arXivDaily arXiv每日学术速递 周一至周五更新
arXiv 2005.14651cs.NI
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基于大数据分析的蜂窝技术自组织网络(SON)的实现

Implementation of Self-Organizing Network (SON) on Cellular Technology base on Big Data Analytic

Muhammad Firdaus, Raditya Muhammad, Rifqy Hakimi

摘要:

蜂窝技术的发展将与各方面日益增长的需求成正比,如数据传输速度(velocity)、数据变化(variety)和数据存储介质(volume)。各方面的增长将对全球互联网用户的增长产生直接影响。与此相关,对增加的容量和覆盖的需求变得必要,因为用户通过利用资源共享机制使用相同的资源来接入网络。自组织网络(SON)是使系统更高效并保证实验质量(QoE)的解决方案之一。SON可以创建具有自优化、自配置和自愈机制的自动化网络。网络分析中利用大数据作为网络自动化过程中决策活动的参考。本文将5G网络上使用大数据分析的SON与4G网络上的SON作为先前的网络技术进行了比较。在5G网络上,大数据将SON检测范式从被动变为主动。检测问题从数据汇集和分析可能的网络问题开始。通过及早预测网络问题,可以更快地解决网络问题。此外,通过使用多跳中继,用户设备(EU)和基站(BS)之间的距离将更短。因此,可以达到增加容量和覆盖的目的。

英文摘要:

The development of cellular technology will be directly proportional to the increasing requirement in various aspects, such as the speed of data transmission (velocity), data variations (variety), and data storage media (volume). The increase in various aspects will have a direct impact on the growth of internet users worldwide. In relation to that, the demand for increased capacity and coverage becomes a necessity because users access the networks using the same resources by utilizing resource sharing mechanism. Self Organizing Network (SON) is one of the solutions to make the system more efficient with guaranteed Quality of Experiment (QoE). SON can create an automated network with a self-optimization, self-configuration and self-healing mechanism. Big Data is leveraged in the network analytics as a reference for decision-making activities in the network automation process. In this paper, SON using Big Data analytics on 5G network is compared with SON on 4G network as the previous network technology. It is suggested that on 5G networks, Big Data changes the SON detection paradigm from reactive to proactive. Detecting problems starts with data collection and analysis of possible network problems. By predicting network problems early, solving network problems can be done faster. Additionally, by using Multi-hop relay, the distance between User Equipment (EU) and Base Station (BS) will be shorter. Therefore, the aim of increasing capacity and coverage can be fulfilled.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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