Quality of Experience-based Routing in Multi-Service Wireless Mesh Networks

被引:0
|
作者
Matos, Ricardo [1 ]
Coutinho, Nuno [1 ]
Marques, Carlos [1 ]
Sargento, Susana [1 ]
Chakareski, Jacob [2 ]
Kassler, Andreas [3 ]
机构
[1] Univ Aveiro, Inst Telecomunicacoes, Aveiro, Portugal
[2] Ecole Polytech Fed Lausanne, Swiss Fed Inst Technol, Lausanne, Switzerland
[3] Univ Karlstad, Karlstad, Sweden
关键词
QoE-Awareness; Wireless Mesh Networks; Reinforcement learning; Q-Learning; Routing; Video;
D O I
暂无
中图分类号
TN [电子技术、通信技术];
学科分类号
0809 ;
摘要
We develop an optimization framework for Quality of Experience (QoE)-based routing in multi-service Wireless Mesh Networks (WMNs). The framework takes into account the heterogeneous requirements of different services delivered over a WMN, such that the overall end-user QoE is maximized under given resource constraints. We propose a novel QoE-aware double reinforcement learning strategy for dynamically computing the most efficient routes to deliver the flows of each service type. Comprehensive NS-2-based simulations demonstrate the substantial performance gains that our approach enables over conventional routing techniques such as AODV, with significant improvement over video quality.
引用
收藏
页数:6
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