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Abstract
Live streaming services have gained extreme popularity in recent years. Due to the spiky traffic patterns of live videos, utilizing distributed edge servers to improve viewers' quality of experience (QoE) has become a common practice nowadays. Nevertheless, the current client-driven content caching mechanism does not support pre-caching from the cloud to the edge, resulting in a considerable amount of cache misses in live video delivery. By jointly considering the features of live videos and edge servers, we propose PLVER, a proactive live video push scheme to address the cache miss problem in live video delivery. Specifically, PLVER first conducts a one-To-multiple stable allocation between edge clusters and user groups to balance the load of live traffic over the edge servers. It then adopts proactive video replication algorithms to speed up video replication among the edge servers. We conduct extensive trace-driven evaluation, covering 0.3 million Twitch viewers and more than 300 Twitch channels. The results demonstrate that with PLVER, edge servers can carry 28 and 82 percent more traffic than the auction-based replication (ABR) method and the caching on requested time (CORT) method, respectively.
| Original language | English |
|---|---|
| Article number | 9462365 |
| Pages (from-to) | 218-230 |
| Journal | IEEE Transactions on Parallel and Distributed Systems |
| Volume | 33 |
| Issue number | 1 |
| Online published | 22 Jun 2021 |
| DOIs | |
| Publication status | Published - Jan 2022 |
Research Keywords
- edge computing
- Live video streaming
- proactive video replication
- stable one-to-multiple allocation
RGC Funding Information
- RGC-funded
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Dive into the research topics of 'PLVER: Joint Stable Allocation and Content Replication for Edge-Assisted Live Video Delivery'. Together they form a unique fingerprint.Projects
- 1 Active
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RIF-ExtU-Lead: Edge Learning: the Enabling Technology for Distributed Big Data Analytics in Cloud-Edge Environment
Guo, S. (Main Project Coordinator [External]) & WANG, J. (Principal Investigator / Project Coordinator)
1/05/20 → …
Project: Research
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