Efficient Allocation of Mobile Resources using Fuzzy Systems for a QoS Planning

Suzane Dias, José Jailton, Tássio Carvalho, Renato Francês
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引用次数: 3

Abstract

With mobile data growth and rapid urbanization trends, there will be an extremely high density of wireless communication links in cities, therefore users expect an environment where they can access the Internet to their devices anytime, anywhere. Due to CAPEX/OPEX problems, a small cell deployment is not an economic strategy in scenarios of intense data traffic, so the use of Unmanned Aerial Vehicles (UAVs) to improve network coverage and performance becomes feasible. In order to improve the Quality of Service of the network, a computational system was proposed to perform decision making that receives as input network information such as network throughput, packet loss rate, and delay, and returns the network quality for a specific type of network application. The system as a whole verifies the necessity or not of using UAVs to improve the quality of the network and the coverage of the area of highest demand. If UAVs are required, they are shifted to these areas. Otherwise, the UAVs remain in the base station. Through the proposed method there were significant improvements in the Quality of Service (QoS) of the network, allowing a reduction in packet loss ratio and delay, and an increase in the network throughput rate.
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基于模糊系统的移动资源有效分配QoS规划
随着移动数据的增长和快速城市化的趋势,城市中将会有极高密度的无线通信链路,因此用户期望有一个可以随时随地通过设备访问互联网的环境。由于CAPEX/OPEX问题,在数据流量大的情况下,小型蜂窝部署不是一种经济策略,因此使用无人机(uav)来改善网络覆盖和性能变得可行。为了提高网络的服务质量,提出了一种计算系统来执行决策,将网络吞吐量、丢包率和延迟等网络信息作为输入接收,并为特定类型的网络应用返回网络质量。从整体上验证了是否有必要使用无人机来提高网络质量和覆盖需求最高的区域。如果需要无人机,它们会被转移到这些地区。否则,无人机将留在基站内。通过提出的方法,网络的服务质量(QoS)得到了显著改善,减少了丢包率和延迟,提高了网络吞吐率。
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