEE
DOI: 10.1109/iswcs61526.2024.10639062

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 (9)

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

Private Collaborative Edge Inference via Over-the-Air Computation

Author(s): Selim F. Yilmaz, Burak Hasircioğlu, Li Qiao, Denız Gündüz
Published in: IEEE Transactions on Machine Learning in Communications and Networking, Issue 3, 2025, Page(s) 215-231, ISSN 2831-316X
Publisher: 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

Author(s): Amila Perera, Khojiakbar Botirov, Hazem Sallouha, Marcos Katz
Published in: IEEE Sensors Journal, Issue 27 March 2025 (available in early access mode), 2025, Page(s) 1-1, ISSN 1530-437X
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/jsen.2025.3552905

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

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

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

Joint Class and Domain Continual Learning for Decentralized Federated Processes

Author(s): Chiara Lanza, Tinne Tuytelaars, Marco Miozzo, Eduard Angelats, Paolo Dini
Published in: IEEE Access, Issue March 28, 2025, 2025, Page(s) 1-1, ISSN 2169-3536
Publisher: 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

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

Intellectual Property Rights

Patent (1)

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

Application/Publication number: 20 23085435
Date: 2023-12-12
Applicant(s): COMMISSARIAT A L ENERGIE ATOMIQUE ET AUX ENERGIES ALTERNATIVES