Generating IoT Edge Network Datasets based on the TON_IoT Telemetry Dataset

Georgios Zachos, Ismael Essop, Georgios Mantas, Kyriakos Porfyrakis, Jose C. Ribeiro, Jonathan Rodriguez

    Allbwn ymchwil: Pennod mewn Llyfr/Adroddiad/Trafodion CynhadleddCyfraniad i gynhadleddadolygiad gan gymheiriaid

    1 Dyfyniad (Scopus)

    Crynodeb

    The rise of the Internet of Things (IoT) and Industrial IoT (IIoT), over the past few years, has been beneficial for the citizens, societies and industry. However, their resource-constrained and heterogenous nature renders them vulnerable to a wide range of threats. Therefore, novel security mechanisms, such as accurate and efficient anomaly-based intrusion detection systems (AIDSs), are required to be developed before IoT/IIoT networks reach their full potential in the market. However, there is a lack of up-to-date, representative and well-structured IoT/IIoT-specific datasets that are publicly available to the research community and constitute benchmark datasets for effective training and evaluation of Machine Learning models suitable for AIDSs in IoT/IIoT networks. Contribution to filling this research gap is of utmost importance and toward this direction the novel 'TON_IoT Telemetry' dataset was recently published. Taking the opportunity to explore further this dataset, we targeted at its network-related part so as to generate IoT edge network specific datasets for effective development of more accurate and efficient IoT/IIoT-specific AIDSs. Therefore, in this paper, we present the methodology we followed to generate a set of IoT edge network specific datasets based on the 'ToN_IoT Telemetry' dataset.

    Iaith wreiddiolSaesneg
    Teitl2021 IEEE 26th International Workshop on Computer Aided Modeling and Design of Communication Links and Networks, CAMAD 2021 - Proceedings
    CyhoeddwrInstitute of Electrical and Electronics Engineers Inc.
    ISBN (Electronig)978-1-6654-1779-2, 978-1-6654-1780-8
    Dynodwyr Gwrthrych Digidol (DOIs)
    StatwsCyhoeddwyd - 6 Rhag 2021
    Digwyddiad26th IEEE International Workshop on Computer Aided Modeling and Design of Communication Links and Networks, CAMAD 2021 - Porto, Portiwgal
    Hyd: 25 Oct 202127 Oct 2021

    Cynhadledd

    Cynhadledd26th IEEE International Workshop on Computer Aided Modeling and Design of Communication Links and Networks, CAMAD 2021
    Gwlad/TiriogaethPortiwgal
    DinasPorto
    Cyfnod25/10/2127/10/21

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