Optimizing QoE of Real-Time Video Using Bandwidth Sharing
We consider the problem of optimizing Quality of Experience (QoE) of clients streaming real-time video. The clients are served by networks managed by different operators that can share bandwidth with each other. Abundance of real-time video traffic is evident in the popularity of applications like v...
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| Main Authors: | , |
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| Format: | Article |
| Language: | English |
| Published: |
IEEE
2025-01-01
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| Series: | IEEE Access |
| Subjects: | |
| Online Access: | https://ieeexplore.ieee.org/document/10933961/ |
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| Summary: | We consider the problem of optimizing Quality of Experience (QoE) of clients streaming real-time video. The clients are served by networks managed by different operators that can share bandwidth with each other. Abundance of real-time video traffic is evident in the popularity of applications like video conferencing and video streaming of live events, which have increased significantly since the recent pandemic. We model the problem as a joint optimization of resource allocation for the clients and bandwidth sharing across the operators, with special attention to how the resource allocation impacts clients’ perceived video quality and QoE. We propose an online policy as solution, which involves dynamically sharing a portion of one operator’s bandwidth with another operator. We provide strong theoretical optimality guarantees for the policy. We also use extensive simulations to demonstrate the policy’s substantial performance improvements (of up to ninety percent), and identify insights into key factors (e.g., imbalance in arrival rates or channel conditions of the operators) that dictate the improvements. |
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| ISSN: | 2169-3536 |