secuRe desIGn and deplOyment of trUsthwoRthy cOntinUum computing 6G Services

Informacje na temat projektu

RIGOUROUS

Identyfikator umowy o grant: 101095933

DOI

10.3030/101095933

Projekt został zamknięty

Data podpisania przez KE 15 Listopada 2022

Data rozpoczęcia 1 Stycznia 2023

Data zakończenia 31 Grudnia 2025

Finansowanie w ramach

• Digital, Industry and Space

Koszt całkowity

€ 4 860 550,00

Wkład UE

€ 4 527 400,00

Koordynowany przez

UNIVERSIDAD DE MURCIA
Spain

CORDIS oferuje możliwość skorzystania z odnośników do publicznie dostępnych publikacji i rezultatów projektów realizowanych w ramach programów ramowych HORYZONT.

Odnośniki do rezultatów i publikacji związanych z poszczególnymi projektami 7PR, a także odnośniki do niektórych konkretnych kategorii wyników, takich jak zbiory danych i oprogramowanie, są dynamicznie pobierane z systemu OpenAIRE .

Rezultaty

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]

Publikacje

Conference proceedings (29)

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

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

Privacy-preserving Attribute Based Credentials for 6G Networks

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

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

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

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

Autorzy: A. Javadpour, F. Ja'fari, T. Taleb and C. Benzaïd
Opublikowane w: Proc. of IEEE Globecom’23, 2023, ISSN 2576-6813
Wydawca: 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

Autorzy: Somayeh Kianpisheh, Chafika Benzaid, Tarik Taleb
Opublikowane w: IEEE Global Communications Conference

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

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

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

Autorzy: M. K. Motalleb, C. Benzaid, T. Taleb and V. Shah-Mansouri
Opublikowane w: Proc. of IEEE Globecom’23, 2023, ISSN 2576-6813
Wydawca: IEEE
DOI: 10.1109/GLOBECOM54140.2023.10437795

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

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

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

Autorzy: A. Javadpour, F. Ja'fari, T. Taleb, H. Ahmadi and C. Benzaïd,
Opublikowane w: Proc. of IEEE Globecom’23, 2024, ISSN 2576-6813
Wydawca: IEEE

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

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

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

Autorzy: Pablo Fernández Saura, José Manuel Bernabé Murcia, Alejandro Molina Zarca, Jorge Bernal Bernabé, Antonio Skarmeta
Opublikowane w: FNWF'23 - IEEE Future Networks World Forum 2023, 2023, ISSN 2770-7679
Wydawca: IEEE

A novel approach for continual and federated network anomaly detection

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

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

Autorzy: Chafika Benzaid, Nawal Guerd, Nour El Houda Rehouma, Khaled Zaraoulia, and Tarik Taleb
Opublikowane w: IEEE Wireless Communications and Networking Conference (WCNC), 2025
Wydawca: IEEE
DOI: 10.5281/zenodo.14699793

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

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

Lecture Notes in Computer Science

Autorzy: A Javadpour, F Ja'fari, T Taleb
Opublikowane w: Distributed Applications and Interoperable Systems, 2024, ISSN 0302-9743
Wydawca: 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

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

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

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

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

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

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

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

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

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

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

Autorzy: Samira Kamali Poorazad, Chafika Benzaid, Tarik Taleb
Opublikowane w: IEEE Global Communications Conference (GLOBECOM 2024), 2024
Wydawca: IEEE
DOI: 10.48550/arXiv.2408.08722

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

Autorzy: Jayasinghe, Suwani
Opublikowane w: IEEE Future Networks World Forum 2023 (FNWF'23), 2023, ISSN 2770-7679
Wydawca: IEEE
DOI: 10.1109/FNWF58287.2023.10520615

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

Autorzy: C. Benzaïd, T. Taleb, A. Sami and O. Hireche,
Opublikowane w: Proc. of IEEE Globecom’23, 2023, ISSN 2576-6813
Wydawca: IEEE communications society
DOI: 10.1109/GLOBECOM54140.2023.10436891

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

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

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

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

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

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

A Mathematical Model for Analyzing Honeynets and Their Cyber Deception Techniques

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

Encryption as a Service: A Review of Architectures and Taxonomies

Autorzy: Amir Javadpour, Forough Ja’fari, Tarik Taleb
Opublikowane w: Lecture Notes in Computer Science, Distributed Applications and Interoperable Systems, 2024
Wydawca: 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

Autorzy: S. K. Poorazad, C. Benzaïd and T. Taleb
Opublikowane w: Proc. of IEEE Globecom’23, 2023, ISSN 2576-6813
Wydawca: 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

Autorzy: Juan Marín Noguera

Human Centric Secure Onboarding in 6G

Autorzy: Diogo Emanuel Jesus Santos

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

Autorzy: Pablo Benlloch Caballero
Opublikowane w: 2025
Wydawca: UWS
DOI: 10.5281/ZENODO.17085176

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

Autorzy: Mohamed Khadmaoui Bichouna
Opublikowane w: 2024
Wydawca: UWS

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

Autorzy: Ekam Puri Nieto

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

Autorzy: Jimena Andrade Hoz
Opublikowane w: 2025
Wydawca: UWS
DOI: 10.5281/ZENODO.15719634

Proactive Privacy Risk Detection in DevPrivOps

Autorzy: João Francisco Fernandes Felisberto
Opublikowane w: DOI:10.1109/ISCC65549.2025.11326355, 2024
Wydawca: Universidade de Aveiro

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

Autorzy: Angel Gama Garcia
Opublikowane w: 2024
Wydawca: UWS

Peer reviewed articles (14)

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

Autorzy: Pablo Benlloch-Caballero, Antonio Matencio-Escolar, Jorge Bernal Bernabe, Antonio Skarmeta, Qi Wang, Jose M. Alcaraz-Calero
Opublikowane w: Journal of Network and Systems Management, Numer 34, 2026, ISSN 1064-7570
Wydawca: 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

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

A Comprehensive Survey on Cyber Deception Techniques to Improve Honeypot Performance

Autorzy: A Javadpour, F Ja'fari, T Taleb, M Shojafar, C Benzaïd
Opublikowane w: Computers & Security, 2024, ISSN 1872-6208
Wydawca: 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

Autorzy: Mohamed Khadmaoui-Bichouna, Antonio Matencio Escolar, Jose M. Alcaraz-Calero, Qi Wang
Opublikowane w: Wireless Networks, Numer 31, 2025, ISSN 1022-0038
Wydawca: 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

Autorzy: Benlloch-Caballero, P., Wang, Q., & Alcaraz-Calero, J. M.
Opublikowane w: Elsevier Computer Networks, 2023, ISSN 1872-7069
Wydawca: Elsevier BV
DOI: 10.1016/j.comnet.2022.109526

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

Autorzy: Amir Javadpour, Forough Ja’fari, Tarik Taleb, Chafika Benzaïd
Opublikowane w: IEEE Transactions on Network and Service Management, Numer 20, 2023, ISSN 1932-4537
Wydawca: 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

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

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

Autorzy: Tarik Taleb, Chafika Benzaïd, Rami Akrem Addad, Konstantinos Samdanis
Opublikowane w: Elsevier Computer Networks, 2023, ISSN 1872-7069
Wydawca: ScienceDirect
DOI: 10.1016/j.comnet.2023.110044

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

Autorzy: Pablo Fernández Saura, Jorge Bernal Bernabé, Antonio Skármeta Gómez
Opublikowane w: Future Generation Computer Systems, Numer 178, 2026, ISSN 0167-739X
Wydawca: Elsevier BV
DOI: 10.1016/J.FUTURE.2025.108319

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

Autorzy: AM Escolar, Q Wang, JMA Calero
Opublikowane w: Journal of Network and Computer Applications, 2024, ISSN 1084-8045
Wydawca: Elsevier
DOI: 10.1016/j.jnca.2024.103918

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

Autorzy: A. Javadpour, F. Ja’fari, T. Taleb, Y. Zhao, B. Yang and C. Benzaïd,
Opublikowane w: IEEE Internet of Things Journal, 2023, ISSN 2327-4662
Wydawca: 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

Autorzy: Jimena Andrade-Hoz, Jose M. Alcaraz-Calero, Qi Wang
Opublikowane w: Computing and Applications for Wireless and Mobile Networks), 2024, ISSN 1424-8220
Wydawca: Sensors
DOI: 10.3390/s24030783

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

Autorzy: S Kianpisheh, T Taleb
Opublikowane w: IEEE Transactions on Network and Service Management, 2024, ISSN 1932-4537
Wydawca: IEEE
DOI: 10.1109/TNSM.2024.3387987

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

Autorzy: C Silva, VA Cunha, JP Barraca, P Salvador
Opublikowane w: IEEE Communications Magazine, 2024, ISSN 0163-6804
Wydawca: IEEE
DOI: 10.1109/MCOM.004.2300405