SUSTainability-Advanced and Innovative Networking with 6G

Informazioni relative al progetto

SUSTAIN-6G

ID dell’accordo di sovvenzione: 101191936

DOI

10.3030/101191936

Data della firma CE 3 Dicembre 2024

Data di avvio 1 Gennaio 2025

Data di completamento 30 Giugno 2027

Finanziato da

• Digital, Industry and Space

Costo totale

€ 13 981 228,75

Contributo UE

€ 12 999 999,99

Coordinato da

NOKIA SOLUTIONS AND NETWORKS GMBH AND CO KG
Germany

CORDIS fornisce collegamenti ai risultati finali pubblici e alle pubblicazioni dei progetti ORIZZONTE.

I link ai risultati e alle pubblicazioni dei progetti del 7° PQ, così come i link ad alcuni tipi di risultati specifici come dataset e software, sono recuperati dinamicamente da .OpenAIRE .

Risultati finali

Websites, patent fillings, videos etc. (1)

Website and social media

Description of the communications actions of the project; project website gone live, social channels established

Documents, reports (4)

First report on the dissemination, communications, and standardisation achievements

Report on the outcomes and impact of project dissemination, communication and standardisation activities conducted during the first reporting period M01-M15. Captures the intermediate results of T7.1, T7.2, T7.3.

Vertical ecosystem E2E integration – concept and approaches

Detailed concepts and approaches for vertical UCs E2Euse cases, end-to-end integrated with 6G connectivity solutions and technologies, description of use case, sustainability goals & values, and initial results from applying the iterative development approach. Captures initial results from T4.2.

Communications, standardisation, and dissemination plan

Definition of the communications, dissemination, and standardisation plan

Initial description of vertical UCs and requirements

Description of selected vertical UCsuse cases, related key performance and value indicators, a technology gap analysis, initial requirements to 6G technology, and the expected impact to sustainability. Captures T4.1 results.

Pubblicazioni

Conference proceedings (21)

Photonic Continuity: Sustainable Wired and Wireless Photonics from kilobits per second (kbps) to Petabits per second (Pbps)

Autori: Bouchet, O., Legouable, R., Redieteab, G., Vercasson, G., Barmpounakis, S., & Chiaroni, D.
Pubblicato in: 2025
Editore: Zenodo
DOI: 10.5281/ZENODO.19049182

On Optimizing Time-, Space- and Power-Domain Energy-Saving Techniques for Sub-6 GHz Massive MIMO Base Stations

Autori: E. Peschiera, Y. Agram, F. Quitin, L. Van der Perre, F. Rottenberg
Pubblicato in: 2025 IEEE 26th International Workshop on Signal Processing and Artificial Intelligence for Wireless Communications (SPAWC), 2025
Editore: IEEE
DOI: 10.1109/SPAWC66079.2025.11143404

Towards a Framework for Dynamic Task Offloading in Real-Time Robotic Applications

Autori: Ali Balador, Mohammad Ashjaei, Madiha Umar, Ahmed Al Bayati, Andrew Williams, Saad Mubeen, Raquel Mini, Klas Nilsson, Karl-Erik Årzen
Pubblicato in: 2025 IEEE 30th International Conference on Emerging Technologies and Factory Automation (ETFA), 2025
Editore: IEEE
DOI: 10.1109/ETFA65518.2025.11205717

A Parametric Power Model of upper Mid-Band (FR3) Base Stations for 6G

Autori: Emanuele Peschiera, Sangbu Yun, Youngjoo Lee, Liesbet Van der Perre, François Rottenberg
Pubblicato in: ICASSP 2026 - 2026 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2026
Editore: IEEE
DOI: 10.1109/ICASSP55912.2026.11464669

IEEE Globecom 2025 / WS: Green Learning for Wireless Communications

Autori: Lucas Taucoory, Yassine Hadjadj-Aoul, Chaima Ghribi.
Pubblicato in: 2026
Editore: INRIA.HAL.SCIENCE Web Portal

IoT on the Road to Sustainability: Vehicle or Bandit?

Autori: Jona Cappelle, Liesbet Van der Perre, Emma Fitzgerald, Simon Ravyts, Weronika Gajda, Valentijn De Smedt, Bert Cox, Gilles Callebaut
Pubblicato in: 2024
Editore: Arxiv
DOI: 10.48550/ARXIV.2601.04817

On Optimizing Time-, Space- and Power-Domain Energy-Saving Techniques for Sub-6 GHz Massive MIMO Base Stations

Autori: Emanuele Peschiera, Youssef Agram, François Quitin, Liesbet Van der Perre, François Rottenberg
Pubblicato in: 2025
Editore: Arxiv
DOI: 10.48550/ARXIV.2505.15445

IEEE Transactions on Communications

Autori: Emanuele Peschiera, Youssef Agram, François Quitin, Liesbet Van der Perre, François Rottenberg
Pubblicato in: IEEE Transactions on Communications, 2025
Editore: IEEE
DOI: 10.48550/ARXIV.2505.15445

Green AI for 6G: Quantization of Neural Networks for Predictive Handover from Theory to Practice

Autori: - Lucas Taucoory ([e-mail]) - Chaima Ghribi ([e-mail])
Pubblicato in: IEEE Globecom 2025 / WS: Green Learning for Wireless Communications, 2025
Editore: IEEE

RF-Powered Batteryless Plant Movement Sensor for Precision Agriculture

Autori: - Gilles Callebaut ([e-mail]) - Jona Capelle ([e-mail]) - Lieven De Strycker ([e-mail]) - Liesbet Van der Perre ([e-mail])
Pubblicato in: IEEE Sensors 2025
Editore: IEEE
DOI: 10.1109/SENSORS59705.2025.11330430

A Study of On-Device Deep Reinforcement Learning for Task Offloading under Dynamic 5G Channel Conditions

Autori: Gorka Nieto, Idoia De La Iglesia, Unai Lopez-Novoa, Cristina Perfecto, Ali Balador, Mohammad Ashjaei
Pubblicato in: 2025 IEEE 30th International Conference on Emerging Technologies and Factory Automation (ETFA), 2025
Editore: IEEE
DOI: 10.1109/ETFA65518.2025.11205722

Open Radio Access Network Virtualization with Shared Heterogeneous Computing

Autori: Albert Banchs
Pubblicato in: 2025 International Conference on Modeling, Analysis and Simulation of Wireless and Mobile Systems (MSWiM), 2025
Editore: IEEE
DOI: 10.1109/MSWIM67937.2025.11309201

Projet Européen SUSTAIN 6G: Prochaine Génération réseau mobile intégrant le développment durable

Autori: Olivier Bouchet
Pubblicato in: 2025
Editore: Research Gate
DOI: 10.13140/RG.2.2.16102.54089

Multi-Generator Continual Learning for Robust Delay Prediction in 6G

Autori: Xiaoyu Lan, Jalil Taghia, Hannes Larsson, Andreas Johnsson
Editore: Arxiv
DOI: 10.48550/ARXIV.2512.07726

Auditing Differential Privacy Guarantees Using Density Estimation

Autori: Antti Koskela, Jafar Aco Mohammadi
Pubblicato in: 2025 IEEE Conference on Secure and Trustworthy Machine Learning (SaTML), 2025
Editore: IEEE
DOI: 10.1109/SATML64287.2025.00061

Energy-Efficient Secure Cell-Free Massive MIMO Precoding with Power Constraints Per Access Point for Next Generations of Communications

Autori: Steve Sawadogo, Vincent Savaux, Luc Le Magoarou, Matthieu Crussière, Patrick Savelli
Pubblicato in: 2025 4th International Conference on 6G Networking (6GNet), 2026
Editore: IEEE
DOI: 10.1109/6GNET68413.2025.11314136

Energy-Aware Scheduling in Cloud-Native Environment

Autori: Selome Kostentinos Tesfatsion, Oleg Gorbatov, Xuejun Cai
Pubblicato in: 2025 International Conference on Software, Telecommunications and Computer Networks (SoftCOM), 2025, ISSN 1847-358X
Editore: IEEE
DOI: 10.23919/SOFTCOM66362.2025.11197392

Application and Data Placement Solutions for Workloads at the Network Edge

Autori: Riccardo Cinà, Ali Balador, Andrew Williams
Pubblicato in: 2025 International Conference on Modeling, Analysis and Simulation of Wireless and Mobile Systems (MSWiM), 2025
Editore: IEEE
DOI: 10.1109/MSWIM67937.2025.11309019

Sustainable Wireless Technologies with SUSTAIN 6G

Autori: Olivier Bouchet, Marie-Hélène Hamon, Rodolphe Legouable, Bruno Jahan
Pubblicato in: 2025 55th European Microwave Conference (EuMC), 2025
Editore: IEEE
DOI: 10.23919/EUMC65286.2025.11235032

RF-Powered Batteryless Plant Movement Sensor for Precision Agriculture

Autori: Jona Cappelle, Jarne Van Mulders, Sarah Goossens, Thomas Reher, Liesbet Van der Perre, Lieven De Strycker, Bram Van de Poel, Gilles Callebaut
Pubblicato in: 2025 IEEE SENSORS, 2026
Editore: IEEE
DOI: 10.1109/SENSORS59705.2025.11330430

Energy-Efficient Neural Network-Based Handover Prediction in 6G Networks

Autori: Fatma Laribi, Chaima Ghribi, Laurent Ciavaglia
Pubblicato in: 2025 IEEE International Conference on Machine Learning for Communication and Networking (ICMLCN), 2025
Editore: IEEE
DOI: 10.1109/ICMLCN64995.2025.11140041

Peer reviewed articles (5)

Contactless Battery Solution for Sustainable IoT Devices: Assessment of Environmental Impact

Autori: Jona Cappelle, Lieven De Strycker, Liesbet Van der Perre
Pubblicato in: Electronics, Numero 14, 2025, ISSN 2079-9292
Editore: MDPI AG
DOI: 10.3390/ELECTRONICS14214140

Learning to Quantize and Precode in Massive MIMO Systems for Energy Reduction: a Graph Neural Network Approach

Autori: T. Feys; L. Van der Perre; F. Rottenberg
Pubblicato in: IEEE journal of selected topics in signal processing: Special Numero on Low-Bit-Resolution Signal Processing: Algorithms, Implementations, and Applications, 2025, ISSN 1941-0484
Editore: Arxiv
DOI: 10.48550/ARXIV.2507.10634

6G for Sustainability: A Drip on the Heatplate, Small Steps With a Big Impact

Autori: Ihsane Gryech, Abdul Saboor, Alexander Marinšek, Franco Minucci, François Rottenberg, Véronique Moeyaert, Bruno Quoitin, Véronique Georlette, Sofie Pollin
Pubblicato in: IEEE Transactions on Green Communications and Networking, Numero 10, 2026, ISSN 2473-2400
Editore: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/TGCN.2026.3654530

The TES Framework: Joint Statistical Modeling and Machine Learning for Network KPI Forecasting

Autori: Leonardo Lo Schiavo, Genoveva García, Marco Gramaglia, Marco Fiore, Albert Banchs, Xavier Costa-Perez
Pubblicato in: IEEE Transactions on Network and Service Management, Numero 23, 2026, ISSN 1932-4537
Editore: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/TNSM.2025.3628788

Contactless Battery Solution for Sustainable IoT Devices: Assessment of Environmental Impact

Autori: Jona Cappelle, Lieven De Strycker, Liesbet Van der Perre
Pubblicato in: Electronics, Numero 14, 2025, ISSN 2079-9292
Editore: MDPI AG
DOI: 10.3390/ELECTRONICS14214140

Other (3)

IoT on the Road to Sustainability: Vehicle or Bandit?

Autori: J. Cappelle, L. Van der Perre, E. Fitzgerald, S. Ravyts, W. Gadja, V. De Smedt, B. Cox, G. Callebaut
Pubblicato in: IEEE Internet of Things Magazine, 2024
Editore: IEEE
DOI: 10.48550/ARXIV.2405.20706

SUSTAIN-6G Flyer - Overview of the project

Autori: A. Bienvenu, C. Schmelz, M. Boldi, L. Briguglio
Pubblicato in: 2025
Editore: SUSTAIN-6G
DOI: 10.5281/ZENODO.15553925

Powering the Future: The Smart Grid transformation for a sustainable tomorrow

Autori: Vincent Audebert, Imane Oussakel,Corina Kim Schindhelm, Daniel Hauer
Pubblicato in: 2025
Editore: Eurescom Message