학술논문

An Orchestrator Architecture for Multi-tier Edge/Cloud Video Streaming Services
Document Type
Conference
Source
2023 IEEE International Conference on Edge Computing and Communications (EDGE) EDGE Edge Computing and Communications (EDGE), 2023 IEEE International Conference on. :190-196 Jul, 2023
Subject
Computing and Processing
Fluctuations
Packet loss
Entertainment industry
Computer architecture
Streaming media
Integer linear programming
Real-time systems
Cloud computing
Edge computing
Quality of Experience
Video Streaming
Video-on-Demand
Language
ISSN
2767-9918
Abstract
Video streaming has become a prevalent form of entertainment and a vital means of communication, but the challenges of delivering high quality video content over the internet are numerous. One of the key challenges is the varying network conditions that can significantly impact video streaming quality, such as bandwidth fluctuations and packet loss. To overcome these challenges, an adaptive video streaming architecture is needed to adjust the video streaming in real-time to match the changing network conditions and ensure a high Quality of Experience (QoE) for the end-user. This article presents MIGRATE, an orchestrator architecture for video streaming services capable of adapting to user demand in real-time. The study considers an edge/cloud multi-tier network infrastructure. In addition, an Integer Linear Programming (ILP) model and a Greedy solution are proposed to decide the distribution of connections between users and services. Experimental results show that based on the optimization strategy used, it is observed that there is a trade-off between the resources used and the QoE provided to users. Further, we discuss the importance of considering QoE metrics and user engagement in designing video streaming systems.