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Edge caching framework in fog based radio access networks through AI in quantum regime

  • Tayyabah Hassan
  • , Wajiha Ajmal Khan
  • , Fahad Ahmad
  • , Muhammad Rizwan
  • , Rabia Rehman

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    Abstract

    Fog Computing based Radio Access Networks are a promising paradigm for 5th Generation wireless communication technology (5G) having edge devices endowed with some caching and storage capacity, as a key component for reducing caching burden on the cloud server and providing fast access and retrieval at F-UEs in a scenario where IoT based devices requiring ultra-low latency will be used extensively. The amount of static as well as dynamic data requests generated by these real-time applications will be unpredictable and unmanageable shortly causing fronthaul congestion. In order to avoid performance degradation of F-RANs in near future, cache resource allocation strategies to increase cache hit ratio, must be redefined in a further better way. Quantum computing, on the other hand, seems to be the future for every kind of classical computing problem having non-linearity and exponential growth of computation and memory with a linear increase in Quantum bits due to its parallelism. In this paper, AI has been engaged in an attempt to enhance the caching capability in F-APs by updating caching content intelligently in quantum regime, accelerating computational speed and facilitating limited storage concerns. To validate our proposed framework, certain simulations are carried out in MATLAB. The results show an inevitable outcomes for F-RANs performance up gradation.
    Original languageEnglish
    Title of host publicationIntelligent Technologies and Applications
    Subtitle of host publicationSecond International Conference, INTAP 2019, Bahawalpur, Pakistan, November 6-8, 2019, Revised Selected Papers 2
    EditorsImran Sarwar Bajwa, Tatjana Sibalija, Dayang Norhayati Abang Jawawi
    PublisherSpringer Nature
    Pages711-722
    Number of pages12
    ISBN (Electronic)9789811552328
    ISBN (Print)9789811552311
    DOIs
    Publication statusPublished - 9 May 2020
    EventSecond International Conference on Intelligent Technologies and Applications: INTAP 2019 - Bahawalpur, Pakistan
    Duration: 6 Nov 2019 → 8 Nov 2019

    Publication series

    NameCommunications in Computer and Information Science
    PublisherSpringer Nature
    Volume1198
    ISSN (Print)1865-0929
    ISSN (Electronic)1865-0937

    Conference

    ConferenceSecond International Conference on Intelligent Technologies and Applications
    Country/TerritoryPakistan
    CityBahawalpur
    Period6/11/19 → 8/11/19

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