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Fuzzy Controller for Traffic Management in 5G Networks

机译:5G网络流量管理模糊控制器

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Communication system is evolving day by day and now entire globe communication is based on internet. Office work, academic activities in engineering field, business, banking system, government offices and different digital gazettes are performing regular processes using internet. So, data traffic volume goes on increasing exponentially and needs high capacity networks. 5th Generation (5G) networks are optimistic system to accommodate requirements of increasing demand. Complexity and challenges will also increase as system grows. Hence imminent insights and predictions are important to govern the 5G system systematically and avoid disasters in the coming days. Computational intelligence techniques are required to forecast solutions to run the system smoothly. Fuzzy logic controller is one such system to handle the dynamics and the non-linearity processes in 5G network. Authors propose novel fuzzy control algorithm to allocate the resources for User Equipment (UE) in 5G wireless network. Nowadays in the internet, multimedia data is the preferred traffic and that has contributed more to the volume of data. So Real time (RT) and Non Real time (NRT) types of requests are considered in this research. Radio Resource Control (RRC) connection management and communication protocol is used by wireless base station gNodeB (gNB) of 5G networks. The function of RRC is controlled by proposed fuzzy control algorithm. Fuzzy rules are designed, applied and analyzed for different combinations of inputs and outputs. Proposed RT First queue scheduling is used to process the RT and NRT requests. It is compared with First Come First Serve (FCFS) scheduling. RT First queue scheduling shows average response time 40% less than FCFS.
机译:通信系统日复一日地发展,现在整个地球通信基于互联网。办公室工作,工程领域的学术活动,商业,银行系统,政府办公室和不同的数字宪报都是使用互联网进行定期流程。因此,数据流量势势呈指数增长,需要高容量网络。第五代(5G)网络是乐观的系统,以适应日益增长的需求。随着系统的增长,复杂性和挑战也将增加。因此,即将到来的洞察力和预测系统地管理5G系统并在未来几天避免灾害是重要的。需要计算智能技术来预测解决方案以平稳地运行系统。模糊逻辑控制器是一种处理动态和5G网络中的非线性过程的这样的系统。作者提出了新颖的模糊控制算法,在5G无线网络中为用户设备(UE)分配资源。如今在互联网中,多媒体数据是首选流量,并且已经为数据量贡献了更多。如此实时(RT)和非实时(NRT)在本研究中考虑了请求。无线基站GnodeB(GNB)使用的无线电资源控制(RRC)连接管理和通信协议。 RRC的功能由提出的模糊控制算法控制。设计,应用和分析模糊规则,以获取输入和输出的不同组合。提出的RT第一队列调度用于处理RT和NRT请求。它与首先第一次服务(FCFS)调度进行比较。 RT第一队列调度显示平均响应时间为40%小于FCFS。

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