Delay-Aware Probabilistic Cache Placement for Scalable Videos in Satellite-Terrestrial Networks
With the rapid expansion of video services, caching has emerged as a promising solution to reduce retrieval delay and alleviate backhaul pressure. Specifically, caching video content on user devices and satellites is particularly effective for users without ground base station services. However, addressing the challenge of meeting users' varying video quality demands while reducing content transmission delay is critical. Therefore, this paper investigates a layered caching scheme based on Scalable Video Coding, which encodes videos into different layers to provide various quality levels and caches video content on different nodes. Furthermore, an optimization problem for the probabilistic cache placement scheme in a multi-layer caching model is proposed and solved using the Quasi-Oppositional Whale Optimization Algorithm. The simulation results indicate that, compared to other algorithms and benchmark schemes, the proposed scheme effectively reduces transmission delay.
Authors
- Ting Zhou (ORCID: https://orcid.org/0000-0001-5543-4007)
- Tianheng Xu (ORCID: https://orcid.org/0000-0002-7152-1378)
- Jinfeng Tian (ORCID: https://orcid.org/0000-0001-8545-5415)
- Yuling Ouyang
- Jiayi We
Institutions
- Shanghai University (CN)
- Chinese Academy of Sciences (CN)
- Shanghai Advanced Research Institute (CN)
Publication Details
- Published
- 2024-10-24
- DOI
- https://doi.org/10.1109/wcsp62071.2024.10827316
- Citations
- 2
- Primary Topic
- Satellite Communication Systems
- Type
- article
- Field-Weighted Citation Impact
- 2.60