Optimal RAT selection and WiFi offloading in multi RAT HetNet with user-centric deployments

Juan Montoya, Natalia Gaviria Gómez
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引用次数: 2

Abstract

This paper presents the problem of optimizing Radio Access Technology (RAT) selection and traffic offloading in a Multi RAT Heterogeneous Network composed by cellular and WiFi networks. The main idea is to distribute the traffic load of the system over the available access networks, while making an efficient use of the radio resources in the long-term. In this sense, a higher and fair WiFi resource utilization is pursued in comparison to cellular network usage. The goal is to avoid an overloaded cellular network scenario and to obtain a decrease in the energy consumption. The problem is modeled as a sequential decision-making process using Semi Markovian Decision Process, where the optimization problem aims at maximizing the total long-term discounted-reward of the network. Value Iteration algorithm is then used to solve the maximization problem and to obtain the optimal policy. From the resulting policy, several performance metrics are derived to evaluate its performance. Numerical results indicate that the proposed RAT selection strategy performs well for distributing the traffic load in a fair manner among WiFi networks while a lower cellular utilization is achieved.
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以用户为中心部署的多RAT HetNet中的最佳RAT选择和WiFi卸载
研究了蜂窝网络和WiFi网络组成的多无线接入异构网络中无线接入技术(RAT)选择和流量分流的优化问题。其主要思想是将系统的业务负载分配到可用的接入网上,同时长期有效地利用无线电资源。从这个意义上说,与蜂窝网络的使用相比,追求更高、更公平的WiFi资源利用率。目标是避免蜂窝网络过载的情况,并获得能量消耗的减少。该问题采用半马尔可夫决策过程建模为一个序列决策过程,其中优化问题的目标是使网络的总长期折现奖励最大化。然后利用数值迭代算法求解最优化问题,得到最优策略。从结果策略中,派生出几个性能指标来评估其性能。数值结果表明,所提出的RAT选择策略能够在较低的蜂窝利用率下,在WiFi网络间公平分配流量负载。
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