secuRe desIGn and deplOyment of trUsthwoRthy cOntinUum computing 6G Services

Projektinformationen

RIGOUROUS

ID Finanzhilfevereinbarung: 101095933

DOI

10.3030/101095933

Projekt abgeschlossen

EK-Unterschriftsdatum 15 November 2022

Startdatum 1 Januar 2023

Enddatum 31 Dezember 2025

Finanziert unter

• Digital, Industry and Space

Gesamtkosten

€ 4 860 550,00

EU-Beitrag

€ 4 527 400,00

Koordiniert durch

UNIVERSIDAD DE MURCIA
Spain

CORDIS bietet Links zu öffentlichen Ergebnissen und Veröffentlichungen von HORIZONT-Projekten.

Links zu Ergebnissen und Veröffentlichungen von RP7-Projekten sowie Links zu einigen Typen spezifischer Ergebnisse wie Datensätzen und Software werden dynamisch von OpenAIRE abgerufen.

Leistungen

Documents, reports (8)

Design plan of the Multi-domain automated security orchestration, trust-management and deployment

D3.1 Design plan of the multi-domain automated security orchestration, trust-management and deployment - This deliverable will report the initial outcomes coming from all the tasks in WP3, including the first analysis and design of the enablers and components for automated security orchestration, the design of the human-centric tools, open security and privacy models, the trust management as well as end-to-end slicing across multiple domains and network segments. [M12, R, PU, UWS]

Platform Prototype Integration and In-lab testing 1

D5.1 Platform Prototype Integration and In-lab testing - This deliverable will report on the work to be conducted in Task T5.1 and T5.2. It will focus on the methodology for testing and integration, the first set of in-lab experiments and results of achieved with the first prototype. [M18, R, PU, ONE]

First results of the Multi-domain automated security orchestration, trust-management and deployment

D3.2 First results of the multi-domain automated security orchestration, trust-management and deployment - This deliverable will report the scientific outcomes from the four tasks as well as the implementation aspects of the trust manager, AI-driven orchestrator, End-to-End multi-domain Slice Manager and the Human-Centric DevSecOps tools [M18, R, PU, LNVO]

Dissemination and Communication Plan

D6.2 Dissemination and Communication Plan -The deliverable reports the complete plan of activities towards dissemination, and impact assessment to be carried during the project duration, as part of Task 6.1. For each of the dissemination methods, the timeline, strategic approach, will be defined to promote coordinated dissemination activities, [M06, R, PU, ITAv]

RIGOUROUS Use-Cases

D2.2 - RIGOUROUS Use-Cases –This deliverable will report the specifications of the RIGOUROUS Use-cases and the Validation Scenarios as well as the Use-Cases functional requirements. [M12, R, PU, ICT-FI]

Design plan of the AI-driven anomaly detection, decision and mitigation

D4.1 Design plan of the AI-driven anomaly detection, decision and mitigation -This deliverable will report the initial outcomes coming from all the tasks in WP4, including the first analysis and design of the enablers and components for AI-driven anomaly detection, decision and mitigation. [M12, R, PU, OULU]

First results of the AI-driven anomaly detection, decision and mitigation

D4.2 First results of the AI-driven anomaly detection, decision and mitigation -This deliverable will report the scientific outcomes from the four tasks as well as the implementation aspects of the relevant AI-driven anomaly detection, decision and mitigation components and enablers. [M18, R, PU, eBOS]

System Requirements Analysis Report and first architecture design

D2.1 - System Requirements Analysis Report and first architecture design–This deliverable will report all activities and results associated with T2.1 and T2.3, specifically a detailed list of functional and technical requirements for RIGOUROUS and first design of the RIGOUROUS architecture, interfaces and processes flows. [M9, R, PU, ORO]

Websites, patent fillings, videos etc. (1)

Project website

D6.1 Project website -This deliverable will result in the project website, made available to the public, establishing presence in the relevant social networks, and a set of guidelines for partners to engage with the website and social channels. [M03, DEC, PU, UMU]

Veröffentlichungen

Conference proceedings (29)

Handling imbalanced 5G and beyond network tabular data using conditional generative models

Autoren: Jimena Andrade-Hoz, Jose M. Alcaraz-Calero, Qi Wang
Veröffentlicht in: The 20th International Wireless Communications & Mobile Computing Conference, 2024, ISSN 2376-6506
Herausgeber: IEEE
DOI: 10.1109/IWCMC61514.2024.10592409

Privacy-preserving Attribute Based Credentials for 6G Networks

Autoren: """ Kunz, Andreas Asensio-Garriga, Rodrigo Garcia, Jesus Bernabe, Jorge Bernal Skarmeta Gomez, Antonio Fernando Baskaran, Sheeba Backia Mary Paul, Souvik"""
Veröffentlicht in: Future Networks World Forum 2024 (FNWF 2024), 2024
Herausgeber: IEEE
DOI: 10.5281/zenodo.13981324

3D-PM: A ML-powered Probabilistic Detection of DDoS Attacks in P4 Switches

Autoren: Ferhat Mecerhed, Khaled Zeraoulia, Chafika Benzaid, Amel Benabdallah
Veröffentlicht in: Proc. of the 2023 IEEE International Mediterranean Conference on Communications and Networking (MeditCom), 2023, ISBN 979-8-3503-3373-2
Herausgeber: IEEE
DOI: 10.1109/MeditCom58224.2023.10266635

Enhancing 5G Network Slicing: Slice Isolation via Actor-Critic Reinforcement Learning with Optimal Graph Features

Autoren: A. Javadpour, F. Ja'fari, T. Taleb and C. Benzaïd
Veröffentlicht in: Proc. of IEEE Globecom’23, 2023, ISSN 2576-6813
Herausgeber: IEEE
DOI: 10.1109/GLOBECOM54140.2023.10437687

Multi-Model based Federated Learning Against Model Poisoning Attack: A Deep Learning Based Model Selection for MEC Systems

Autoren: Somayeh Kianpisheh, Chafika Benzaid, Tarik Taleb
Veröffentlicht in: IEEE Global Communications Conference

Network slicing as 6G security mechanism to mitigate cyber-attacks: the RIGOUROUS approach

Autoren: Antonio Matencio Escolar, Jorge Bernal Bernabe, Jose Maria Alcaraz Calero, Qi Wang, Antonio Skarmeta
Veröffentlicht in: 2024 IEEE 10th International Conference on Network Softwarization (NetSoft), 2024, ISSN 2693-9789
Herausgeber: IEEE
DOI: 10.1109/NETSOFT60951.2024.10588887

Moving Target Defense based Secured Network Slicing System in the O-RAN Architecture

Autoren: M. K. Motalleb, C. Benzaid, T. Taleb and V. Shah-Mansouri
Veröffentlicht in: Proc. of IEEE Globecom’23, 2023, ISSN 2576-6813
Herausgeber: IEEE
DOI: 10.1109/GLOBECOM54140.2023.10437795

Multi-Layer Multi-Technology Firewall Optimisation in Beyond 5G Networks Using Machine Learning Classifiers

Autoren: Jimena Andrade-Hoz, Jose M. Alcaraz-Calero, Qi Wang
Veröffentlicht in: 2024 14th International Symposium on Communication Systems, Networks and Digital Signal Processing (CSNDSP), 2024, ISSN 2835-9038
Herausgeber: IEEE
DOI: 10.1109/CSNDSP60683.2024.10636539

Cybersecurity Fusion: Leveraging Mafia Game Tactics and Reinforcement Learning for Botnet Detection

Autoren: A. Javadpour, F. Ja'fari, T. Taleb, H. Ahmadi and C. Benzaïd,
Veröffentlicht in: Proc. of IEEE Globecom’23, 2024, ISSN 2576-6813
Herausgeber: IEEE

Human Centric Private & Secure Onboarding for Network Applications in 6G

Autoren: Diogo E. J. Santos, Camila Fonseca, Vitor A. Cunha, João P. Barraca, Rui L. Aguiar
Veröffentlicht in: 2025 4th International Conference on 6G Networking (6GNet), 2025
Herausgeber: IEEE
DOI: 10.1109/6GNET68413.2025.11314140

Federated Network Intelligence Orchestration for scalable and automated FL-based anomaly detection in B5G Networks

Autoren: Pablo Fernández Saura, José Manuel Bernabé Murcia, Alejandro Molina Zarca, Jorge Bernal Bernabé, Antonio Skarmeta
Veröffentlicht in: FNWF'23 - IEEE Future Networks World Forum 2023, 2023, ISSN 2770-7679
Herausgeber: IEEE

A novel approach for continual and federated network anomaly detection

Autoren: Pedro R. Tomas, Pedro Felix, Andre S. Gomes, Luis Cordeiro
Veröffentlicht in: FTC 2024 - Future Technologies Conference 2024 - Technology Conference - SAI Conferences, 2024, ISSN 2583-9888
Herausgeber: Springer
DOI: 10.51219/JAIMLD/joseph-aaron-tsapa/82

"""A Multi-Layered Zero Trust Microsegmentation Solution for Cloud-Native 5G & Beyond Networks"""

Autoren: Chafika Benzaid, Nawal Guerd, Nour El Houda Rehouma, Khaled Zaraoulia, and Tarik Taleb
Veröffentlicht in: IEEE Wireless Communications and Networking Conference (WCNC), 2025
Herausgeber: IEEE
DOI: 10.5281/zenodo.14699793

A Federated Continual Learning Framework for Sustainable Network Anomaly Detection in O-RAN

Autoren: C Benzaïd, FM Hossain, T Taleb, PM Gómez, M Dieudonne
Veröffentlicht in: 2024 IEEE Wireless Communications and Networking Conference (WCNC), 2024, ISSN 1558-2612
Herausgeber: IEEE
DOI: 10.1109/WCNC57260.2024.10570951

Lecture Notes in Computer Science

Autoren: A Javadpour, F Ja'fari, T Taleb
Veröffentlicht in: Distributed Applications and Interoperable Systems, 2024, ISSN 0302-9743
Herausgeber: Springer
DOI: 10.1007/978-3-031-62638-8_3

Enhanced Protection of 5G-IoT and Beyond Infrastructures: Evolving Intelligent Strategies for DDoS Attack Multiclass Classification

Autoren: Pablo Benlloch-Caballero, Jose M. Alcaraz Calero, Qi Wang
Veröffentlicht in: 2025 Joint European Conference on Networks and Communications & 6G Summit (EuCNC/6G Summit), 2025, ISSN 2575-4912
Herausgeber: IEEE
DOI: 10.1109/EUCNC/6GSUMMIT63408.2025.11037213

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

Autoren: Angel M. Gama GarciaJose M. Alcaraz CaleroHiginio Mora MoraQi Wang
Veröffentlicht in:  2023 IEEE 9th International Conference on Network Softwarization (NetSoft), 2023, ISSN 2693-9789
Herausgeber: IEEE
DOI: 10.1109/NetSoft57336.2023.10175447

End-To-End Network Flow Path Calculation in Beyond 5G Multi-Tenant Infrastructures

Autoren: Angel M. Gama Garcia, Pablo Benlloch Caballero, Qi Wang, Higinio Mora Mora, Jose M. Alcaraz Calero
Veröffentlicht in: 2024 International Conference on Software, Telecommunications and Computer Networks (SoftCOM), 2024, ISSN 1847-358X
Herausgeber: IEEE
DOI: 10.23919/SOFTCOM62040.2024.10721689

Deploying Testbed Docker-based application for Encryption as a Service in Kubernetes

Autoren: Amir Javadpour, Forough Ja’Fari, Tarik Taleb, Chafika Benzaïd, Luis Rosa, Pedro Tomás, Luis Cordeiro
Veröffentlicht in: 2024 International Conference on Software, Telecommunications and Computer Networks (SoftCOM), 2024
Herausgeber: IEEE
DOI: 10.23919/SoftCOM62040.2024.10721658

A Novel Weight-Driven ATN-Based SQL Sentence Generator to Accommodate AI-Based Reinforcement Learning

Autoren: Christopher Troy, Qi Wang, Jose M. Alcaraz-Calero
Veröffentlicht in: 2024 International Conference on Computer, Information and Telecommunication Systems (CITS), 2024, ISBN 979-8-3503-5909-1
Herausgeber: IEEE
DOI: 10.1109/CITS61189.2024.10608024

A novel buffered federated learning framework for privacy-driven anomaly detection in IIoT

Autoren: Samira Kamali Poorazad, Chafika Benzaid, Tarik Taleb
Veröffentlicht in: IEEE Global Communications Conference (GLOBECOM 2024), 2024
Herausgeber: IEEE
DOI: 10.48550/arXiv.2408.08722

Federated Network Intelligence Orchestration for scalable and automated FL-based anomaly detection in B5G Networks

Autoren: Jayasinghe, Suwani
Veröffentlicht in: IEEE Future Networks World Forum 2023 (FNWF'23), 2023, ISSN 2770-7679
Herausgeber: IEEE
DOI: 10.1109/FNWF58287.2023.10520615

A Deep Transfer Learning-powered EDoS Detection Mechanism for 5G and Beyond Network Slicing

Autoren: C. Benzaïd, T. Taleb, A. Sami and O. Hireche,
Veröffentlicht in: Proc. of IEEE Globecom’23, 2023, ISSN 2576-6813
Herausgeber: IEEE communications society
DOI: 10.1109/GLOBECOM54140.2023.10436891

Enhancing Federated Learning with Homomorphic Encryption and Multi-Party Computation for improved privacy

Autoren: Pedro Tomás, Samira Kamali Poorazad, Chafika Benzaïd, Luis Rosa, Jorge Proença, Tarik Taleb, Luis Cordeiro
Veröffentlicht in: 2024 IEEE Future Networks World Forum (FNWF), 2025
Herausgeber: IEEE
DOI: 10.1109/FNWF63303.2024.11028749

Slicing and Filtering security orchestration for cyberattacks mitigation in 5G/6G networks

Autoren: Diego Sanchez Garcia, Pablo Benlloch-Caballero, Jorge Bernal Bernabe, Jose M Alcaraz Calero*, Alejandro Molina Zarca, Antonio F. Skarmeta Gomez
Veröffentlicht in: The 9th International Conference on Mobile Internet Security, 2025

A Network Security Insight based on AI/ML for 5G Advanced & Beyond

Autoren: Kunz, A., Baskaran, S. B. M., Samdanis, K., & Paul, S.
Veröffentlicht in: IEEE Future Networks World Forum 2023 (FNWF'23), 2023, ISSN 2770-7679
Herausgeber: IEEE
DOI: 10.1109/FNWF58287.2023.10520559

A Mathematical Model for Analyzing Honeynets and Their Cyber Deception Techniques

Autoren: A. Javadpour, F. Ja’Fari, T. Taleb and C. Benzaïd
Veröffentlicht in: Proc. of the 27th Int’l Conf. On Engineering of Complex Computer Systems, 2023, ISSN 2770-8535
Herausgeber: IEEE
DOI: 10.1109/ICECCS59891.2023.00019

Encryption as a Service: A Review of Architectures and Taxonomies

Autoren: Amir Javadpour, Forough Ja’fari, Tarik Taleb
Veröffentlicht in: Lecture Notes in Computer Science, Distributed Applications and Interoperable Systems, 2024
Herausgeber: Springer Nature Switzerland
DOI: 10.1007/978-3-031-62638-8_3

Blockchain and Deep Learning-Based IDS for Securing SDN-Enabled Industrial IoT Environments

Autoren: S. K. Poorazad, C. Benzaïd and T. Taleb
Veröffentlicht in: Proc. of IEEE Globecom’23, 2023, ISSN 2576-6813
Herausgeber: IEEE
DOI: 10.1109/GLOBECOM54140.2023.10436839

Other (1)

Contribution of RIGOUROUS in the Software Software Networks Working White paper

Thesis and dissertations (8)

Anonymous credential systems: Identity management using zero-knowledge proofs and their performance in embedded systems

Autoren: Juan Marín Noguera

Human Centric Secure Onboarding in 6G

Autoren: Diogo Emanuel Jesus Santos

AI-driven predictive intelligence for detection and early warning of unseen cyberthreats in 5G/6G networks

Autoren: Pablo Benlloch Caballero
Veröffentlicht in: 2025
Herausgeber: UWS
DOI: 10.5281/ZENODO.17085176

Design & implementation of novel AI-network slicing hybrid architectures empowering 5G networks

Autoren: Mohamed Khadmaoui Bichouna
Veröffentlicht in: 2024
Herausgeber: UWS

Implementation and performance analysis in the application of privacy preservation techniques on cyber intelligence information

Autoren: Ekam Puri Nieto

AI-driven self-optimisation of network control functions in multi-tenant beyond 5G networks

Autoren: Jimena Andrade Hoz
Veröffentlicht in: 2025
Herausgeber: UWS
DOI: 10.5281/ZENODO.15719634

Proactive Privacy Risk Detection in DevPrivOps

Autoren: João Francisco Fernandes Felisberto
Veröffentlicht in: DOI:10.1109/ISCC65549.2025.11326355, 2024
Herausgeber: Universidade de Aveiro

End-to-End Service Management in Multi-tenant Beyond 5G Networks

Autoren: Angel Gama Garcia
Veröffentlicht in: 2024
Herausgeber: UWS

Peer reviewed articles (14)

E2E Network Slicing for Enhanced Cybersecurity, Orchestration, Automation and Response in 5G/6G: The RIGOUROUS Approach

Autoren: Pablo Benlloch-Caballero, Antonio Matencio-Escolar, Jorge Bernal Bernabe, Antonio Skarmeta, Qi Wang, Jose M. Alcaraz-Calero
Veröffentlicht in: Journal of Network and Systems Management, Ausgabe 34, 2026, ISSN 1064-7570
Herausgeber: Springer Science and Business Media LLC
DOI: 10.1007/S10922-025-09999-W

FortisEDoS: A Deep Transfer Learning-empowered Economical Denial of Sustainability Detection Framework for Cloud-Native Network Slicing

Autoren: Chafika Benza¨ıd∗, Tarik Taleb∗, Ashkan Sami†,‡and Othmane Hireche
Veröffentlicht in: IEEE Transactions on Dependable and Secure Computing (TDSC), 2023, ISSN 1545-5971
Herausgeber: IEEE Computer Society
DOI: 10.1109/TDSC.2023.3318606

A Comprehensive Survey on Cyber Deception Techniques to Improve Honeypot Performance

Autoren: A Javadpour, F Ja'fari, T Taleb, M Shojafar, C Benzaïd
Veröffentlicht in: Computers & Security, 2024, ISSN 1872-6208
Herausgeber: Elsevier
DOI: 10.1016/j.cose.2024.103792

Design and implementation of an integrated OWC and RF network slicing-based architecture over hybrid LiFi and 5G networks

Autoren: Mohamed Khadmaoui-Bichouna, Antonio Matencio Escolar, Jose M. Alcaraz-Calero, Qi Wang
Veröffentlicht in: Wireless Networks, Ausgabe 31, 2025, ISSN 1022-0038
Herausgeber: Springer Science and Business Media LLC
DOI: 10.1007/S11276-024-03848-5

Distributed dual-layer autonomous closed loops for self-protection of 5G/6G IoT networks from distributed denial of service attacks

Autoren: Benlloch-Caballero, P., Wang, Q., & Alcaraz-Calero, J. M.
Veröffentlicht in: Elsevier Computer Networks, 2023, ISSN 1872-7069
Herausgeber: Elsevier BV
DOI: 10.1016/j.comnet.2022.109526

Reinforcement Learning-Based Slice Isolation Against DDoS Attacks in Beyond 5G Networks

Autoren: Amir Javadpour, Forough Ja’fari, Tarik Taleb, Chafika Benzaïd
Veröffentlicht in: IEEE Transactions on Network and Service Management, Ausgabe 20, 2023, ISSN 1932-4537
Herausgeber: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/TNSM.2023.3254581

Encryption as a Service (EaaS): Introducing the Full-Cloud-Fog Architecture for Enhanced Performance and Security

Autoren: Amir Javadpour, Forough Ja’fari, Tarik Taleb, Chafika Benzaïd, Yang Bin, Yue Zhao
Veröffentlicht in: IEEE Internet of Things Journal, Ausgabe 11, 2024, ISSN 2327-4662
Herausgeber: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/JIOT.2024.3450192

AI/ML for Beyond 5G Systems: Concepts, Technology Enablers & Solutions

Autoren: Tarik Taleb, Chafika Benzaïd, Rami Akrem Addad, Konstantinos Samdanis
Veröffentlicht in: Elsevier Computer Networks, 2023, ISSN 1872-7069
Herausgeber: ScienceDirect
DOI: 10.1016/j.comnet.2023.110044

Enhancing federated intrusion detection through LLM-Driven alert enrichment and collaborative threat information sharing

Autoren: Pablo Fernández Saura, Jorge Bernal Bernabé, Antonio Skármeta Gómez
Veröffentlicht in: Future Generation Computer Systems, Ausgabe 178, 2026, ISSN 0167-739X
Herausgeber: Elsevier BV
DOI: 10.1016/J.FUTURE.2025.108319

Enhancing Honeynet-based Protection with Network Slicing for Massive Pre-6G IoT Smart Cities Deployments

Autoren: AM Escolar, Q Wang, JMA Calero
Veröffentlicht in: Journal of Network and Computer Applications, 2024, ISSN 1084-8045
Herausgeber: Elsevier
DOI: 10.1016/j.jnca.2024.103918

Encryption as a Service for IoT: Opportunities, Challenges and Solutions

Autoren: A. Javadpour, F. Ja’fari, T. Taleb, Y. Zhao, B. Yang and C. Benzaïd,
Veröffentlicht in: IEEE Internet of Things Journal, 2023, ISSN 2327-4662
Herausgeber: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/JIOT.2023.3341875

Infrastructure-Wide and Intent-Based Networking Dataset for 5G-and-beyond AI-Driven Autonomous Networks

Autoren: Jimena Andrade-Hoz, Jose M. Alcaraz-Calero, Qi Wang
Veröffentlicht in: Computing and Applications for Wireless and Mobile Networks), 2024, ISSN 1424-8220
Herausgeber: Sensors
DOI: 10.3390/s24030783

Collaborative Federated Learning for 6G with a Deep Reinforcement Learning based Controlling Mechanism: A DDoS Attack Detection Scenario

Autoren: S Kianpisheh, T Taleb
Veröffentlicht in: IEEE Transactions on Network and Service Management, 2024, ISSN 1932-4537
Herausgeber: IEEE
DOI: 10.1109/TNSM.2024.3387987

Privacy-Based Deployments: The Role of DevPrivOps in 6G Mobile Networks

Autoren: C Silva, VA Cunha, JP Barraca, P Salvador
Veröffentlicht in: IEEE Communications Magazine, 2024, ISSN 0163-6804
Herausgeber: IEEE
DOI: 10.1109/MCOM.004.2300405