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Combining in-network caching, HTTP adaptive streaming and multipath to improve video quality of experience

Abstract : Video traffic volume grew considerably in recent years and is forecasted to reach 82% of the total Internet traffic by 2021, doubling its net volume as compared to today. Such growth overloads Internet Service Providers' networks (ISPs), which negatively impacts users' Quality of Experience (QoE). This thesis attempts to tackle the problem of improving users' video QoE without relying on network upgrades. For this, we have chosen to combine such technologies as in-network caching, HTTP Adaptive Streaming (HAS), and multipath data transport. We start with exploration of interaction between HAS and caching; we confirm the need of cache-awareness in quality adaptation algorithms and propose such an extension to a state-of-the-art optimisation-based algorithm. Concluding on the difficulty of achieving cache-awareness, we take a step back to study a video delivery system on a large scale, where in-network caches are represented by Content Delivery Networks (CDNs). They deploy caches inside ISPs and dispose of their own outside video servers. As a novelty, we consider users to have a simultaneous connectivity to several ISP networks. This allows video clients either to access outside multipath servers with aggregate bandwidth (which may increase their QoE, but will also bring more traffic into ISP), or stream their content from a closer cache through only single connectivity (bringing less traffic into ISP). This disagreement in ISP and CDN objectives leads to suboptimal system performance. In response to this, we develop a collaboration scheme between two actors, performance of which can approach optimal boundary for certain settings, and discuss its practical implementation.
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Submitted on : Wednesday, February 20, 2019 - 5:44:08 PM
Last modification on : Wednesday, October 14, 2020 - 4:22:49 AM


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  • HAL Id : tel-01968837, version 2



Vitalii Poliakov. Combining in-network caching, HTTP adaptive streaming and multipath to improve video quality of experience. Networking and Internet Architecture [cs.NI]. Université Côte d'Azur, 2018. English. ⟨NNT : 2018AZUR4203⟩. ⟨tel-01968837v2⟩



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