电信科学 ›› 2016, Vol. 32 ›› Issue (7): 188-196.doi: 10.11959/j.issn.1000-0801.2016147

• 运营技术广角 • 上一篇    

基于集中监控数据资源的4G基站退服故障预警模型

王洋1,满毅2,陈志鹏2   

  1. 1 中国移动通信集团山西有限公司网络部网络管理中心,山西 太原030009
    2 亿阳信通股份有限公司,北京100093
  • 出版日期:2016-07-20 发布日期:2017-04-26

Fault early warning model of 4G base station out of service based on centralized monitoring data resources

Yang WANG1,Yi MAN2,Zhipeng CHEN2   

  1. 1 Network Management Center,Network Department of China Mobile Group Shanxi Co.,Ltd.,Taiyuan 030009,China
    2 Bright Oceans Inter-Telecom Co.,Ltd.,Beijing 100093,China
  • Online:2016-07-20 Published:2017-04-26

摘要:

4G无线基站设备是直接影响信息通信网络用户服务质量的重要环节,而4G无线基站退服故障将直接阻断用户正常通信。针对上述问题,基于集中监控告警消息数据资源通过关联规则挖掘和时间追溯推演分析,实现了4G基站退服故障的短期预警。基于集中监控设备性能数据资源通过网元分类(数据清洗、特征筛选、网元聚类)、指标降维(按簇分组、主成分分析)、主成分表达式与退服故障关联分析、性能指标选取及阈值分析实现了4G基站退服故障长期预警,经测试可准确预测次月27.8%的4G 基站设备退服故障。

关键词: 信息通信网络, 集中故障管理, 集中监控, 网络运维数据资源, 基站退服, 故障预警

Abstract:

4G wireless base station equipment is an important link which has direct impact on information communication network customer service quality,and 4G wireless base stations out of service fault will directly block users' normal communication.Aiming at these problems,based on the centralized monitoring warning message data resources through association rule mining and time trace deduction analysis,4G base stations out of service fault short-term warning was achieved.Based on centralized monitoring equipment performance data resources,by the classification of network elements (data cleaning,feature selection,network elements clustering),index dimension reduction (grouped by cluster,principal component analysis),principal component expression and out of service fault correlation analysis,performance indicators selection and threshold analysis,4G base stations out of service fault long-term warning was achieved.The test can accurately predict the 27.8% of 4G base station equipment out of service fault next month.

Key words: information and telecommunication network, centralized fault management, centralized monitoring,network operational data resource, base station out of service,fault early warning

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