Traffic splitting for delay jitter control in multi-access systems
This work addresses the problem of traffic splitting for improving the overall delay jitter performance in the uplink multi-access system. We propose a packet-scheduling paradigm based on stochastic approximation algorithm to distribute the source traffic across the multiple network paths/interfaces...
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Veröffentlicht in: | Telecommunication systems 2022-08, Vol.80 (4), p.513-527 |
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Format: | Artikel |
Sprache: | eng |
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Zusammenfassung: | This work addresses the problem of traffic splitting for improving the overall delay jitter performance in the uplink multi-access system. We propose a packet-scheduling paradigm based on stochastic approximation algorithm to distribute the source traffic across the multiple network paths/interfaces. We first provide an analytical model and the delay jitter analysis for an individual interface. Later we formulate the traffic splitting problem as an optimization problem to learn the optimal split across the interfaces. We share the experimental results for the video and constant bit rate traffic on real networks (Wi-Fi or cellular networks) and convergence of our system using the proposed scheme in the dynamic network environment. The paradigm proposed in the paper is general and can be adapted to different objective functions. |
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ISSN: | 1018-4864 1572-9451 |
DOI: | 10.1007/s11235-022-00921-2 |