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User to user adaptive routing based on QoE

H. A. Tran A. Mellouk 1 S. Hoceini 1
1 CIR
LISSI - Laboratoire Images, Signaux et Systèmes Intelligents
Abstract : Service quality can be defined as “the collective effect of service performances which determine the degree of satisfaction of a user of the service” [1]. In other words, quality is the customer's perception of a delivered service. As larger varieties of services are offered to customers, the impact of network performance on the quality of service will be more complex. It is vital that service engineers identify network-performance issues that impact customer service. They also must quantify revenue lost due to service degradation. The Quality of Experience (QoE) becomes recently the most important tendency to guarantee the quality of network services. QoE represents the subjective perception of end-users using network services with network functions such as admission control, resource management, routing, traffic control, etc. In this paper, our main focus is routing mechanism driven by QoE end-users. With the purpose of avoiding the NP-complete problem and reducing the complexity problem for the future Internet, we propose two protocols based on user QoE measurement in routing paradigm to construct an adaptive and evolutionary system. Our first approach is a routing driven by terminal QoE basing on a least squares reinforcement learning technique called Least Squares Policy Iteration. The second approach, namely QQAR (QoE Q-learning based Adaptive Routing), is a improvement of the first one. QQAR basing on Q-Learning, a Reinforcement Learning algorithm, uses Pseudo Subjective Quality Assessment (PSQA), a real-time QoE assessment tool based on Random Neural Network, to evaluate QoE. Experimental results showed a significant performance against over other traditional routing protocols.
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https://hal.archives-ouvertes.fr/hal-01678632
Contributor : Yacine Amirat <>
Submitted on : Tuesday, January 9, 2018 - 11:52:39 AM
Last modification on : Friday, October 4, 2019 - 1:26:52 AM

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  • HAL Id : hal-01678632, version 1

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H. A. Tran, A. Mellouk, S. Hoceini. User to user adaptive routing based on QoE. Proc. Of IEEE International Symposium on Programming and Systems (ISPS), 2011, Algiers, Algeria. pp.1-7. ⟨hal-01678632⟩

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