Pervasive AI for Secure and Scalable IoT- Edge-Cloud Continuum: A Big Picture

Deepak Puthal, Saraju P. Mohanty, Chan Yeob Yeun, Ernesto Damiani, Biswajeet Pradhan

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

    1 Scopus citations

    Abstract

    The proliferation of Internet of Things (IoT) devices has led to an explosion of data generated at the edge of the network. This has led to the development of the IoT -Edge-Cloud continuum, where data is processed and analyzed across multiple layers of the network. However, this also poses significant security and privacy challenges, as sensitive data is transmitted across the network. In this paper, we propose the use of Pervasive Artificial Intelligence (AI) to enhance the security and efficiency of the IoT -Edge-Cloud continuum. Pervasive AI can be used at each layer of the network to process and analyze data in real-time, reducing the amount of data that needs to be transmitted across the network. This can help to improve response times, reduce network traffic, and enhance security by keeping data localized. We also discuss the potential cybersecurity threats and future research directions for the use of Pervasive AI in the IoT - Edge-Cloud continuum. Our findings suggest that Pervasive AI has significant potential to enhance the security and efficiency of the IoT -Edge-Cloud continuum, and should be considered as a viable solution for future IoT deployments.

    Original languageBritish English
    Title of host publicationProceedings - 2023 IEEE International Conference on High Performance Computing and Communications, Data Science and Systems, Smart City and Dependability in Sensor, Cloud and Big Data Systems and Application, HPCC/DSS/SmartCity/DependSys 2023
    EditorsJinjun Chen, Laurence T. Yang
    PublisherInstitute of Electrical and Electronics Engineers Inc.
    Pages566-573
    Number of pages8
    ISBN (Electronic)9798350330014
    DOIs
    StatePublished - 2023
    Event25th IEEE International Conferences on High Performance Computing and Communications, 9th International Conference on Data Science and Systems, 21st IEEE International Conference on Smart City and 9th IEEE International Conference on Dependability in Sensor, Cloud and Big Data Systems and Applications, HPCC/DSS/SmartCity/DependSys 2023 - Melbourne, Australia
    Duration: 13 Dec 202315 Dec 2023

    Publication series

    NameProceedings - 2023 IEEE International Conference on High Performance Computing and Communications, Data Science and Systems, Smart City and Dependability in Sensor, Cloud and Big Data Systems and Application, HPCC/DSS/SmartCity/DependSys 2023

    Conference

    Conference25th IEEE International Conferences on High Performance Computing and Communications, 9th International Conference on Data Science and Systems, 21st IEEE International Conference on Smart City and 9th IEEE International Conference on Dependability in Sensor, Cloud and Big Data Systems and Applications, HPCC/DSS/SmartCity/DependSys 2023
    Country/TerritoryAustralia
    CityMelbourne
    Period13/12/2315/12/23

    Keywords

    • Edge-AI
    • Machine Learning
    • Pervasive AI
    • Privacy and Scalability
    • Security
    • Tiny-ML

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