基于OpenAirInterface和ELK的便携式LTE电信网络异常检测系统性能评价

IF 1.4 4区 管理学 Q2 ENGINEERING, MULTIDISCIPLINARY International Journal of Technology Management Pub Date : 2023-05-09 DOI:10.14716/ijtech.v14i3.4237
Yeremia Nikanor Nugroho, R. Harwahyu, R. F. Sari, N. Nikaein, R. Cheng
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引用次数: 0

摘要

. 异常检测(AD)是蜂窝电话运营商克服手机使用激增带来的质量控制困难的一种解决方案。具有异常检测功能的电信网络监控系统可以在问题变得更复杂之前及时发现问题。监视活动产生日志,然后根据兴趣对其进行分析,通常借助于统计和可视化。由于现代电信网络中大量的日志,依靠人类进行分析变得越来越困难。本工作通过使用各种ELK模块,将监控扩展到自动异常检测,形成智能监控系统。采用基于OpenAirInterface (OAI)和USRP B210无线电台头的测试平台,包括HSS、MME、SGW、PGW、eNB和UE功能。该系统的平均准确率为91.5%。正确预测的正常条件比例的平均值为99.31%,这一点得到了支持。另一方面,该系统仍然可以保持蜂窝通信网络的功能,并具有良好的服务质量谓词。
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Performance Evaluation of Anomaly Detection System on Portable LTE Telecommunication Networks Using OpenAirInterface and ELK
. Anomaly detection (AD) is a solution for cellular operators to overcome the difficulty of quality control over the proliferation of cellular phone usage. The telecommunications network monitoring system with anomaly detection enables immediate discovery of problems before they become more complex. Monitoring activities produce logs, which are then analyzed according to the interest, often with the help of statistics and visualizations. Relying on humans for analysis is increasingly difficult due to the immense amount of logs in modern telecommunication networks. This work extends the monitoring to automated anomaly detection by using various ELK modules to form an intelligent monitoring system. A testbed based on OpenAirInterface (OAI) and USRP B210 radiohead is used, which includes the functionalities of HSS, MME, SGW, PGW, eNB, and UE. The proposed system has an average accuracy of 91.5%. This is supported by an average value of the proportion of normal conditions that are correctly predicted at 99.31%. On the other hand, the system can still maintain the functionality of the cellular telecommunications network with an excellent predicate on service quality.
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来源期刊
International Journal of Technology Management
International Journal of Technology Management 管理科学-工程:综合
CiteScore
2.70
自引率
3.60%
发文量
45
审稿时长
6-12 weeks
期刊介绍: The IJTM aims to provide a refereed and authoritative source of information in the field of managing with technology, and the management of engineering, science and technology. It seeks to establish channels of communication between government departments, technology executives in industry, commerce and related business, and academic experts in the field.
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