Multimedia streaming for the Internet of Vehicles has the potential to enhance road safety and transport efficiency for autonomous vehicles, and the in-car experience for passengers. MPEG-Dynamic Adaptive Streaming over HTTP (MPEG-DASH) framework has been widely deployed to optimize video streaming with respect to end-user Quality of Experience (QoE). However, existing heuristic-based, reinforcement learning-based, or fuzzy-based adaptive algorithms, which use complex control laws and decision-making processes, are not well-suited to handle the non-stationary nature of road traffic environments. Consequently, these solutions often struggle to deliver optimal performance across multiple QoE objectives and under diverse network conditions. In this paper, we introduce FLAME, a novel adaptive multimedia streaming solution based on advanced fuzzy logic. FLAME incorporates interactive membership functions and fuzzy rules in its two variants, FLAME7 and FLAME5, resulting in reduced model complexities and training overheads. FLAME is adaptable to diverse video client settings and QoE goals. Our trace-driven experimental results demonstrate that FLAME solutions offer an improved uninterrupted streaming experience for connected vehicles. On average, FLAME outperforms other state-of-the-art solutions such as PENSIEVE, BOLA, FESTIVE, BBA, and ELASTIC by achieving 11.7% higher QoE.


    Zugriff

    Zugriff prüfen

    Verfügbarkeit in meiner Bibliothek prüfen

    Bestellung bei Subito €


    Exportieren, teilen und zitieren



    Titel :

    Fuzzy Logic-based Adaptive Multimedia Streaming for Internet of Vehicles


    Beteiligte:


    Erscheinungsdatum :

    2023-06-01


    Format / Umfang :

    2858079 byte





    Medientyp :

    Aufsatz (Konferenz)


    Format :

    Elektronische Ressource


    Sprache :

    Englisch




    Adaptive multimedia streaming over IP

    Nilsson, M. E. / Turnbull, R. S. / Jebb, T. R. et al. | British Library Conference Proceedings | 2003


    Totally Streaming Multimedia

    Ozer, J. | British Library Online Contents | 1996


    Adaptive real-time streaming for autonomous vehicles

    CAMPBELL CAITLIN | Europäisches Patentamt | 2023

    Freier Zugriff

    Adaptive real-time streaming for autonomous vehicles

    CAMPBELL CAITLIN | Europäisches Patentamt | 2022

    Freier Zugriff