학술논문

Multi-Rate Probabilistic Caching Optimized Video Offloading in Dense D2D Networks
Document Type
Periodical
Source
IEEE Communications Letters IEEE Commun. Lett. Communications Letters, IEEE. 27(4):1240-1244 Apr, 2023
Subject
Communication, Networking and Broadcast Technologies
Device-to-device communication
Optimization
Encoding
Bandwidth
Urban areas
Probabilistic logic
Downlink
Dense D2D networks
multiple encoding rate
probabilistic caching
resource sharing
video offloading
Language
ISSN
1089-7798
1558-2558
2373-7891
Abstract
In this letter, we propose a multi-rate caching (MRC) scheme for video offloading in dense device-to-device (D2D) networks. The MRC scheme utilises homogeneous Poisson Point Process model, D2D underlay transmission mode, and features of videos encoded into multiple rates (or versions), to derive the cache and spectrum sharing hit probabilities and the cache-based achievable rate. This way, an MRC optimisation problem is formulated for optimal caching probability and encoding rate selection of each video. The MRC optimisation problem further considers the playback resolution and storage resource constraints of the mobile devices to serve the mobile users more efficiently. As a result, the MRC solution gains the highest video offloading playback quality while conserving the bandwidth and caching storage resources of dense D2D networks.