Wireless Video Caching and Dynamic Streaming under Differentiated Quality Requirements
arXiv:1806.01594 · doi:10.1109/JSAC.2018.2844980
Abstract
This paper considers one-hop device-to-device (D2D)-assisted wireless caching networks that cache video files of varying quality levels, with the assumption that the base station can control the video quality but cache-enabled devices cannot. Two problems arise in such a caching network: file placement problem and node association problem. This paper suggests a method to cache videos of different qualities, and thus of varying file sizes, by maximizing the sum of video quality measures that users can enjoy. There exists an interesting trade-off between video quality and video diversity, i.e., the ability to provision diverse video files. By caching high-quality files, the cache-enabled devices can provide high-quality video, but cannot cache a variety of files. Conversely, when the device caches various files, it cannot provide a good quality for file-requesting users. In addition, when multiple devices cache the same file but their qualities are different, advanced node association is required for file delivery. This paper proposes a node association algorithm that maximizes time-averaged video quality for multiple users under a playback delay constraint. In this algorithm, we also consider request collision, the situation where several users request files from the same device at the same time, and we propose two ways to cope with the collision: scheduling of one user and non-orthogonal multiple access. Simulation results verify that the proposed caching method and the node association algorithm work reliably.
13 pages, 11 figures, accepted for publication in IEEE Journal on Selected Areas in Communications
References in corpus (8)
- Optimal Geographic Caching In Cellular Networks
- Wireless Device-to-Device Caching Networks: Basic Principles and System Performance
- Wireless Content Caching for Small Cell and D2D Networks
- Caching Placement in Stochastic Wireless Caching Helper Networks: Channel Selection Diversity via Caching
- Adaptive Video Streaming for Wireless Networks with Multiple Users and Helpers
- Optimizing Content Caching to Maximize the Density of Successful Receptions in Device-to-Device Networking
- The Effects of Mobility on the Hit Performance of Cached D2D Networks
- Dynamic Video Streaming in Caching-enabled Wireless Mobile Networks
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