DocumentCode :
579292
Title :
Quality of experience-based routing in multi-service wireless mesh networks
Author :
Matos, Ricardo ; Coutinho, Nuno ; Marques, Carlos ; Sargento, Susana ; Chakareski, Jacob ; Kassler, Andreas
Author_Institution :
Inst. de Telecomun., Univ. de Aveiro, Aveiro, Portugal
fYear :
2012
fDate :
10-15 June 2012
Firstpage :
7060
Lastpage :
7065
Abstract :
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.
Keywords :
learning (artificial intelligence); optimisation; quality of service; routing protocols; telecommunication computing; wireless mesh networks; AODV routing techniques; QoE-aware double reinforcement learning strategy; QoE-based routing optimization framework; WMN; comprehensive NS-2-based simulations; end-user QoE; multiservice wireless mesh networks; quality of experience-based routing; resource constraints; video quality; Delay; Learning; Quality of service; Routing; Streaming media; Q-Learning; QoE-Awareness; Reinforcement learning; Routing; Video; Wireless Mesh Networks;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Communications (ICC), 2012 IEEE International Conference on
Conference_Location :
Ottawa, ON
ISSN :
1550-3607
Print_ISBN :
978-1-4577-2052-9
Electronic_ISBN :
1550-3607
Type :
conf
DOI :
10.1109/ICC.2012.6364944
Filename :
6364944
Link To Document :
بازگشت