Bring Reinforcement-learning Into Radio Light Network for Massive Connections

Informazioni relative al progetto

6G BRAINS

ID dell’accordo di sovvenzione: 101017226

DOI 10.3030/101017226

Progetto chiuso

Data della firma CE 8 Dicembre 2020

Data di avvio 1 Gennaio 2021

Data di completamento 31 Dicembre 2023

Finanziato da

• INDUSTRIAL LEADERSHIP - Leadership in enabling and industrial technologies - Information and Communication Technologies (ICT)

Costo totale € 5 671 971,25

Contributo UE € 5 671 971,25

Coordinato da

EURESCOM-EUROPEAN INSTITUTE FOR RESEARCH AND STRATEGIC STUDIES IN TELECOMMUNICATIONS GMBH
Germany

Risultati finali

Documents, reports (20)

AI driven Resource Allocation for High Dynamic Ultra-dense D2D Network

Report on the AI driven Resource Allocation for High Dynamic Ultra-dense D2D Network .

Design and Description of the Intelligent IAB and RmUE/mUE over High Dynamic Ultra-dense D2D Cell Free Network

Design and Description of the Intelligent IAB and RmUEmUE over High Dynamic Ultradense D2D Cell Free Network

Analysis of new radio waveforms for the THz and OWC from multiband simulations
3D Laser measurement of one factory at Bosch with 3D cloud scanner and 3D hand scanner
E2E network slicing control enablers

E2E network slicing control enablers components developed and APIs started to be integrated Focus on T51T52

3D Measurement results and evaluation of Location Functions
Final specification and evaluation of human-centric control interfaces for advanced industrial scenarios

Final specification and evaluation of human-centric control interfaces for advanced industrial scenarios.

Preliminary integration for AI-based E2E network slicing control and MANO

Preliminary integration for AI-based E2E network slicing control and MANO (partially integrated E2E network slicing with complete control + first AI + first MANO – Focus on T5.3+T5.4 plus updates on T5.1+T5.2 integration)

Network Requirements, Key Function Blocks and System Architecture

Network Requirements Key Function Blocks and System Architecture

Specifications of Learning Datasets for AI Engines and Performance KPIs
Definition and Description of the 6G BRAINS Primary Use Cases and Derivation of User Requirements
Integrated Simultaneous Localisation and Mapping
Modelling of Intelligent IAB and Hybrid User Terminal Optimised by the Multi-agent Deep Reinforcement Learning
3D Location Simulation Models and Lab Prototypes
Description and Analysis Results of the 6G BRAINS Secondary Use Cases
Hybrid deterministic/stochastic ray-tracing based channel model for multiband analysis in industry scenario
Specifications and upgrade of multiband channel sounder for quad-band measurements at sub-6 GHz + mmWave + THz + OWC in industry scenarios

Specifications and upgrade of multiband channel sounder for quadband measurements at sub6 GHz mmWave THz OWC in industry scenarios

Technical Specification of the 3D Location Architecture
Measurement for User Cases and Proof of Concept Performance KPIs

The deliverable captures the measurable proof of concept performance KPIs Output of T24

Multiband characterization of propagation in industry scenarios

Pubblicazioni

Peer reviewed articles (16)

LOS Analysis for Localisation in High Frequency Systems

Autori: Ali Mahbas, John Cosmas, Jiangzhou Wang, Sarmad Mueen
Pubblicato in: IEEE Transactions on Wireless Communications, 2023, ISSN 1536-1276
Editore: Institute of Electrical and Electronics Engineers
DOI: 10.1109/twc.2023.3331657

E2E Network Slice Management Framework for 5G Multi-tenant Networks

Autori: Enrique Chirivella-Perez; Pablo Salva-Garcia; Ignacio Sanchez-Navarro; Jose Alcaraz Calero; Qi Wang
Pubblicato in: Journal of Communications and Networks, Numero Volume: 25, Numero 3, 2023, Pagina/e 392-404, ISSN 1229-2370
Editore: Korean Institute of Communication Sciences
DOI: 10.23919/jcn.2023.000019

Spectral and Energy Efficiency of ACO-OFDM in Visible Light Communication Systems

Autori: Shuai Ma, Ruixin Yang, Xiong Deng, Member, IEEE, Xintong Ling, Member, IEEE, Xun Zhang, Fuhui Zhou, Shiyin Li, Derrick Wing Kwan Ng
Pubblicato in: IEEE Transactions on Wireless Communications, Numero Early Access, 2022, Pagina/e 1-1, ISSN 1536-1276
Editore: Institute of Electrical and Electronics Engineers
DOI: 10.1109/twc.2022.3145288

Spectral and Energy Efficiency of ACO-OFDM in Visible Light Communication Systems

Autori: Shuai Ma, Ruixin Yang, Xiong Deng, Xintong Ling, Xun Zhang, Fuhui Zhou, Shiyin Li, Derrick Wing Kwan Ng
Pubblicato in: IEEE Transactions on Wireless Communications, Numero 21, 2021, Pagina/e 2147-2161, ISSN 1536-1276
Editore: Institute of Electrical and Electronics Engineers
DOI: 10.1109/twc.2021.3109735

Joint Visible Light Sensing and Communication Using m-CAP Modulation

Autori: Lina Shi; Bastien Béchadergue; Luc Chassagne; Hongyu Guan
Pubblicato in: IEEE Transactions on Broadcasting, Numero Volume: 69, Numero: 1, 2022, Pagina/e 276-288, ISSN 0018-9316
Editore: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tbc.2022.3201649

RAN Engine: Service-Oriented RAN Through Containerized Micro-Services

Autori: Robert Schmidt, Navid Nikaein
Pubblicato in: IEEE Transactions on Network and Service Management, Numero 18/1, 2021, Pagina/e 469-481, ISSN 1932-4537
Editore: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tnsm.2021.3057642

5GTopoNet: Real-time topology discovery and management on 5G multi-tenant networks

Autori: Ignacio Sanchez-Navarro, Ana Serrano Mamolar, Qi Wang, Jose Alcaraz Calero
Pubblicato in: Future Generation Computer Systems, Numero 114, 2021, Pagina/e 435-447, ISSN 0167-739X
Editore: Elsevier BV
DOI: 10.1016/j.future.2020.08.025

Physics-Based Modeling of GaN MQW LED for Visible Light Communication Systems

Autori: Day Shi, Xun Zhang, Ziqi Liu, Xuanbang Chen, Xiadong Liu, Jintao Wang, Jian Song, Andrei Vladimirescu
Pubblicato in: IEEE Transactions on Electron Devices, Numero 71, 2023, Pagina/e 337-342, ISSN 0018-9383
Editore: Institute of Electrical and Electronics Engineers
DOI: 10.1109/ted.2023.3312632

Spectral and Energy Efficiency of DCO-OFDM in Visible Light Communication Systems with Finite-Alphabet Inputs

Autori: Xun Zhang
Pubblicato in: IEEE Transactions on Wireless Communications, 2022, ISSN 1536-1276
Editore: Institute of Electrical and Electronics Engineers

Empirical evaluation of 5G and Wi-Fi mesh interworking for Integrated Access and Backhaul networking paradigm

Autori: Mohamed Khadmaoui-Bichouna, Jose Alcaraz Calero, Qi Wang
Pubblicato in: Computer Communications, Numero 209, 2023, Pagina/e 429443, ISSN 0140-3664
Editore: Elsevier BV
DOI: 10.1016/j.comcom.2023.07.007

Measurement Campaign on 5G Indoor millimeter Wave and Visible Light Communications Multi Component Carrier System

Autori: Kareem Ali, John Cosmas, Yue Zhang, Hequn Zhang, Ben Meunier, Nawar Jawad, Xun Zhang, Lina Shi, James Gbadamosi, Atanas Savov
Pubblicato in: IEEE Transactions on Broadcasting, Numero Volume 68, issue 1, 2021, Pagina/e 156-170, ISSN 0018-9316
Editore: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tbc.2021.3120918

Deep reinforcement learning based dynamic power allocation for uplink device-to-device enabled cell-free network

Autori: Guoqing Xia, Huiyu Zhou, Yue Zhang, Lu Ge
Pubblicato in: 2022 IEEE International Symposium on Broadband Multimedia Systems and Broadcasting, 2022, ISSN 2155-5052
Editore: IEEE
DOI: 10.1109/bmsb55706.2022.9828568

Adaptive Network Slicing in Multi-Tenant 5G IoT Networks

Autori: Antonio Matencio Escolar, Jose M. Alcaraz-Calero, Pablo Salva-Garcia, Jorge Bernal Bernabe, Qi Wang
Pubblicato in: IEEE Access, Numero 9, 2021, Pagina/e 14048-14069, ISSN 2169-3536
Editore: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/access.2021.3051940

VINIA: Voice-Enabled Intent-Based Networking for Industrial Automation

Autori: Raul Barbosa, Joao Fonseca, Marco Araujo, Daniel Corujo
Pubblicato in: Computer Science and Information Systems, 2024, ISSN 2406-1018
Editore: ComSIS Journal
DOI: 10.2298/csis230213002b

MDD-Enabled Two-Tier Terahertz Fronthaul in Indoor Industrial Cell-Free Massive MIMO

Autori: Bohn Li, Diego Dupleich, Guoqing Xia, Huiyu Zhou, Yue Zhang, Pei Xiao, Lie-Liang Yang
Pubblicato in: IEEE Transactions on Communications, 2023, Pagina/e 1, ISSN 0090-6778
Editore: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tcomm.2023.3330893

An eBPF-XDP hardware-based network slicing architecture for future 6G front- to back-haul networks

Autori: Ruben Ricart-Sanchez, Pablo Salva-Garcia, Jose Alcaraz Calero, Qi Wang, Octavio Herrera-Ruiz
Pubblicato in: IEEE Transaction on Network and Service Management (TNSM), 2023, ISSN 1932-4537
Editore: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tnsm.2023.3329942

Conference proceedings (20)

Intent-Based E2E Network Slice Management for Industry 4.0

Autori: Enrique Chirivella-Perez, Pablo Salva-Garcia, Ruben Ricart-Sanchez, Jose Alcaraz Calero, Qi Wang
Pubblicato in: 2021 Joint European Conference on Networks and Communications & 6G Summit (EuCNC/6G Summit), 2021, Pagina/e 353-358, ISBN 978-1-6654-1526-2
Editore: IEEE
DOI: 10.1109/eucnc/6gsummit51104.2021.9482575

6G BRAINS: Multiband Channel Sounding and RT Modelling in Industrial Scenarios

Autori: Diego Dupleich
Pubblicato in: 2023
Editore: 6G-BRAINS
DOI: 10.5281/zenodo.10650067

Environment-Aware RSSI Based Positioning Algorithm for Random Angle Interference Cancellation in Visible Light Positioning System

Autori: Yanqi Huang; Dayu Shi; Xun Zhang; El-Hassane Aglzim; Lina Shi
Pubblicato in: 2021 International Conference on Indoor Positioning and Indoor Navigation (IPIN), 2021, ISBN 978-1-6654-0402-0
Editore: IEEE
DOI: 10.1109/ipin51156.2021.9662595

Experimental Testing of High-Capacity Bandwidth Efficient Visible Light Communication with Silicon-based RGBY-LED

Autori: Yuhao Wang; Xuanbang Chen; Xiaodong Liu; Zhenghai Wang; Lisu Yu; Xun Zhang
Pubblicato in: 2021 IEEE International Symposium on Broadband Multimedia Systems and Broadcasting (BMSB), 2021, ISBN 978-1-6654-4908-3
Editore: IEEE
DOI: 10.1109/bmsb53066.2021.9547164

From 3D Point Cloud Data to Ray-tracing Multi-band Simulations in Industrial Scenario

Autori: Han Niu, Diego Dupleich, Yanneck Volker-Schoneberg, Alexander Ebert, Robert Muller, Joseph Eichinger, Alexander Artemenko, Giovanni Del Galdo, Reiner S. Thoma
Pubblicato in: https://ieeexplore.ieee.org/xpl/conhome/9860273/proceeding, Numero 1, 2022, Pagina/e 1-5, ISBN 978-1-6654-8243-1
Editore: IEEE
DOI: 10.1109/vtc2022-spring54318.2022.9861002

From Sub-6 GHz to mm-Wave: Simultaneous Multi-band Characterization of Propagation from Measurements in Industry Scenarios

Autori: Diego Dupleich, Niu Han, Alexander Ebert, Robert Müller, Stephan Ludwig, Alexander Artemenko, Josef Eiching, Tobias Geiss, Giovanni Del Galdo, Reiner Thomä
Pubblicato in: 2022 16th European Conference on Antennas and Propagation (EuCAP), Numero 1, 2022, Pagina/e 1-5, ISBN 978-1-6654-1604-7
Editore: IEEE
DOI: 10.23919/eucap53622.2022.9768944

A Joint Backscatter and VLC-NOMA Communication Scheme for B5G/6G umMTC System

Autori: Xun Zhang, Dayu SHI, Lina Shi
Pubblicato in: 2021 IEEE International Symposium on Broadband Multimedia Systems and Broadcasting (BMSB), 2021, ISBN 978-1-6654-4908-3
Editore: IEEE
DOI: 10.1109/bmsb53066.2021.9547027

Measurement-based Analysis of Multi-band Assisted Beam-forming at mmWave in IndustrialScenarios

Autori: Diego Dupleich, Alexander Ebert, Reiner Thomä
Pubblicato in: 17th European Conference on Antennas and Propagation, Numero 17th, 2023, ISBN 978-1-6654-7541-9
Editore: IEEE
DOI: 10.23919/eucap57121.2023.10133694

OWC channel measurement testbed building in indoor environment with M-CAP modulation

Autori: Ziqi Liu, Xun Zhang, Bastien Béchadergue
Pubblicato in: 2023 IEEE International Symposium on Broadband Multimedia Systems and Broadcasting (BMSB), 2023, ISSN 2155-5052
Editore: IEEE
DOI: 10.1109/bmsb58369.2023.10211245

6G BRAINS Topology-aware Industry-grade Network Slice Management and Orchestration

Autori: - Joao Fonseca - Marco Araújo - Paulo Duarte - Mohamed Khadmaoui-Bichouna - Bruno Mendes - Ignacio Sanchez-Navarro - Jose Alcaraz Calero - Pablo Salva-Garcia - Antonio Matencio
Pubblicato in: 2023 Joint European Conference on Networks and Communications & 6G Summit (EuCNC/6G Summit), 2023
Editore: IEEE
DOI: 10.1109/eucnc/6gsummit58263.2023.10188280

Simulated Annealing Optimisation for Optimising 5G Visible Light Communications Location Measurements

Autori: Kareem Ali, John Cosmas, Xun Zhang, Lina Shi, Ben Meunier
Pubblicato in: 2021 IEEE International Symposium on Broadband Multimedia Systems and Broadcasting (BMSB), 2021, Pagina/e 1-6, ISBN 978-1-6654-4908-3
Editore: IEEE
DOI: 10.1109/bmsb53066.2021.9547187

Process Slicing: A New Mitigation Tool for Cyber-attacks against Softwarised Industrial Environments

Autori: Angel Gama Garcia, Jose Alcaraz Calero, Higinio Mora Mora, Qi Wang
Pubblicato in: 9th International Conference on Network Softwarization (NetSoft), 2023
Editore: IEEE
DOI: 10.1109/netsoft57336.2023.10175447

FlexRIC: An SDK for Next-Generation SD-RANs

Autori: Robert Schmidt, Mikel Irazabal, Navid Nikaein
Pubblicato in: Proceedings of the International Conference on Emerging Networking EXperiments and Technologies, Numero 17th, 2021, Pagina/e 411-425, ISBN 978-1-4503-9098-9
Editore: ACM
DOI: 10.1145/3485983.3494870

Non-Point Visible Light Transmitter Localization based on Monocular Camera

Autori: Xun Zhang, Hongyiu Zhao, Yue Zhang
Pubblicato in: 2021
Editore: Cornell University

5G network as key-enabler for vehicular platooning

Autori: Paulo Duarte; Mujdat Soyturk; Ramior Robles; Marco Araújo; Berkay Yaman; Adriano Goes; Bruno Mendes; Gowhar Javanmardi; Miguel Gutierrez Gaitan
Pubblicato in: 2023
Editore: IEEE
DOI: 10.1109/secon58729.2023.10287431

FlexApp: Flexible and low-latency xApp framework for RAN intelligent controller

Autori: Chie-Chun Chen; Mikel Irazabal; Chia-Yu Chang; Alireza Mohammadi; Navid Nikaein
Pubblicato in: IEEE International Conference on Communications, Numero 35, 2023, Pagina/e 5450-5456, ISBN 978-1-5386-7462-8
Editore: IEEE
DOI: 10.1109/icc45041.2023.10278600

Flexible and Real-time Programmable RAN Slicing Framework

Autori: Chieh-Chun Chen, Chia-Yu Chang, Navid Nikaein
Pubblicato in: GLOBECOM 2023, 2023
Editore: IEEE

AI-driven Human-centric Control Interfaces for Industry 4.0 with Role-based Access

Autori: Marco Araújo
Pubblicato in: 2022 International Conference on INovations in Intelligent SysTemsn and Applications (INISTA), 2022, ISBN 978-1-6654-9810-4
Editore: IEEE
DOI: 10.1109/inista55318.2022.9894247

RAN Simulator Is NOT What You Need: O-RAN Reinforcement Learning for the Wireless Factory

Autori: Ta Dang Khoa Le, Navid Nikaein
Pubblicato in: 2023, ISBN 978-1-4503-9990-6
Editore: ACM
DOI: 10.1145/3570361.3615758

Empirical design, prototyping and evaluation of a new hardware-based network slicing approach for 6G backbone networks

Autori: Ruben Ricart-Sanchez, Pablo Salva-Garcia, Enrique Chirivella-Perez, Jose M. Alcaraz Calero, Qi Wang
Pubblicato in: 2021 Joint European Conference on Networks and Communications & 6G Summit (EuCNC/6G Summit), 2021, Pagina/e 341-346, ISBN 978-1-6654-1526-2
Editore: IEEE
DOI: 10.1109/eucnc/6gsummit51104.2021.9482495

Non-peer reviewed articles (2)

Deep learning integrated reinforcement learning for adaptive beamforming in B5G networks

Autori: Geoffrey Eappen, John Cosmas, Shankar T, Rajesh A, Rajagopal Nilavalan, Joji Thomas
Pubblicato in: IET Communications, 2022, Pagina/e 2454-2466
Editore: IET
DOI: 10.1049/cmu2.12501

XDP-based SmartNIC hardware performance acceleration for next-generation networks

Autori: Pablo Salva-Garcia, Ruben Ricart-Sanchez, Enrique Chirivella-Perez, Qi Wang, Jose Alcaraz Calero
Pubblicato in: Journal of Network and Systems Management, Numero Volume 30, Numero 4, 2022, Pagina/e Articel number 4, ISSN 1573-7705
Editore: Springer
DOI: 10.1007/s10922-022-09687-z

Other (24)

Keynote: Bringing Reinforcement learning Into Radio Light Network for Massive Connections

Autori: Yue Zhang, John Cosmas
Pubblicato in: 2021
Editore: 5G-PPP

Workshop PerIoT 2021, Track 2: IOTProD Track - Real World and Production

Autori: Alexander Artemenko
Pubblicato in: 2021
Editore: periot.github.io

6G: Will Sensing become a killer use case?

Autori: Alexander Artemenko
Pubblicato in: 2024
Editore: Zenodo
DOI: 10.5281/zenodo.10656600

Delivery of 5G Services Indoors - the wireless wire challenge and solutions

Autori: Kapovits, Adam; Gavras, Anastasius; Cosmas, John; Ghoraishi, Mir; Li, Xi; Zhang, Yue
Pubblicato in: Numero 1, 2021
Editore: 5G-PPP Technology Board
DOI: 10.5281/zenodo.4280750

ITU-T Recommendation Y.Sup71 (2022), “Use cases for autonomous networks”.

Autori: Qi Wang, Jose Alcaraz Calero
Pubblicato in: 2022
Editore: ITU
DOI: 10.5281/zenodo.10402215

Simultaneous multiband (6.75 GHz, 74.25 GHz, and 305.27 GHz) channel measurements and modelling in an industrial scenario

Autori: Diego Dupleich, Malte Boban
Pubblicato in: 2023
Editore: ETSI
DOI: 10.5281/zenodo.10650088

Bringing Reinforcement Learning to Communication and Networks

Autori: Victor Gabillon
Pubblicato in: 2022
Editore: 6G BRAINS

Keynote: Advances and Challenges of Industrial IoT and co-chair of the workshop PERIOT 2021

Autori: Alexander Artemenko
Pubblicato in: 2021
Editore: 6G BRAINS project

European Vision for the 6G Network Ecosystem

Autori: Yue Zhang
Pubblicato in: 2021
Editore: 5G PPP
DOI: 10.5281/zenodo.5007671

Autonomous Network Management for 5G and Beyond Services and Vertical Applications: Case Studies

Autori: Qi Wang, Jose Alcarez Calero
Pubblicato in: 2021
Editore: ITU

What societal values will 6G address?

Autori: Anastasius Gavras
Pubblicato in: 2022
Editore: Zenodo
DOI: 10.5281/zenodo.6557534

ITU-T Recommendation Y.3183 (2022), “Framework for network slicing management assisted by machine learning leveraging QoE feedback from verticals”

Autori: Qi Wang, Jose Alcaraz Calero
Pubblicato in: 2022
Editore: ITU
DOI: 10.5281/zenodo.10402203

ITU-T Recommendation Y.3182 (2022), “Machine learning based end-to-end multi-domain network slice management and orchestration”.

Autori: Qi Wang, Jose M. Alcaraz-Calero
Pubblicato in: 2022
Editore: ITU
DOI: 10.5281/zenodo.10402117

IoT-PROD 2022: First International Workshop on Internet of Things Pervasive Real-World Deployments

Autori: Alexander Artemenko
Pubblicato in: 2022
Editore: https://iot-prod-workshop.github.io

5G PPP Architecture Working Group - View on 5G Architecture, Version 4.0

Autori: Anastasius Gavras
Pubblicato in: 2021
Editore: Zenodo
DOI: 10.5281/zenodo.5155657

6G BRAINS Project

Autori: Anastasius Gavras, Alexander Artemenko, Yue Zhang, John Cosmas
Pubblicato in: 2021
Editore: 5G-PPP

Non-Public-Networks – State of the art and way forward

Autori: Anastasius Gavras
Pubblicato in: 2022
Editore: Zenodo
DOI: 10.5281/zenodo.7230191

5G_footprint_in_broadcast_technology - IEEE International Symposium on Broadband Multimedia Systems and Broadcasting

Autori: Anastasius Gavras
Pubblicato in: 2021
Editore: Eurescom GmbH

6G Vision: Bring Reinforcement-learning Into Ubiquitous Network for Massive Machine Connections

Autori: Yue Zhang
Pubblicato in: 2021
Editore: 6G BRAINS

AI-driven ubiquitous networks for massive machine connections - The 6G BRAINS project vision

Autori: Yue Zhang
Pubblicato in: 2021
Editore: Eurescom GmbH

Smart Factories: Today, Tomorrow and the Day after Tomorrow

Autori: Alexander Artemenko
Pubblicato in: 2021
Editore: 6G-BRAINS

Beyond 5G/6G KPIs and Target Values

Autori: Anastasius Gavras, Wei Li, Diego Dupleich
Pubblicato in: 2022
Editore: Zenodo
DOI: 10.5281/zenodo.6577506

6G Measurable Proof of Concept Performance KPIs

Autori: Wei Li
Pubblicato in: 2021
Editore: 6G BRAINS

Autonomous Network Management for 5G and Beyond Services and Vertical Applications

Autori: Qi Wang, Jose Alcaraz Calero
Pubblicato in: 2021
Editore: ITU

Monographic books (1)

Towards Sustainable and Trustworthy 6G: Challenges, Enablers, and Architectural Design

Autori: Ömer Bulakci, Xi Li, Marco Gramaglia, Anastasius Gavras, Mikka Uusitalo, Patrik Rigeland, Mauro Boldi
Pubblicato in: Towards Sustainable and Trustworthy 6G: Challenges, Enablers, and Architectural Design, 2023
Editore: now Publishers Inc.
DOI: 10.1561/9781638282396