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New RRC Signalling Storm Dataset

Network Softwarization and Security Labs

Securing the networks 6G will run on.

A research group in the UCD School of Computer Science, advancing security and privacy for 5G and 6G networks, with research supported by our own Open RAN testbed.

SECURENET 2024

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Publications

Latest publications

Search all papers
  1. Evaluating Data Trust in Blockchain-Based IoT Systems Using Machine Learning Techniques

    Rashmi Ratnayake, Madhusanka Liyanage, Liam Murphy

    Conference paper2025

    DOI
    BibTeX
    @inproceedings{netslab5132,
      title = {Evaluating Data Trust in Blockchain-Based IoT Systems Using Machine Learning Techniques},
      author = {Ratnayake, Rashmi and Liyanage, Madhusanka and Murphy, Liam},
      year = {2025},
      doi = {10.1109/ccnc54725.2025.10975901},
      url = {https://doi.org/10.1109/ccnc54725.2025.10975901},
      booktitle = {2025 IEEE 22nd Consumer Communications \& Networking Conference (CCNC)},
      pages = {1-6},
      publisher = {IEEE}
    }
  2. Demo: Enabling Trustworthy Cold Chain Logistics Through Blockchain and Machine Learning

    Rashmi Ratnayake, Madhusanka Liyanage, Liam Murphy

    Conference paper2025

    DOI
    BibTeX
    @inproceedings{netslab5136,
      title = {Demo: Enabling Trustworthy Cold Chain Logistics Through Blockchain and Machine Learning},
      author = {Ratnayake, Rashmi and Liyanage, Madhusanka and Murphy, Liam},
      year = {2025},
      doi = {10.1109/ccnc54725.2025.10976215},
      url = {https://doi.org/10.1109/ccnc54725.2025.10976215},
      booktitle = {2025 IEEE 22nd Consumer Communications \& Networking Conference (CCNC)},
      pages = {1-2},
      publisher = {IEEE}
    }
  3. SHIELD - Secure Aggregation Against Poisoning in Hierarchical Federated Learning

    Yushan Siriwardhana, Pawani Porambage, Madhusanka Liyanage, Samuel Marchal, Mika Ylianttila

    Journal article2025

    DOI
    BibTeX
    @article{netslab5156,
      title = {SHIELD - Secure Aggregation Against Poisoning in Hierarchical Federated Learning},
      author = {Siriwardhana, Yushan and Porambage, Pawani and Liyanage, Madhusanka and Marchal, Samuel and Ylianttila, Mika},
      year = {2025},
      doi = {10.1109/tdsc.2024.3472869},
      url = {https://doi.org/10.1109/tdsc.2024.3472869},
      journal = {IEEE Transactions on Dependable and Secure Computing},
      volume = {22},
      number = {2},
      pages = {1845-1863},
      publisher = {Institute of Electrical and Electronics Engineers (IEEE)}
    }
  4. Power Line Monitoring-Based Consensus Algorithm for Performance Enhancement of Energy Blockchain Applications in Smart Grid 2.0

    Charithri Yapa, Chamitha De Alwis, Uditha Wijewardhana, Madhusanka Liyanage, Janaka Ekanayake

    Journal article2025

    DOI
    BibTeX
    @article{netslab5176,
      title = {Power Line Monitoring-Based Consensus Algorithm for Performance Enhancement of Energy Blockchain Applications in Smart Grid 2.0},
      author = {Yapa, Charithri and De Alwis, Chamitha and Wijewardhana, Uditha and Liyanage, Madhusanka and Ekanayake, Janaka},
      year = {2025},
      doi = {10.1109/tsg.2024.3445659},
      url = {https://doi.org/10.1109/tsg.2024.3445659},
      journal = {IEEE Transactions on Smart Grid},
      volume = {16},
      number = {1},
      pages = {277-287},
      publisher = {Institute of Electrical and Electronics Engineers (IEEE)}
    }
  5. Non-Fungible Token Enabled Resource Trading Marketplace for 6G Network Slicing

    Nisita Weerasinghe, Pawani Porambage, An Braeken, Madhusanka Liyanage, Mika Ylianttila

    Conference paper2025

    DOI
    BibTeX
    @inproceedings{netslab5182,
      title = {Non-Fungible Token Enabled Resource Trading Marketplace for 6G Network Slicing},
      author = {Weerasinghe, Nisita and Porambage, Pawani and Braeken, An and Liyanage, Madhusanka and Ylianttila, Mika},
      year = {2025},
      doi = {10.1109/ccnc54725.2025.10975970},
      url = {https://doi.org/10.1109/ccnc54725.2025.10975970},
      booktitle = {2025 IEEE 22nd Consumer Communications \& Networking Conference (CCNC)},
      pages = {1-6},
      publisher = {IEEE}
    }
  6. Demo: Blockchain-Based NFT Resource Marketplace for Efficient 6G Network Slicing

    Nisita Weerasinghe, Pawani Porambage, An Braeken, Madhusanka Liyanage, Mika Ylianttila

    Conference paper2025

    DOI
    BibTeX
    @inproceedings{netslab5187,
      title = {Demo: Blockchain-Based NFT Resource Marketplace for Efficient 6G Network Slicing},
      author = {Weerasinghe, Nisita and Porambage, Pawani and Braeken, An and Liyanage, Madhusanka and Ylianttila, Mika},
      year = {2025},
      doi = {10.1109/ccnc54725.2025.10976071},
      url = {https://doi.org/10.1109/ccnc54725.2025.10976071},
      booktitle = {2025 IEEE 22nd Consumer Communications \& Networking Conference (CCNC)},
      pages = {1-2},
      publisher = {IEEE}
    }

Data

Open datasets

Open datasets

Open datasets

Datasets / Network intrusion detection

5G-NIDD: a network intrusion detection dataset generated over a 5G wireless network

Yushan Siriwardhana, Sehan Samarakoon, Pawani Porambage, Madhusanka Liyanage, Sang-Yoon Chang, Jinoh Kim, Jonghyun Kim, Mika Ylianttila

Captured on
5G Test Network, University of Oulu
Formats
pcapng, csv
Hosted on
IEEE DataPort

Attack scenarios

  • ICMP flood
  • UDP flood
  • SYN flood
  • HTTP flood
  • Slow-rate DoS
  • SYN scan
  • TCP connect scan
  • UDP scan
@article{siriwardhana2025descriptor, title={Descriptor: 5G Wireless Network Intrusion Detection Dataset (5G-NIDD)}, author={Siriwardhana, Yushan and Samarakoon, Sehan and Porambage, Pawani and Liyanage, Madhusanka and Chang, Sang-Yoon and Kim, Jinoh and Kim, Jonghyun and Ylianttila, Mika}, journal={IEEE Data Descriptions}, year={2025}, publisher={IEEE} }
View capture setup

Check each dataset’s hosting page for its licence and citation requirements.

The published UCD testbed description reports OpenAirInterface and a ComReg Test & Trial licence for 3.8–4.2 GHz.

About the 6G AI-RAN Testbed

Projects

Funded by Europe and Ireland

We lead and partner on Horizon Europe, MSCA and Research Ireland projects.

Explore projects

Earlier projects: CONFIDENTIAL6G (2023 to 2025) and SPATIAL (2021 to 2024).