5G-INDUCE

Public Deliverables

# Deliverable No. - Title Download
1D2.1 - 5G platform design and requirements in support of Industrial sector NetApps
2D2.2 - Targeted use cases and NetApp related requirements
3D2.3 - 5G technology and strategic investment sectors in Industry 4.0
4D3.6 - The 5G-INDUCE orchestration framework platform
5D5.2 - Description of the Experimentation Facilities
6D7.2 - Data Management Plan
7D7.3 - Dissemination, communication and standardization activities - Version a
8D7.4 - Dissemination, communication and standardization activities - Version b

Publications

# Authors Publication Download
1Julio Diez-Tomillo, Javier Saez-Perez, Ignacio Martinez-Alpiste, Christina Lessi, Thanos Xirofotos, Kiatos Athanasios, Dimitrios Klonidis, Qi Wang and Jose Alcaraz-Calero
Publication in Conference proceedings / Workshop
"Next-Gen Industry 4.0 with 5G: Enabling Secure and High-Performance Services for Critical Infrastructure"
Proc. 7th International Balkan Conference on Communications and Networking (BalkanCom 2024), IEEE, New York, NY, USA, 2024
2M. Khadmaoui-Bichouna, J. M. Alcaraz Calero, and Q. Wang
Publication in Conference proceedings / Workshop
"5G RAN service classification using Long Short-Term Memory Neural Network"
Proc. 2024 International Wireless Communications and Mobile Computing (IWCMC), IEEE, New York, NY, USA, 2024
3Julio Diez-Tomillo, Ignacio Martinez-Alpiste, Gelayol Golcarenarenji, Qi Wang, Jose M. Alcaraz-Calero
Article in Journal
"Efficient CNN-based low-resolution facial detection from UAVs"
Neural Computing and Applications, Vol. 36, p. 5847-5860, Springer, New York, NY, USA, 2024
4Julio Diez-Tomillo, Jose M. Alcaraz-Calero, Qi Wang
Article in Journal
"Face Verification Algorithms for UAV Applications: An Empirical Comparative Analysis"
Journal of Communications Software and Systems, Vol. 20, No. 1, p. 1-12, Croatian Communications and Information Society in cooperation with the University of Split, FESB, Croatia, 2024
5Raffaele Bolla, Roberto Bruschi, Alessandro Carrega, Franco Davoli, Chiara Lombardo, Beatrice Siccardi
Publication in Conference proceedings / Workshop
"A Stochastic Knapsack Model for Energy Efficient Management of Multi-Server Queues"
7th International Balkan Conference on Communications ad Networking (BalkanCom 2024), Ljubljana, Slovenia, June 2024, IEEE, Piscataway, NJ, 2024
6Mohammad Al Selek; David Tena-Gago; Jose M. Alcaraz-Calero; Qi Wang
Publication in Conference proceedings / Workshop
"Transfer Learning-Enabled IoT System for Continuous Prediction of Vehicle CO2 Concentration"
Proc. 2023 IEEE International Smart Cities Conference (ISC2), IEEE, New York, NY, USA, 2023
7Julio Diez-Tomillo, Jose M. Alcaraz-Calero, Qi Wang
Publication in Conference proceedings / Workshop
"Empirical Comparison of Face Verification Algorithms from UAVs"
Proc. 2023 International Conference on Software, Telecommunications and Computer Networks (SoftCOM), IEEE, New York, NY, USA, 2023
8Lorenzo, M., Tomkos, I., Bernardos, C. J., de la Oliva, A., Gavras, A., Gavrielides, A., Gómez Barquero, D., Fernandez, A., Mollà, M., Landernas, K., del Portillo, A., Bosani, E., Kanakaris, N., Landi, G., Stamatelatos, M., Koumaras, V., Koumaras, H., Tsolkas, D., Sierra, E., … Calero, J. A.
Other
"Innovation Trends in I4.0 enabled by 5G and Beyond Networks"
5G-PPP, 5G-PPP White papers, 2023
9Panagiotis Zikos, Stathis Vlachos, Despina Tomkou, George Tsironis
Publication in Conference proceedings / Workshop
"The 5G-INDUCE European Project: Smart-safety proliferation as an Industry 4.0 Enabler"
4th Symposium on Circular Economy and Sustainbility, Technical University of Crete, Heraklion, Crete, Greece, 2023
10R. Bolla, R. Bruschi, F. Davoli, C. Lombardo, J. F. Pajo, B. Siccardi
Publication in Conference proceedings / Workshop
"Machine-Learning-Based 5G Network Function Scaling via Black- and White-Box KPIs"
Proc. 21st Mediterranean Communication and Computer Networking Conference (MedComNet), Ponza, Italy, June 2023, p. 143-150, IEEE, Piscataway, NJ, USA, 2023
11Etienne-Victor Depasquale, Franco Davoli, Humaira Rajput
Article in Journal
"Dynamics of Research into Modeling the Power Consumption of Virtual Entities Used in the Telco Cloud"
MDPI Sensors, vol. 23, no.1, art. 255, Jan. 2023, p. 1-69, MDPI, Basel, Switzerland, 2023
12Mohamed Khadmaoui Bichouna, Gelayol Golcarenarenji, Ignacio Martinez-Alpiste, Jose M. Alcaraz Calero
Article in Journal
"Edge Computational Offloading for Corrosion Inspection in Industry 4.0"
IEEE, New York, NY, USA, 2022
13Lekidis, A. (PPC)
Article in Journal
"Federated learning for 5G‑enabled infrastructure inspection with UAVs"
Energy Informatics, 5:66, Springer, Berlin, Germany, 2022
14R. Bolla, R. Bruschi, F. Davoli, L. Ivaldi, C. Lombardo, B. Siccardi
Publication in Conference proceedings / Workshop
"An AI Framework for Fostering 6G towards Energy Efficiency"
Proc. 61st FITCE International Congress "Future Telecommunications: Infrastructure and Sustainability" - Special Session 2 Intelligence at the Network Edge, Rome, Italy, Sept. 2022, p. 1-6, IEEE, Piscatawy, NJ, 2022
15F. Davoli, M. Marchese, F. Patrone
Article in Journal
"Flow Assignment and Processing on a Distributed Edge Computing Platform"
IEEE Transactions on Vehicular Technology, vol. 71, no. 8, Aug. 2022, p. pp. 8783-8795, IEEE, Piscataway, NJ, USA, 2022
16R. Bolla, R. Bruschi, C. Lombardo, F. Davoli, J. F. Pajo
Article in Journal
"Multi-site resource allocation in a QoS-aware 5G infrastructure"
IEEE Transactions on Network and Service Management, vol. 19, no. 3, Sept. 2022, p. pp. 2034-2047, IEEE, Piscataway, NJ, USA, 2022
17S. Giannakidou (K3Y), P. Radoglou-Grammatikis (K3Y), S. Koussouris (Suite5), M. Pertselakis (Suite5), N. Kanakaris (PPC), A. Lekidis (PPC), K. Kaltakis (8Bells), M. Koidou, C. Metallidou, K. Psannis, S. Goudos, P. Sarigiannidis
Publication in Conference proceedings / Workshop
"5G-Enabled NetApp for Predictive Maintenance in Critical Infrastructures"
5th World Symposium on Communication Engineering (WSCE 2022), 16-18 Sept. 2022 , IEEE, Nagoya, Japan, 2022
18R. Ušaj, R. Sušnik, L.Koršič, J. Sterle (all ININ)
Publication in Conference proceedings / Workshop
"Collecting mobile network radio parameters using consumer CPE modem"
Proceedings of the 31st International Electrotechnical and Computer Science Conference ERK 2022, 19-20 Sept. 2022, p. 123-126, IEEE Slovenia section, Portorož, Slovenia, 2022
19G. Golcarenarenji, I. Martinez-Alpiste, Q. Wang, J. M. Alcaraz Calero
Article in Journal
"Illumination-aware image fusion for around-the-clock human detection in adverse environments from Unmanned Aerial Vehicle"
Expert Systems with Applications, Volume 204, Elsevier, Amsterdam, Netherlands, 2022
20Raffaele Bolla, Roberto Bruschi, Alessandro Carrega, Franco Davoli, Chiara Lombardo
Publication in Conference proceedings / Workshop
"Trading off Power Consumption and Delay in the Execution of Network Functions by Dynamic Activation of Processing Units"
2022 1st International Workshop on Network Energy Efficiency in the Softwarization Era, in conjunction with IEEE NetSoft 2022, Milan, Italy, June 2022, p. 1-6, IEEE, Piscataway, NJ, USA, 2022
21Alireza Mohammadpour, Chiara Lombardo, Raffaele Bolla, Roberto Bruschi, Franco Davoli, Lorenzo Ivaldi
Publication in Conference proceedings / Workshop
"A Zero-Touch as-a-Service Active Monitoring Framework for Virtualized Network Environments"
2022 4th International Workshop on Performance Evaluation of Next Generation Virtualized Environments and Software-Defined Networks, in conjunction with IEEE NetSoft 2022, Milan, Italy, June 2022, p. 103-108, IEEE, Piscataway, NJ, USA, 2022
22A. Fernández Sierra, R. Lozano, I. Ibáñez, D. Gomez-Barquero, M. Lorenzo and M. Fuentes
Article in Journal
"5G-enabled AGVs for industrial and logistics environments"
Waves Magazine, 2021, p. 5-11, iTEAM, Universitat Politecnica de Valencia, Valencia, Spain, 2021
23Th. Lagkas, D. Klonidis, P. Sarigiannidis, I. Tomkos
Article in Journal
"Optimized Joint Allocation of Radio, Optical, and MEC Resources for the 5G and Beyond"
IEEE Transactions on Network and Service Management , July 2021, IEEE, New York, NY, USA, 2021
24I. Martinez-Alpiste, G. Golcarenarenji, Q. Wang, J. Alcaraz Calero
Article in Journal
"Smartphone-based real-time object recognition architecture for portable and constrained systems"
Journal of Real-Time Image Processing, Springer, Germany, 2021
25Jane Frances Pajo, George Kousiouris, Dimosthenis Kyriazis, Roberto Bruschi, Franco Davoli
Publication in Conference proceedings / Workshop
"Evaluating Urban Network Activity Hotspots through Granular Cluster Analysis of Spatio-Temporal Data"
17th International Conference on Network and Service Management (CNSM 2021), Izmir, Turkey, Oct. 2021, IFIP, Online, 2021
(Virtual event)
26R. Bolla, R. Bruschi, K, Burow, F. Davoli, Z. Ghrairi, P. Gouvas, C. Lombardo, J. F. Pajo, A. Zafeiropoulos
Publication in Conference proceedings / Workshop
"From cloud-native to 5G-ready vertical applications: An industry 4.0 use case"
Proc. IEEE Intern. Conf. on High Performance Switching and Routing (HPSR), Paris, France, June 2021, IEEE, USA, 2021
(Virtual event)
27J. F. Pajo, G. Kousiouris, D. Kyriazis, R. Bruschi, F. Davoli
Article in Journal
"ANNs going beyond time series forecasting: An urban network perspective"
IEEE Communications Magazine, vol. 59, no. 5, May 2021, p. 88-94, IEEE, USA, 2021

Communication & Dissemination

# Dissemination/Communication activity and contribution Date Location Download
1Participation to a Conference
7th International Balkan Conference on Communications and Networking (BalkanCom 2024)

Paper presentation
Next-Gen Industry 4.0 with 5G: Enabling Secure and High-Performance Services for Critical Infrastructure

Julio Diez-Tomillo, Javier Saez-Perez, Ignacio Martinez-Alpiste, Christina Lessi, Thanos Xirofotos, Kiatos Athanasios, Dimitrios Klonidis, Qi Wang and Jose Alcaraz-Calero
06/2024Ljubljana, Slovenia
2Participation to a Conference
2024 International Wireless Communications and Mobile Computing (IWCMC)

Paper presentation
5G RAN service classification using Long Short-Term Memory Neural Network

M. Khadmaoui-Bichouna, J. M. Alcaraz Calero, and Q. Wang
05/2024 Ayia Napa, Cyprus
3Organisation of a Workshop
UWS-HAM Research Workshop 2024

Cross-university communication on recent projects including 5G-INDUCE
Ongoing Beyond 5G Hub Projects

Qi Wang
23/05/2024Paisley, UK
4Participation to a Workshop
ITU AI for Good Global Summit 2024 - Machine Learning in Communication Networks Workshop

Invited Talk
AI for 6G Network Management and Control Optimisation

Qi Wang
29/05/2024Geneva, Switzerland
5Participation to a Conference
Contribution to the Special Session on "B5G Orchestration Platforms and Use Cases" at BalkanCom 2024

Paper presentation (Extended abstract)
Architecting Orchestrators in Dynamically Evolving Scenarios: From Network-Aware Micro-Services to Application-Aware Network Slices

Franco R. Davoli, Roberto Bruschi, Diego San Cristobal, Manuel Fuentes, Laura González, Dimitrios Klonidis, Chiara Lombardo, Lorenzo Manuel, Miguel Angel Martinez-Lopez, Pablo Trelis, Thanos Xirofotos
June 6, 2024Ljubljana, Slovenia
6Social Media
6G SNS ICE Podcast - https://open.spotify.com/episode/7lGHUQf46kF0IV6P5RbWP6

Podcast
The role of evolving 5G and emerging 6G networks in Industry 4.0 Era

M. Lorenzo (ERICSSON), I. Tomkos (UOP)
Mar. 2024https://open.spotify.com/episode/7lGHUQf46kF0IV6P5RbWP6
7Participation to a Conference
Special Session on "B5G Orchestration Platforms and Use Cases" at the 7th International Balkan Conference on Communications and Networking (BalkanCom 2024)

presentation (extended abstract)
Harnessing Spatial Analysis for Next-Gen Industry 4.0 Connectivity Beyond 5G

Ušaj R, Korsic L, Sterle J, Sušnik R (all ININ)
06/06/2024Ljubljana, Slovenia
8Please, select
Patras: Into the 5G-VERSE

Invited Keynote
IoT and 5G technology in smart industrial safety applications developed under the 5G-INDUCE EU Project

Panagiotis Zikos, George Tsironis
22/04/2024ECE Department - University of Patras
9Please, select
Mobile and IoT Awards

Winner of the silver award in "5G Innovative Applications and Systems"
Panagiotis Zikos, Stathis Vlachos
09/04/2024Athens, Greece
10Participation to a Conference
Special Session Organization at the 7th International Balkan Conference on Communications and Networking (BalkanCom 2024)

Special Session
5G and Beyond Orchestration Platforms and Use Cases — Enhancing Network Applications' Capabilities

F. Davoli, D. Klonidis, I. Tomkos
June 6, 2024Ljubljana, Slovenia
11Participation to a Conference
2023 IEEE International Smart Cities Conference (ISC2)

Paper presentation
Transfer Learning-Enabled IoT System for Continuous Prediction of Vehicle CO2 Concentration

Mohammad Al Selek; David Tena-Gago; Jose M. Alcaraz-Calero; Qi Wang
09/2023Bucharest, Romania
12Participation to a Conference
2023 International Conference on Software, Telecommunications and Computer Networks (SoftCOM)

Paper presentation
Empirical Comparison of Face Verification Algorithms from UAVs

Julio Diez-Tomillo, Jose M. Alcaraz-Calero, Qi Wang
09/2023Split, Croatia
13Exhibition
5G-INDUCE Booth at the IEEE ICC 2023 in Rome

Booth
Organized by Franco Davoli (CNIT) and Chiara Lombardo (CNIT) on behalf of the 5G-INDUCE Consortium
28/5/2023Rome, Italy
14Participation to a Conference
Infocom World Conference & Exhibition 2022

Invited keynote
Advancing I4.0 with 5G SA, AMRs, VR and ML, at Ford Motors Factory in Valencia (Spain)

M. Lorenzo (ERICSSON)
29/11/2022Athens, Greece
15Participation to a Conference
The 5th World Symposium on Communication Engineering (WSCE 2022)

Paper presentation
5G-Enabled NetApp for Predictive Maintenance in Critical Infrastructures

S. Giannakidou (K3Y), P. Radoglou-Grammatikis (K3Y), S. Koussouris (Suite5), M. Pertselakis (Suite5), N. Kanakaris (PPC), A. Lekidis (PPC), K. Kaltakis (8Bells), M. Koidou, C. Metallidou, K. Psannis, S. Goudos, P. Sarigiannidis

Winner of best oral presentation
16/09/2022Nagoya University, Japan
16Participation to a Conference
31th International Electrotechnical and Computer Science Conference

Paper presentation
Collecting mobile network radio parameters using consumer CPE modem

R. Ušaj, R. Sušnik, L.Koršič, J. Sterle (all ININ)
19/09/2022Portorož, Slovenia
17Exhibition
The MRT/SAR Drone Show 2022

Participation and promotion of the 5G-INDUCE drone-based NetApps
UWS

29/04/2022Edinburgh, UK
18Participation to a Conference
The 30th International Conference on Software, Telecommunications and Computer Networks (SoftCOM 2022)

Paper presentation
NetApps Approach for Accelerating Vertical Adoption of 5G Networks: A UAV Case

I. Martinez-Alpiste (UWS), G. Golcarenarenji (UWS), D. Klonidis (UBITECH), J. M. Alcaraz Calero (UWS), Q. Wang (UWS)
22/09/2022Split, Croatia
19Other
UWS-UV dissemination and research seminar

Face-to-face discussions
UWS, University of Valencia (UV)
15/07/2022Paisley, UK
20Participation to a Conference
LOGISTICS CONFERENCES (LOGI.C 2022) – Urban Connected Supply Chains

Presentation, Participant Panel and Booth
Last Mile Delivery Solutions​

S.Vlachos (iLink)
24/06/2022Athens, Greece and Online
21Participation to an Event other than a Conference or a Workshop
"Organization and execution of a transport project in a complex and subversive environment" webinar

Dynamic Routing - Redesign the last mile

P.Zikos (iLink)
10/06/2022Online
22Participation to a Conference
"Managing for Green: Management for sustainable and energy-efficient networks" at 2022 IEEE/IFIP Network Operations and Management Symposium (NOMS 2022), Budapest, Hungary, April 2022

Panel discussion – https://noms2022.ieee-noms.org/program/panel-discussions
F. Davoli
April 26, 2022Budapest, Hungary
23Participation to a Conference
V5G Days - Valencia 2022

Presentation
Automatización e Innovación en procesos industriales de Ford, en Valencia

Manuel Lorenzo - Head of Technology & Innovation, Ericsson Spain.

30/05/2022Valencia
24Participation to a Conference
25th Seminar on Radio Communications

Paper presentation
Testing and optimizing 5G for industrial verticals

R Susnik, J Sterle, L Korsic (all ININ)

The presentation has been published in the proceedings of 25th Seminar on Radio Communications.
02/02/2022Ljubljana, Slovenia + Online
25Participation to a Conference
FITCE Technology Forum – Chania 2022

Presentation
5G infrastructures for Non-Public Networks: The case of 5G-INDUCE project

Manuel Lorenzo - Head of Technology & Innovation, Ericsson Spain.
03/06/2022Chania, Greece
26Participation to a Conference
7th ITS Hellas Conference

5G-Induce, indoors Crossroads collision avoidance

P. Zikos (iLink)
08/12/2021Athens, Greece and Online
27Exhibition
Supply Chain Logistics & CARGO TRUCK & VAN EXPO 2021

PowerFleet Dynamic Routing

P. Zikos (ILink)
02/10/2021Greece
28Participation to a Conference
Infocom Mobile Connected World 2021

Possible Synergies of Blockchain & 5G​: the BiAM (Blockchain in Asset Maintenance)​

P. Zikos (iLink)
23/06/2021Online
29Participation to a Conference
Athens Summit '21 for Industry 4.0 digital conference

Smart Logistics in Last Mile Delivery

P. Zikos (iLink)
18/03/2021Online
30Press release
5G-INDUCE – Predictive Maintenance

K3Y
09/12/2021Online
31Press release
5G set to transform Ford's factory in Valencia with automotive industrial innovation

ERICSSON
08/02/2021Online
32Participation to a Workshop
3rd Vision of Future Communications Summit

Presentation
Toward 6G Network Management and Control in Industrial IoT

F. Davoli
24/11/2021Lisbon, Portugal
33Press release
5G will transform the Ford factory in Valencia by applying industrial innovation to the automotive sector

ERICSSON
10/02/2021Online
34Press release
Transformation Ford Factory: ASTI Mobile Robotics implements 5G

ERICSSON
09/02/2021Online
35Press release
5G will transform the Ford factory in Valencia applying industrial innovation to the automotive sector

ERICSSON
12/01/2021Online
36Press release
Fivecomm joins 5tonic for the integration and validation of their 5g modem

ERICSSON
24/02/2021Online
37Participation to a Workshop
Infocom World Conference 2021: Scientific Section "More than 5G!"

Presentation
5G Networks in Industry 4.0: 5G-INDUCE and VITAL-5G Use Cases

C. Lessi (OTE), S. Androulidakis (OTE)
26/11/2021Online
38Press release
Ford engine production to benefit from Ericsson connectivity in pilot EU initiative

ERICSSON
08/02/2021Madrid, Spain
39Participation to a Conference
IEEE 22nd International Conference on High Performance Switching and Routing (HPSR)

Paper presentation
From Cloud-Native to 5G-Ready Vertical Applications: An Industry 4.0 Use Case

C. Lombardo (CNIT)

Virtual event
07/06/2021Paris, France
40Participation to a Workshop
Workshop 6 at EuCNC/6G Summit “5G Private Networks”

Presentation
5G-enabled AGVs for NPN Production Lines in Manufacturing

M. Fuentes (Fivecomm)
08/06/2021Online
41Participation to a Conference
2021 IEEE Internat. Conf. on Communications, Computing, Cybersecurity and Informatics (CCCI 2021)

Invited Keynote Speech
Mobile Applications in 5G and Beyond – Orchestration, Performance Management and Energy Efficiency

F. Davoli

Virtual event
15/10/2021Beijing, China
42Participation to an Event other than a Conference or a Workshop
5G-PPP Software Networks WG Virtual Meeting

Invited Talk
5G-INDUCE Project Overview

Q. Wang (UWS), J. M. Alcaraz Calero (UWS), D. Klonidis (Ubitech), T. Xirofotos (Ubitech)
21/07/2021Online
43Participation to an Event other than a Conference or a Workshop
5G-PPP Software Networks WG Virtual Meeting

Invited Talk
5G INDUCE NetApp Orchestration Introduction

Q. Wang (UWS), J. Alcaraz-Calero (UWS), and T. Xirofotos (Ubitech)
07/07/2021Online
44Participation to an Event other than a Conference or a Workshop
The 1st Virtual Plenary Meeting of ITU-T Focus Group on Autonomous Networks (FG-AN)

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

Q. Wang and J. M. Alcaraz Calero (UWS)

Participating organizations include ITU/TSB, ETSI ZSM, ETSI AFI, NGMN Alliance, TM Forum, IRTF, Ministry of Communications India, Department for Digital, Culture, Media & Sport (DCMS) UK, etc.
02/02/2021Online
45Participation to an Event other than a Conference or a Workshop
The 5th Virtual Plenary Meeting of ITU-T Focus Group on Autonomous Networks (FG-AN)

Invited Talk
Intelligent Network Applications (NetApps) over 5G and Beyond Networks

Q. Wang and J. M. Alcaraz Calero (UWS)

UWS presented "Intelligent Network Applications (NetApps) over 5G and Beyond Networks" [ITU-AN-I-156], highlighting Machine Learning based industrial use cases and the 5G-INDUCE overall architecture
03/11/2021Online
46Participation to an Event other than a Conference or a Workshop
The 2nd Virtual Plenary Meeting of ITU-T Focus Group on Autonomous Networks (FG-AN)

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

Q. Wang and J. M. Alcaraz Calero (UWS)
13/04/2021Online
47Participation to a Workshop
Workshop 8 at EuCNC/6G Summit “From 5G to 6G Automated and Intelligent SecuriTy: FAST”, Porto, Portugal (virtual event)

Paper presentation
5G-INDUCE – A NetApp orchestration platform enabling on-demand deployment of security services

D. Klonidis, F. Davoli, N. Sgouros, G. Amponis, G. Katsikas1, T. Xirofotos, R. Bruschi, C. Lombardo, I. Giannoulakis, E. Kafetzakis, P. Gouvas
08/06/2021Porto, Portugal
48Participation in activities organized jointly with other H2020 projects
5GPPP webinar on ICT-41 projects

Presentation
5G-INDUCE: Project Overview

Dimitrios Klonidis
05/02/2021Online
49Participation to a Conference
6TH ITS HELLAS DIGITAL CONFRENCE

5G INDUCE

P. Zikos (iLink)
14/12/2020Online