A flagship for B5G/6G vision and intelligent fabric of technology enablers connecting human, physical, and digital worlds

Deliverables

Enabling radio technologies and roadmap towards 6G

This final report will provide a holistic evaluation on enabling radio technologies and measurements from testbeds and describe current research trends economic forecast and a technology roadmap for the next 10 years towards 6G

Final dissemination and communication report

This document will be the final report on dissemination and communication activities performed by the project including a final assessment of the impact achieved

Final models and measurements for localisation and sensing

This report will provide final models and measurements performance evaluation of new signal designs incl results from measurements from the OTA demonstration and algorithms and evaluation of locationbased services

Initial 6G Vision

This report will describe the initial 6G HexaX vision incl first use case and key value indicator aspects

Final AI-driven communication & computation co-design solutions

This report will consolidate design of AIML solutions and provide evaluation on the addressed problem areas It will also provide insights on the implementation of the FEDXAI demo from an algorithm design point of view

Gap analysis and technical work plan for special-purpose functionality

This report will summarise the identified gaps and provide an indepth survey of the identified specialpurpose solutions with the underlying technologies and methods for flexible topologies and dependable communication

Initial radio models and analysis towards ultra-high data rate links in 6G

This report will describe initial studies on key enabling radio technologies HW impairment models waveforms beamforming DMIMO algorithms channel measurements focusing on link level aspects of Tbps comms

Localisation and sensing use cases and gap analysis

This report will describe localisation use cases and an initial gap analysis It will present relevant models and propose approaches to solve localisation and mapping problems at 100300 GHz and initial findings on locationaided resource allocation methods

Intermediate dissemination and communication report

This document will report on the dissemination and communication activities performed during the first year of the project It includes also an assessment of the impact achieved with respect to dissemination KPIs

Towards Tbps Communications in 6G: Use cases and Gap Analysis

This report will describe use cases that are initially identified by Tbps Communications and conduct gap analysis with respect to hardware and system design

Analysis of 6G architectural enablers applicability and initial technological solutions

This report will provide an analysis of architectural components developed in WP5 as well as the technological components developed in other WPs

Gaps, features and enablers for B5G/6G service management and orchestration

This report will contain a thorough stateofthe art analysis as well as identified technological and business trends for service management and orchestration in 5G It will also identify major gaps to support to B5G scenarios

Hexa-X architecture for B5G/6G networks - final release

This report will present the final HexaX vision for B5G6G with final use cases links to the technical work on enablers final results on sustainability the E2E HexaX architecture including the security architecture and related security guidelines The document will be disseminated globally to support global discussion on 6G

Radio models and enabling techniques towards ultra-high data rate links and capacity in 6G

This final report will describe final radio models performance results based on analysis and system simulations Focus is on 6G radio system level studies for ultrahigh data rate links and capacity

Initial models and measurements for localisation and sensing

This report will provide models and measurements based on interaction with WP2 Results on new localisation and mapping algorithms will be provided along with updated findings on locationaided resource allocation methods

Special-purpose functionalities: final solutions

Final discussion on gaps covered by specialpurpose functionalities and implemented solutions incl the PoC Extreme performance in handling unexpected situations in industrial contexts through B5G6G enablers demo setup and final results Contributions against projects KPIsKVIs will be also reported

AI-driven communication & computation co-design: gap analysis and blueprint

This report will document gaps build upon them and concentrate on associated problem areas statements to be addressed as well as on the description of solution directions

Special-purpose functionalities: intermediate solutions

This report will describe results achieved on ultraflexible resource allocation and dependability with capabilities and limitations of the solutions for immersive digital twin and novel HMI First PoC results will be included

Initial Hexa-X vision, use cases and KVIs

This report will describe the vision to guide the future research towards B5G6G Use cases and key value indicators will be identified providing highlevel requirements and definitions of the deployment scenarios An initial set of sustainability targets and spectrum requirements will also be included as well as security guidelines

Hexa-X architecture for B5G/6G networks - initial release

This report will include an intermediate status update on use cases KVIs and spectrum as well as achievements with respect to sustainability final targets and progress of the project vs targets A draft of the E2E architecture will be delivered including a draft security architecture and updated guidelines for security

Design of service management and orchestration functionalities

This report will contain the design of service models data management strategy advance enablers orchestrator functionalities for endtoend service management

Final evaluation of service management and orchestration mechanisms

This report will gather the evaluation results of the implemented mechanisms tradeoff simulations prototyped functionalities for intelligent orchestration and service management

Initial 6G architectural components and enablers

This report will propose novel architectural concepts enabling intelligent distributed networks and new network topologies for addressing new use cases and architectural enablers for costefficient deployment of future networks

Final 6G architectural enablers and technological solutions

This report will include the final set of architectural components starting from the ones defined in D51 as well as evaluations of selected components It will also report on the FEDXAI and FLEXTOP demo setups and results

AI-driven communication & computation co-design: initial solutions

This report will describe AIML approaches developed in WP4 and their evaluation against the identified KPIs It will also describe AIML solutions for communications to be validated in the project

Publications

Discontinuous Computation Offloading for Energy-Efficient Mobile Edge Computing

Author(s): Mattia Merluzzi; Nicola di Pietro; Paolo Di Lorenzo; Emilio Calvanese Strinati; Sergio Barbarossa
Published in: IEEE Transactions on Green Communications and Networking:, 2021, ISSN 2473-2400
Publisher: IEEE
DOI: 10.1109/TGCN.2021.3125543

The Power of Data: How Traffic Demand and Data Analytics Are Driving Network Evolution toward 6G Systems

Author(s): Sabella, Dario; Micheli, Davide; Nardini, Giovanni
Published in: Journal of Sensor and Actuator Networks, Issue 32, 2023, Page(s) 49, ISSN 2224-2708
Publisher: MDPI
DOI: 10.3390/jsan12040049

6G Vision, Value, Use Cases and Technologies From European 6G Flagship Project Hexa-X

Author(s): MIKKO A. UUSITALO; PATRIK RUGELAND; MAURO RENATO BOLDI; EMILIO CALVANESE STRINATI; PANAGIOTIS DEMESTICHAS; MÅRTEN ERICSON; GERHARD P. FETTWEIS; MILTIADIS C. FILIPPOU; AZEDDINE GATI; MARIE-HELENE HAMON; MARCO HOFFMANN; MATTI LATVA-AHO; AARNO PÄRSSINEN; BJÖRN RICHERZHAGEN; HANS SCHOTTEN; TOMMY SVENSSON; GUSTAV WIKSTRÖM; HENK WYMEERSCH; VOLKER ZIEGLER; YANING ZOU
Published in: IEEE Access, 2021, ISSN 2169-3536
Publisher: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/ACCESS.2021.3130030

Upcoming European Regulations on Artificial Intelligence and Cybersecurity

Author(s): Markus Dominik Mueck, Amit Elazari Bar On, and Stephane Du Boispean
Published in: IEEE Communications Magazine, Issue Volume: 61, Issue: 7, July 2023, 2023, Page(s) 98-102, ISSN 0163-6804
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/mcom.004.2200612

A Reconfigurable Intelligent Surface at mmWave based on a binary phase tunable metasurface

Author(s): Jean-Baptiste Gros; Vladislav Popov; Mikhail A. Odit; Vladimir Lenets; Geoffroy Lerosey
Published in: IEEE Open Journal of the Communications Society, Vol 2, Pp 1055-1064 (2021), 2021, ISSN 2644-125X
Publisher: IEEE
DOI: 10.1109/ojcoms.2021.3076271

Performance-Aware Orchestration of P4-based Heterogeneous Cloud Environments

Author(s): Hasanin Harkous; Bassel Aboul Hosn; Mu He; Michael Jarschel; Wolfgang Kellerer
Published in: IEEE Transactions on Network and Service Management, Issue 29, 2023, ISSN 1932-4537
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tnsm.2023.3267983

CSI-free Rotary Antenna Beamforming for Massive RF Wireless Energy Transfer

Author(s): Onel L. A. Lopez; Hirley Alves; Samuel Montejo-Sanchez; Richard D. Souza; Matti Latva-aho
Published in: IEEE Internet of Things Journal, 2021, ISSN 2327-4662
Publisher: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/jiot.2021.3107222

Federated Learning of eXplainable AI Models in 6G Systems: Towards Secure and Automated Vehicle Networking

Author(s): Alessandro Renda, Pietro Ducange, Francesco Marcelloni, Dario Sabella, Miltiadis C. Filippou, Giovanni Nardini, Giovanni Stea, Antonio Virdis, Davide Micheli, Damiano Rapone, Leonardo Gomes Baltar
Published in: MDPI Information, 2022, ISSN 2078-2489
Publisher: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/info13080395

State-Aware Resource Allocation for Wireless Closed-Loop Control Systems

Author(s): Scheuvens, Lucas; Hößler, Tom; Schulz, Philipp; Franchi, Norman; Barreto, André; Fettweis, Gerhard
Published in: IEEE Transactions on Communications ( Volume: 69, Issue: 10, Oct. 2021), Issue 5, 2021, ISSN 0090-6778
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/TCOMM.2021.3095953

A New Agent-Based Intelligent Network Architecture

Author(s): Sisay Tadesse Arzo; Domenico Scotece; Riccardo Bassoli; Fabrizio Granelli; Luca Foschini; Frank H.P. Fitzek
Published in: IEEE Communications Standards Magazine ( Volume: 6, Issue: 4), Issue 5, 2022, Page(s) 74-79, ISSN 2471-2833
Publisher: IEEE
DOI: 10.5281/zenodo.7314206

On the feasibility of out-of-band spatial channel information for millimeter-wave beam search

Author(s): Pekka Kyösti; Peize Zhang; Aarno Pärssinen; Katsuyuki Haneda; Pasi Koivumäki; Wei Fan
Published in: IEEE Transactions on Antennas and Propagation, Issue 71, 2022, Page(s) 4433-4443, ISSN 1558-2221
Publisher: IEEE
DOI: 10.1109/tap.2023.3249837

Limited Feedforward Waveform Design for OFDM Dual-Functional Radar-Communications

Author(s): Musa Furkan Keskin; Visa Koivunen; Henk Wymeersch
Published in: IEEE Transactions on Signal Processing, Issue 7, 2021, ISSN 1053-587X
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/TSP.2021.3076894

A Tutorial on Terahertz-Band Localization for 6G Communication Systems

Author(s): Hui Chen; Hadi Sarieddeen; Tarig Ballal; Henk Wymeersch; Mohamed-Slim Alouini; Tareq Y. Al-Naffouri
Published in: IEEE Communications Surveys and Tutorials (1553-877X) vol.24(2022), Issue 7, 2022, ISSN 1553-877X
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.48550/arxiv.2110.08581

The Road Towards 6G: A Comprehensive Survey

Author(s): Jiang, Wei; Han, Bin; Habibi, Mohammad Asif; Schotten, Hans Dieter
Published in: IEEE Open Journal of the Communications Society, Issue 2, 2021, Page(s) 334-366, ISSN 2644-125X
Publisher: IEEE
DOI: 10.1109/OJCOMS.2021.3057679

A security-friendly privacy-preserving solution for federated learning

Author(s): Ferhat Karakoç; Leyli Karaçay; Pinar Çomak De Cnudde; Utku Gülen; Ramin Fuladi; Elif Ustundag Soykan
Published in: Computer Communications, Issue 7, 2023, Page(s) 27-35, ISSN 0140-3664
Publisher: Elsevier BV
DOI: 10.1016/j.comcom.2023.05.004

Cutting-Edge Assets for Trust in 5G and Beyond: Requirements, State of the Art, Trends, and Challenges

Author(s): José María Jorquera Valero; Pedro Miguel Sánchez Sánchez; Manuel Gil Pérez; Alberto Huertas Celdrán; Gregorio Martínez Pérez
Published in: ACM Computer Surveys, Issue 55, 2023, Page(s) 1-36, ISSN 0360-0300
Publisher: Association for Computing Machinary, Inc.
DOI: 10.1145/3572717

Exploiting Simu5G for generating datasets for training and testing AI models for 5G/6G network applications

Author(s): Giovanni Nardini, Alessandro Noferi, Pietro Ducange, Giovanni Stea
Published in: SoftwareX, Issue Volume 21, February 2023, 2023, ISSN 2352-7110
Publisher: Elsevier
DOI: 10.1016/j.softx.2023.101320

A Survey and Guideline on Privacy Enhancing Technologies for Collaborative Machine Learning

Author(s): Elif Ustundag Soykan; Leyli Karaçay; Ferhat Karakoç; Emrah Tomur
Published in: IEEE Access, Issue 35, 2022, ISSN 2169-3536
Publisher: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/access.2022.3204037

FoReCo: a forecast-based recovery mechanism for real-time remote control of robotic manipulators

Author(s): Milan Groshev; Jorge Martin-Perez; Carlos Guimaraes; Antonio de la Oliva; Carlos J. Bernardos
Published in: IEEE Transactions on Network and Service Management, 2022, ISSN 1932-4537
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.48550/arxiv.2205.04189

DeepTx: Deep Learning Beamforming With Channel Prediction

Author(s): Janne Huttunen; Dani Korpi; Mikko Honkala
Published in: IEEE Transactions on Wireless Communications, 2022, ISSN 1536-1276
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/twc.2022.3207055

Analysis of scaling policies for NFV providing 5G/6G reliability levels with fallible servers

Author(s): Jorge Ortin; Pablo Serrano; Jaime Garcia-Reinoso; Albert Banchs
Published in: IEEE Transactions on Network and Service Management, Issue Vol. 19, Issue 2, June 2022, 2022, Page(s) 1287-1305, ISSN 1932-4537
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tnsm.2022.3147146

Empowering 6G Communication Systems With Digital Twin Technology: A Comprehensive Survey

Author(s): Kuruvatti, Nandish P.; Habibi, Mohammad Asif; Partani, Sanket; Han, Bin; Fellan, Amina; Schotten, Hans D.
Published in: IEEE Access, Issue 10, 2022, Page(s) 112158-112186, ISSN 2169-3536
Publisher: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/ACCESS.2022.3215493

Rapid prototyping and performance evaluation of ETSI MEC-based applications

Author(s): Noferi, Alessandro; Nardini, Giovanni; Stea, Giovanni; Virdis, Antonio
Published in: Simulation Modelling Practice and Theory, 2022, ISSN 1569-190X
Publisher: Elsevier BV
DOI: 10.1016/j.simpat.2022.102700

Positioning and Sensing in 6G: Gaps, Challenges, and Opportunities

Author(s): Ali Behravan; Vijaya Yajnanarayana; Musa Furkan Keskin; Hui Chen; Deep Shrestha; Traian E. Abrudan; Tommy Svensson; Kim Schindhelm; Andreas Wolfgang; Simon Lindberg; Henk Wymeersch
Published in: IEEE Vehicular Technology Magazine (1556-6072) vol.18(2023), Issue 53, 2022, ISSN 1556-6072
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/mvt.2022.3219999

Why Do We Need 6G?

Author(s): Bassoli Riccardo; Frank H.P. Fitzek; Emilio Calvanese Strinati
Published in: ITU Journal on Future and Evolving Technologies, 2021, ISSN 2616-8375
Publisher: ITU
DOI: 10.5281/zenodo.5509644

Millimeter-wave Mobile Sensing and Environment Mapping: Models, Algorithms and Validation

Author(s): Carlos Baquero Barneto; Elizaveta Rastorgueva-Foi; Musa Furkan Keskin; Taneli Riihonen; Matias Turunen; Jukka Talvitie; Henk Wymeersch; Mikko Valkama
Published in: IEEE Transactions on Vehicular Technology vol.71(2022), Issue 45, 2022, ISSN 1939-9359
Publisher: IEEE
DOI: 10.48550/arxiv.2102.11593

Energy-Aware Adaptive Scaling of Server Farms for NFV with Reliability Requirements

Author(s): Jesús Pérez-Valero; Albert Banchs; Pablo Serrano; Jorge Ortín; Jaime Garcia-Reinoso; Xavier Costa-Perez
Published in: IEEE Transactions on Mobile Computing, 2023, ISSN 1536-1233
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/TMC.2023.3288604

A Deep Learning Receiver for Non-Linear Transmitter

Author(s): Hamed Farhadi; Johan Haraldson; Marten Sundberg
Published in: IEEE Access, Issue 13, 2023, ISSN 2169-3536
Publisher: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/access.2023.3234501

Design and Validation of an Open Source Cloud Native Mobile Network

Author(s): Apostolakis, Nikolaos; Gramaglia, Marco; Serrano, Pablo
Published in: IEEE Communications Magazine, 2022, Page(s) 66-72, ISSN 1558-1896
Publisher: IEEE
DOI: 10.1109/mcom.003.2200195

Mapping the VNFs and VLs of a RAN Slice Onto Intelligent PoPs in Beyond 5G Mobile Networks

Author(s): Habibi, Mohammad Asif; Faqir Zarrar Yousaf; Hans D. Schotten
Published in: IEEE Open Journal of the Communications Society, Issue 3, 2022, Page(s) 670-704, ISSN 2644-125X
Publisher: IEEE
DOI: 10.1109/OJCOMS.2022.3165000

Innovation Management in 6G research: the case of Hexa-X project

Author(s): Dario Sabella; Giovanni Nardini; Panagiotis Demestichas; Sokratis Barmpounakis; Dinh-Thuy Phan-Huy; Mattia Merluzzi; Esther Garrido Gamazo; Aurora Ramos; Giada Landi; Marko E. Leinonen; Aarno Pärssinen; Andreas Wolfgang
Published in: IEEE Communications Magazine, 2023, ISSN 0163-6804
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/MCOM.018.2300040

The Hexa-X project vision on Artificial Intelligence and Machine Learning-driven Communication and Computation co-design for 6G

Author(s): Mattia Merluzzi; Tamás Borsos; Nandana Rajatheva; András A. Benczúr; Hamed Farhadi; Taha Yassine; Markus Dominik Mück; Sokratis Barmpounakis; Emilio Calvanese Strinati; Dilin Dampahalage; Panagiotis Demestichas; Pietro Ducange; Miltiadis C. Filippou; Leonardo Gomes Baltar; Johan Haraldson; Leyli Karaçay; Dani Korpi; Vasiliki Lamprousi; Francesco Marcelloni; Jafar Mohammadi; Nuwanthika Rajapak
Published in: IEEE Access, Issue 43, 2023, ISSN 2169-3536
Publisher: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/ACCESS.2023.3287939

On Topology Optimization and Routing in Integrated Access and Backhaul Networks: A Genetic Algorithm-based Approach

Author(s): Charitha Madapatha; Behrooz Makki; Ajmal Muhammad; Erik Dahlman; Mohamed-Slim Alouini; Tommy Svensson
Published in: IEEE Open Journal of the Communications Society, 2021, ISSN 2644-125X
Publisher: IEEE
DOI: 10.1109/ojcoms.2021.3114669

Scalable Real-time Emulation of 5G Networks with Simu5G

Author(s): Giovanni Nardini; Giovanni Stea; Antonio Virdis
Published in: IEEE Access, 2021, Page(s) 148504-148520, ISSN 2169-3536
Publisher: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/access.2021.3123873

Spatial Signal Design for Positioning via End-to-End Learning

Author(s): Steven Rivetti; José Miguel Mateos-Ramos; Yibo Wu; Jinxiang Song; Musa Furkan Keskin; Vijaya Yajnanarayana; Christian Häger; Henk Wymeersch
Published in: IEEE Wireless Communications Letters ( Volume: 12, Issue: 3, March 2023), Issue 41, 2023, ISSN 2162-2337
Publisher: IEEE Communications Society
DOI: 10.1109/LWC.2022.3233475

How many beams does sub-THz channel support?

Author(s): Pekka Kyosti; Mar Francis De Guzman; Katsuyuki Haneda; Nuutti Tervo; Aarno Parssinen
Published in: IEEE Antennas and Wireless Propagation Letters, 2021, ISSN 1536-1225
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/lawp.2021.3118464

MIMO-OFDM Joint Radar-Communications: Is ICI Friend or Foe?

Author(s): Musa Furkan Keskin; Henk Wymeersch; Visa Koivunen
Published in: IEEE Journal of Selected Topics in Signal Processing, Issue 6, 2021, ISSN 1932-4553
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/JSTSP.2021.3109431

Dynamic Ensemble Inference at the Edge

Author(s): Mattia Merluzzi; Alessio Martino; Francesca Costanzo; Paolo Di Lorenzo; Sergio Barbarossa
Published in: Issue 4, 2022
Publisher: IEEE
DOI: 10.1109/globecom46510.2021.9685597

Predictive network management and orchestration towards 6G

Author(s): Josep Martrat; Ignacio Labrador; Aurora Ramos; Ricardo Marco; Mikko Uusitalo; Vilho Raisanen; Amina Boubendir
Published in: 2021 EuCNC European Conference on Networks and Communications & 6G Summit (EuCNC), 8-11 June 2021, 2021
Publisher: EuCNC
DOI: 10.5281/zenodo.5862306

Responsible Artificial Intelligence as a Driver of Innovation in Society and Industry

Author(s): Bechini Alessio; Bondielli Alessandro; Ducange Pietro; Marcelloni Francesco; Renda Alessandro
Published in: 2022
Publisher: Proceedings of 2nd CINI Italian Conference on Artificial Intelligence
DOI: 10.5281/zenodo.6536561

Leveraging triplet loss and nonlinear dimensionality reduction for on-the-fly channel charting

Author(s): Taha Yassine; Luc Le Magoarou; Stéphane Paquelet; Matthieu Crussière
Published in: Issue 18, 2022
Publisher: IEEE
DOI: 10.5281/zenodo.6575688

Enabling Network and Service Programmability in 6G Mobile Communication Systems

Author(s): Habibi, Mohammad Asif; Sánchez, Adrián Gallego; Pavon, Ignacio Labrador; Han, Bin; Landi, Giada; Sayadi, Bessem; Ntogkas, Christos; Belikaidis, Ioannis-Prodromos; Schotten, Hans D.; Serrano, Pablo; Pérez-Valero, Jesús; Virdis, Antonio
Published in: 2022 IEEE Future Networks World Forum (FNWF), 2023
Publisher: IEEE
DOI: 10.1109/FNWF55208.2022.00063

Simulating the radar cross section of a bare tree: From Megahertz to Terahertz

Author(s): Oliver; Katsuyuki
Published in: European Conference on Antennas and Propagation, Issue April 2022, 2022
Publisher: EurAAP and IEEE
DOI: 10.5281/zenodo.6497312

Radar Sensing with OTFS: Embracing ISI and ICI to Surpass the Ambiguity Barrier

Author(s): Musa Furkan Keskin; Henk Wymeersch; Alex Alvarado
Published in: 2021 IEEE International Conference on Communications Workshops (ICC Workshops), Issue 5, 2021
Publisher: IEEE
DOI: 10.1109/ICCWorkshops50388.2021.9473534

Modeling the System-Level Reliability towards a Convergence of Communication, Computing and Control

Author(s): Han, Bin; Schotten, Hans D.
Published in: 8th International Symposium on Reliability Engineering and Risk Management (ISRERM 2022), 2022
Publisher: Research Publishing
DOI: 10.3850/978-981-18-5184-1_ms-23-199-cd

Artificial ASMR: A Cyber-Psychological Approach

Author(s): Fang, Zexin; Han, Bin; Cao, C. Clark; Schotten, Hans D.
Published in: 2023 IEEE International Workshop on Machine Learning for Signal Processing (MLSP), 2023
Publisher: IEEE
DOI: 10.48550/arXiv.2210.14321

The Architectural Design of Service Management and Orchestration in 6G Communication Systems

Author(s): Habibi, Mohammad Asif; Adrian Gallego Sanchez; Ignacio Labrador Pavon; Bin Han; Pablo Serrano; Jesus Perez-Valero; Antonio Virdis; Hans D. Schotten
Published in: 2023 IEEE International Conference on Computer Communications (INFOCOM) Poster Session, 2023
Publisher: IEEE
DOI: 10.5281/zenodo.8013691

Hexa-X The European 6G flagship project

Author(s): Mikko A. Uusitalo; Mårten Ericson; Bjorn Richerzhagen; Elif Ustundag Soykan; Patrik Rugeland; Gerhard Fettweis; Dario Sabella; Gustav Wikström; Mauro Boldi; Marie-Helene Hamon; Hans D. Schotten; Volker Ziegler; Emilio Calvanese Strinati; Matti Latva-aho; Pablo Serrano; Yaning Zou; Gino Carrozzo; Josep Martrat; Giovanni Stea; Panagiotis Demestichas; Aarno Parssinen; Tommy Svensson
Published in: 2021 Joint European Conference on Networks and Communications & 6G Summit (EuCNC/6G Summit), Issue 4, 2021
Publisher: IEEE
DOI: 10.1109/eucnc/6gsummit51104.2021.9482430

AI-driven Orchestration for 6G Networking: the Hexa-X vision

Author(s): Jesus Perez-Valero; Antonio Virdis; Adrian Gallego Sanchez; Christos Ntogkas; Pablo Serrano; Giada Landi; Sławomir Kuklinski; Cedric Morin; Ignacio Labrador Pavon; Bessem Sayadi
Published in: 2022 IEEE Globecom Workshops (GC Wkshps), 2023
Publisher: IEEE
DOI: 10.1109/gcwkshps56602.2022.10008726

Uncertainty of Millimeter-Wave Channel Sounder due to Integration of Frequency Converters

Author(s): de Guzman, Mar Francis; Haneda, Katsuyuki; Hassan, Muhammad
Published in: Issue Proc. 17th International Symposium on Wireless Communication Systems (ISWCS 2021), 2021
Publisher: IEEE
DOI: 10.5281/zenodo.6108516

Experimental Proof of the Energy Advantage of In-Network Intelligence

Author(s): Huanzhuo Wu, Máté Tömösközi, Riccardo Bassoli, Jiajing Zhang, Frank H. P. Fitzek
Published in: 2022 International Conference on Electrical, Computer, Communications and Mechatronics Engineering (ICECCME), 2022
Publisher: IEEE
DOI: 10.1109/iceccme55909.2022.9988244

Turbo-AI, Part I: Iterative Machine Learning Based Channel Estimation for 2D Massive Arrays

Author(s): Mohammadi,Jafar; Chen, Yejian; Wesemann, Stefan; Wild, Thorsten
Published in: 2021 IEEE 93rd Vehicular Technology Conference (VTC2021-Spring), Issue 2, 2021, Page(s) 1-6
Publisher: IEEE
DOI: 10.1109/VTC2021-Spring51267.2021.9449026

Interference-aware Distributed Precoding in Coherent Large-scale Distributed MIMO

Author(s): Omer Haliloglu; Jale Sadreddini; Pal Frenger
Published in: IEEE GLOBECOM 2021, 2021
Publisher: IEEE
DOI: 10.1109/GLOCOMW.2021.1570743086

Distributed MIMO Systems for 6G

Author(s): Haliloglu, Omer and Yu, Han and Madapatha, Charitha and Guo, Hao and Kadan, Fehmi Emre and Wolfgang, Andreas and Puerta, Rafael and Frenger, Pål and Svensson, Tommy
Published in: 2023
Publisher: IEEE
DOI: 10.1109/eucnc/6gsummit58263.2023.10188355

Study of Reflection-Lass-Based Material Identification from Common Building Surfaces

Author(s): Yi Geng; Vijaya Yajnanarayana; Ali Behravan; Erik Dahlman; Deep Shrestha
Published in: EuCNC, 2021
Publisher: IEEE
DOI: 10.1109/eucnc/6gsummit51104.2021.9482524

Hoeffding Regression Trees for Forecasting Quality of Experience in B5G/6G Networks

Author(s): Corcuera Bárcena, José Luis; Ducange, Pietro; Marcelloni, Francesco; Renda, Alessandro; Ruffini, Fabrizio
Published in: First Workshop on Online Learning from Uncertain Data Streams (OLUD 2022), Issue 3, 2022
Publisher: CEUR Workshop Proceedings
DOI: 10.5281/zenodo.7024541

Practical Adversarial Attacks Against AI-Driven Power Allocation in a Distributed MIMO Network

Author(s): Tuna, Ömer Faruk; Kadan, Fehmi Emre; Karaçay, Leyli
Published in: International Conference on Communications (ICC), Issue 18, 2023
Publisher: IEEE
DOI: 10.5281/zenodo.8033002

Towards Power Efficient 6G Sub-THz Transmission

Author(s): Halbauer, Hardy; Wild, Thorsten
Published in: EuCNC, 2021
Publisher: IEEE
DOI: 10.1109/EuCNC/6GSummit51104.2021.9482446

Pathways towards Network-as-a-Service: the CAMARA project

Author(s): Jose Ordonez-Lucena; Felix Dsouza
Published in: NAI '22: Proceedings of the ACM SIGCOMM Workshop on Network-Application Integration, Issue 6, 2022, ISBN 9781450393959
Publisher: Association for Computing Machinery
DOI: 10.1145/3538401.3546825

A Novel Method to Mitigate Adversarial Attacks on AI-driven Power Allocation in D-MIMO

Author(s): Ömer Faruk Tuna; Fehmi Emre Kadan
Published in: IEEE International Black Sea Conference on Communications and Networking (BlackSeaCom) 2023, 2023
Publisher: IEEE
DOI: 10.5281/zenodo.8199812

Learning Semantics: An Opportunity for Effective 6G Communications

Author(s): Mohamed Sana; Emilio Calvanese Strinati
Published in: Issue 2, 2022
Publisher: IEEE

Trustworthy AI for Next Generation Networks: the Fed-XAI innovative paradigm from the Hexa-X EU Flagship Project

Author(s): Ducange, Pietro; Marcelloni, Francesco; Micheli, Davide; Nardini, Giovanni; Renda, Alessandro; Sabella, Dario; Stea, Giovanni; Virdis, Antonio
Published in: 3rd National Conference on Artificial Intelligence (Ital-IA 2023), 2023
Publisher: CEUR Workshop Proceedings
DOI: 10.5281/zenodo.7989489

Federated TSK Models for Predicting Quality of Experience in B5G/6G Networks

Author(s): Corcuera Bárcena, José Luis; Ducange, Pietro; Marcelloni, Francesco; Renda, Alessandro; Ruffini, Fabrizio; Schiavo, Alessio
Published in: 2023 IEEE International Conference on Fuzzy Systems (FuzzIEEE 2023), 2023
Publisher: IEEE
DOI: 10.1234/pending1234

Waveforms for sub-THz 6G: Design Guidelines

Author(s): Muris Sarajlić; Nuutti Tervo; Aarno Pärssinen; Le Hang Nguyen; Hardy Halbauer; Kilian Roth; Vaidyanathan Kumar; Tommy Svensson; Ahmad Nimr; Stephan Zeitz; Meik Dörpinghaus; Gerhard Fettweis
Published in: 2023 Joint European Conference on Networks and Communications & 6G Summit (EuCNC/6G Summit), Issue 6, 2023
Publisher: EuCNC/6G Summit 2023
DOI: 10.1109/EuCNC/6GSummit58263.2023.10188254

Towards a 6G embedding sustainability

Author(s): Esteban Selva, Azeddine Gati, Marie-Hélène Hamon, Bahare M. Khorsandi, Stefan Wunderer, Serge Bories, Giorgio Calochira, Giuseppe Avino, Stefan Wänstedt, Pernilla Bergmark, Tommy Svensson, Marja Matinmikko-Blue
Published in: GreenNET 2023, 2023
Publisher: IEEE
DOI: 10.5281/zenodo.8136016

Hexa-X The European 6G flagship project

Author(s): Uusitalo, Mikko Aleksi; Rugeland, Patrik; Boldi, Mauro; Calvanese Strinati, Emilio; Carrozzo, Gino; Demestichas, Panagiotis; Ericson, Mårten; Fettweis, Gerhard; Hamon, Marie-Helene; Latva-aho, Matti; Martrat, Josep; Parssinen, Aarno; Richerzhagen, Bjoern; Sabella, Dario; Schotten, Hans; Serrano, Pablo; Stea, Giovanni; Svensson, Tommy; Ustundag Soykan, Elif; Wikstrom, Gustav; Ziegler, Volker; Zou,
Published in: EUCNC 2021, Porto, Portugal (virtual), 2021
Publisher: EuCNC
DOI: 10.5281/zenodo.5070053

Nuberu: Reliable RAN Virtualization in Shared Platforms

Author(s): Garcia-Aviles, Gines; Garcia-Saavedra, Andres; Gramaglia, Marco; Costa-Perez, Xavier; Serrano, Pablo; Banchs, Albert
Published in: MobiCom '21: Proceedings of the 27th Annual International Conference on Mobile Computing and Networking October 2021, 2021
Publisher: ACM
DOI: 10.5281/zenodo.5599123

Waveform Comparison under Hardware Limitations for 6G Sub-THz Communications

Author(s): Le Hang Nguyen; Volker Braun; Hardy Halbauer; Thorsten Wild
Published in: CCNC Jan. 2022, 2022
Publisher: IEEE
DOI: 10.5281/zenodo.5905809

Enabling Application Relocation in ETSI MEC: A Container-Migration Approach

Author(s): Francesco Barbarulo; Carlo Puliafito; Antonio Virdis; Enzo Mingozzi
Published in: IEEE 33rd Annual International Symposium on Personal, Indoor and Mobile Radio Communications (PIMRC), 2022
Publisher: IEEE
DOI: 10.1109/PIMRC54779.2022.9977561

Fed-XAI: Federated Learning of Explainable Artificial Intelligence Models

Author(s): Jose Luis Corcuera Barcena; Mattia Daole; Pietro Ducange; Francesco Marcelloni; Alessandro Renda; Fabrizio Ruffini; Alessio Schiavo
Published in: 3rd Italian Workshop on Explainable Artificial Intelligence, 2022
Publisher: CEUR Workshop Proceedings
DOI: 10.5281/zenodo.7376626

A Federated Fuzzy c-means Clustering Algorithm

Author(s): José Luis Corcuera Bárcena; Francesco Marcelloni; Alessandro Renda; Alessio Bechini; Pietro Ducange
Published in: Proceedings of WILF 2021, the 13th International Workshop on Fuzzy Logic and Applications (WILF 2021), Issue 8, 2021
Publisher: CEUR Workshop Proceedings
DOI: 10.5281/zenodo.5962365

Deep learning for location based beamforming with NLOS channels

Author(s): Le Magoarou Luc; Yassine Taha; Paquelet Stéphane; Crussière Matthieu
Published in: 2022 IEEE International Conference on Acoustics, Speech and Signal Processing, 2022
Publisher: IEEE
DOI: 10.5281/zenodo.5905383

Beamforming Impact on Delay Spread in Measured D-Band Radio Channels

Author(s): Kyösti, Pekka; Zhang, Peize; de Guzman, Mar Francis; Haneda, Katsuyuki; Tervo, Nuutti; Pärssinen, Aarno
Published in: Issue 18, 2022
Publisher: N/A
DOI: 10.5281/zenodo.7572142

Comparing Iterative and Least-Squares Based Phase Noise Tracking in Receivers with 1-bit Quantization and Oversampling

Author(s): Gast, F.; Zeitz, S.; Dörpinghaus, M; Fettweis G. P.
Published in: Proceedings of IEEE Statistical Signal Processing Workshop (SSP 2023), 2023
Publisher: IEEE
DOI: 10.1109/ssp53291.2023.10208060

6G Architectural Trends and Enablers

Author(s): Mårten Ericsson; Massimo Condoluci; Patrik Rugeland; Stefan Wänstedt; Mehdi S.H. Abad; Omer Haliloglu; Merve Saimler; Luca Feltrin
Published in: IEEE 4th 5G World Forum (5GWF), 2021
Publisher: IEEE
DOI: 10.5281/zenodo.5786280

An Application for Federated Learning of XAI Models in Edge Computing Environments

Author(s): Bechini, Alessio; Daole, Mattia; Ducange, Pietro; Marcelloni, Francesco; Renda, Alessandro
Published in: 2023 IEEE International Conference on Fuzzy Systems (FuzzIEEE), 2023
Publisher: IEEE

Layer-1 Mobility in Distributed MIMO with Non-Coherent Joint Transmission

Author(s): Omer Haliloglu; Peng Lin
Published in: 2022 IEEE 96th Vehicular Technology Conference (VTC2022-Fall), Issue 16, 2022, ISSN 2577-2465
Publisher: IEEE
DOI: 10.5281/zenodo.7316444

Uplink Power Control in Integrated Access and Backhaul Networks

Author(s): Olalekan Peter Adare; Haitham Babbili; Charitha Madapatha; Behrooz Makki; Tommy Svensson
Published in: 2021 IEEE International Symposium on Dynamic Spectrum Access Networks (DySPAN), 2021
Publisher: IEEE
DOI: 10.1109/DySPAN53946.2021.9677384

Integration of Communication and Sensing in 6G: a Joint Industrial and Academic Perspective

Author(s): Henk Wymeersch; Deep Shrestha; Carlos H. M. de Lima; Vijaya Yajnanarayana; Bjorn Richerzhagen; Musa Furkan Keskin; Kim Schindhelm; Alejandro Ramirez; Andreas Wolfgang; Mar Francis de Guzman; Katsuyuki Haneda; Tommy Svensson; Robert Baldemair; Stefan Parkvall
Published in: IEEE International Symposium on Personal, Indoor and Mobile Radio Communications, PIMRC vol.2021-September(2021), Issue 18, 2021
Publisher: IEEE
DOI: 10.48550/arxiv.2106.13023

Above-100 GHz Wave Propagation Studies in the European Project Hexa-X for 6G Channel Modelling

Author(s): Pekka Kyösti; Katsuyuki Haneda; Jean-Marc Conrat; Aarno Pärssinen
Published in: 2021 Joint European Conference on Networks and Communications & 6G Summit (EuCNC/6G Summit), 2021
Publisher: EuCNC
DOI: 10.1109/EuCNC/6GSummit51104.2021.9482583

Multi-Sensory HMI for Human-Centric Industrial Digital Twins: A 6G Vision of Future Industry

Author(s): Bin Han; Hans D. Schotten
Published in: 2022 IEEE Symposium on Computers and Communications (ISCC), 2022
Publisher: IEEE
DOI: 10.5281/zenodo.6592582

Flexible and dependable manufacturing beyond xURLLC: A novel framework for communication-control co-design

Author(s): Han, Bin; Sun, Mu-Xia; Muk, Lai-Kan; Schotten, Hans D.
Published in: 2022 IEEE 22nd International Conference on Software Quality, Reliability, and Security Companion (QRS-C), 2022
Publisher: IEEE
DOI: 10.1109/QRS-C57518.2022.00090

Integration of Communication and Sensing in 6G: a Joint Industrial and Academic Perspective

Author(s): Wymeersch, Henk; Shrestha, Deep; Morais de Lima, Carlos; Yajnanarayana, Vijaya; Richerzhagen, Björn; Keskin, Musa Furkan; Schindhelm, Kim; Ramirez, Alejandro; Wolfgang, Andreas; de Guzman, Mar Francis; Haneda, Katsuyuki; Svensson, Tommy; Baldemair, Robert; Parkvall, Stefan
Published in: 2021 IEEE 32nd Annual International Symposium on Personal, Indoor and Mobile Radio Communications (PIMRC), Issue 3, 2021
Publisher: IEEE
DOI: 10.1109/PIMRC50174.2021.9569364

AI Based Landscape Sensing Using Radio Signals

Author(s): Vijaya Yajnanarayana; Dongdong Huang; Deep Shrestha; Yi Geng; Ali Behravan; Erik Dahlman
Published in: IEEE PIMRC, 2021
Publisher: IEEE
DOI: 10.1109/PIMRC50174.2021.9569617

Massive Twinning to Enhance Emergent Intelligence

Author(s): Siyu Yuan; Bin Han; Dennis Krummacker; Hans D. Schotten
Published in: IEEE Symposium on Computers and Communications (ISCC 2022), 2022
Publisher: IEEE
DOI: 10.5281/zenodo.6592598

Trust-Awareness to Secure Swarm Intelligence from Data Injection Attack

Author(s): Han, Bin; Krummacker, Dennis; Zhou, Qiuheng; Schotten, Hans D.
Published in: 2023 IEEE International Conference on Communications (ICC), 2023
Publisher: IEEE
DOI: 10.48550/arXiv.2211.08407

Channel charting based beamforming

Author(s): Le Magoarou Luc; Yassine Taha; Paquelet Stéphane; Crussière Matthieu
Published in: Issue 23, 2022
Publisher: IEEE
DOI: 10.1109/IEEECONF56349.2022.10051826

Privacy Preserving Federated RSRP Estimation for Future Mobile Networks

Author(s): Omer Haliloglu; Elif Ustundag Soykan; Abdulrahman Alabbasi
Published in: IEEE GLOBECOM 2021, 2021
Publisher: IEEE
DOI: 10.1109/GLOCOMW.2021.1570742670

A Security-Friendly Privacy Solution for Federated Learning

Author(s): Ferhat karakoç; Leyli Karaçay; Ramin Fuladi; Elif Ustundag Soykan; Pınar Çomak; Utku Gülen
Published in: First International Workshop on Artificial Intelligence in beyond 5G and 6G Wireless Net, Issue 13, 2022
Publisher: CEUR-WS.org
DOI: 10.5281/zenodo.7359885

Hexa-X: Trustworthy Networking Beyond 5G

Author(s): López, Diego; Bernardos, Carlos J.; Han, Bin; Morin, Cédric; de la Oliva, Antonio; Pastor, Antonio; Phan, Cao-Thanh; Porambage, Pawani; Schneider, Peter; Schotten, Hans Dieter; Soykan, Elif Ustundag; Tomur, Emrah
Published in: EuCNC 2021 Workshop 8 From 5G to 6G Automated and Intelligent SecuriTy: FAST, 2021
Publisher: EuCNC
DOI: 10.5281/zenodo.5589577

Blind Neural Belief Propagation Decoder for Linear Block Codes

Author(s): Larue, Guillaume; Dufrene, Louis-Adrien; Lampin, Quentin; Paul, Chollet; Ghauch, Hadi; Rekaya, Ghaya
Published in: EuCNC 2021 - 6G Summit, Porto, Portugal, 8-11 June 2021, 2021
Publisher: EuCNC
DOI: 10.1109/EuCNC/6GSummit51104.2021.9482479

XAI Models for Quality of Experience Prediction in Wireless Networks

Author(s): Renda, Alessandro; Ducange, Pietro; Gallo, Gionatan; Marcelloni, Francesco
Published in: 2021 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE),, 2021
Publisher: IEEE
DOI: 10.1109/FUZZ45933.2021.9494509

Measured Blockage Effect of a Finger and Similar Small Objects at 300 GHz

Author(s): Pekka Kyösti; Nuutti Tervo; Markus Berg; Marko E. Leinonen; Klaus Nevala; Aarno Pärssinen
Published in: 2021 15th European Conference on Antennas and Propagation (EuCAP), 2021
Publisher: EuCAP
DOI: 10.23919/EuCAP51087.2021.9411237

Pervasive Artificial Intelligence in Next Generation Wireless: The Hexa-X Project Perspective

Author(s): Filippou, Miltiadis; Lamprousi, Vasiliki; Mohammadi, Jafar; Merluzzi, Mattia; Ustundag Soykan, Elif; Borsos, Tamas; Rajatheva, Nandana; Rajapaksha, Nuwanthika; Le Magoarou, Luc; Piscione, Pietro; Benczur, Andras; Lampin, Quentin; Larue, Guillaume; Korpi, Dani; Ducange, Pietro; Renda, Alessandro; Farhadi, Hamed; Haraldson, Johan; Gomes Baltar, Leonardo; Calvanese Strinati, Emilio; Demestichas, Pana
Published in: First International Workshop on Artificial Intelligence in beyond 5G and 6G Wireless Networks, Issue 1, 2022
Publisher: CEUR-WS.org
DOI: 10.5281/zenodo.7024514

Deep Learning for Wireless Dynamics

Author(s): Heunchul Lee; Jaeseong Jeong; Zhao Wang
Published in: 2022 IEEE International Conference on Communications Workshops (ICC Workshops), Issue 8, 2022
Publisher: IEEE
DOI: 10.1109/iccworkshops53468.2022.9814568

Towards Trustworthy AI for QoE prediction in B5G/6G Networks

Author(s): Corcuera Bárcena, José Luis; Ducange, Pietro; Marcelloni, Francesco; Nardini, Giovanni; Noferi, Alessandro; Renda, Alessandro; Stea, Giovanni; Virdis, Antonio
Published in: Proceedings of First International Workshop on Artificial Intelligence in Beyond 5G and 6G Wireless Networks (AI6G 2022), 2022
Publisher: CEUR Workshop Proceedings
DOI: 10.5281/zenodo.7024525

Turbo-AI, Part II: Multi-Dimensional Iterative ML-Based Channel Estimation for B5G

Author(s): Yejian Chen; Jafar Mohammadi; Stefan Wesemann; Thorsten Wild
Published in: 2021 IEEE 93rd Vehicular Technology Conference (VTC2021-Spring), Issue 2, 2021
Publisher: IEEE
DOI: 10.1109/vtc2021-spring51267.2021.9448950

FoReCo - a forecast-based recovery mechanism for real-time remote control of robotic manipulators

Author(s): Milan Groshev;Javier Sacido; Jorge MartínPérez
Published in: SIGCOMM '22: Proceedings of the SIGCOMM '22 Poster and Demo Session, 2022
Publisher: ACM
DOI: 10.1145/3546037.3546047

Resilience Analysis of Distributed Wireless Spiking Neural Networks

Author(s): Tamás Borsos; Massimo Condoluci; Marios Daoutis; Péter Hága; András Veres
Published in: IEEE Wireless Communications and Networking Conference (WCNC), Issue 2022, 2022, Page(s) 2375-2380
Publisher: IEEE
DOI: 10.1109/wcnc51071.2022.9771543

What societal values will 6G address?

Author(s): Wikström, Gustav; Schuler Scott, Arianna; Mesogiti, Ioanna; Stoica, Razvan-Andrei; Georgiev, Georgi; Barmpounakis, Sokratis; Gavras, Anastasius; Demestichas, Panagiotis; Hamon, Marie-Helene; Hallingby, Hanne-Stine; Lund, David
Published in: Issue 56, 2022
Publisher: 6G-IA
DOI: 10.5281/zenodo.6557534

Beyond 5G/6G KPIs and Target Values

Author(s): Nielsen, Lars; Gavras, Anastasius; Dieudonne, Michael; Mesogiti, Ioanna; Roosipuu, Priit; Houatra, Drissa; Kosmatos, Evangelos
Published in: 5GPPP TMV WG White paper, Issue 47, 2022
Publisher: 5GPPP TMV WG
DOI: 10.5281/zenodo.6577506

Lesson Learnt and Future of AI Applied to Manufacturing

Author(s): Frascolla, Valerio; Hummert, Matthias; Monsees, Tobias; Wübben, Dirk; Dekorsy, Armin; Michailow, Nicola; Döricht, Volkmar; Niedermeier, Christoph; Kaiser, Joachim; Bröring, Arne; Villnow, Michael; Wessel, Daniel; Geiser, Florian; Wissel, Matthias; Viseras, Alberto; Han, Bin; Richerzhagen, Björn; Schotten, Hans; Calandra, Davide; Lamberti, Fabrizio
Published in: Intelligent Edge-Embedded Technologies for Digitising Industry, Issue 16, 2022
Publisher: River Publishers
DOI: 10.5281/zenodo.7314576

Impact of AI and Digital Twins on IIoT

Author(s): Bin Han, Björn Richerzhagen, Hans Schotten, Davide Calandra, and Fabrizio Lamberti
Published in: Intelligent Edge-Embedded Technologies for Digitising Industry, 2022
Publisher: River Publishers
DOI: 10.13052/rp-9788770226103

Wireless Edge Machine Learning in 5G/6G Networks

Author(s): Paolo Di Lorenzo; Mattia Merluzzi; Sergio Barbarossa
Published in: Machine Learning and 5G/6G Networks: Interplay and Synergies, 2021
Publisher: CNIT technical reports
DOI: 10.5281/zenodo.5909591

Radio Localization and Sensing – Part II: State-of-the-art and Challenges

Author(s): Henk Wymeersch; Gonzalo Seco-Granados
Published in: IEEE Communications Letters (1089-7798) vol.26(2022), Issue 24, 2022, ISSN 1089-7798
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.48550/arxiv.2209.00249

Radio Localization and Sensing -- Part I: Fundamentals

Author(s): Henk Wymeersch; Gonzalo Seco-Granados
Published in: IEEE Communications Letters (1089-7798) vol.26(2022), Issue 3, 2022, ISSN 1089-7798
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/lcomm.2022.3206821

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