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

Yang WANG; Yi MAN; Zhipeng CHEN

doi:10.11959/j.issn.1000-0801.2016147

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

Operating technology wide-angle | 更新时间：2024-06-05

- Fault early warning model of 4G base station out of service based on centralized monitoring data resources
- Telecommunications Science Vol. 32, Issue 7, Pages: 188-196(2016)
- 作者机构：
  
  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
- 作者简介：
- 基金信息：
- DOI：10.11959/j.issn.1000-0801.2016147
  CLC： TN915.853;TN915.07;TP306+.3;TP277
- Published Online：2016-07，
  
  Published：15 July 2016
- 稿件说明：
移动端阅览
Yang WANG, Yi MAN, Zhipeng CHEN. Fault early warning model of 4G base station out of service based on centralized monitoring data resources[J]. Telecommunications science, 2016, 32(7): 188-196.
DOI：

Yang WANG, Yi MAN, Zhipeng CHEN. Fault early warning model of 4G base station out of service based on centralized monitoring data resources[J]. Telecommunications science, 2016, 32(7): 188-196. DOI： 10.11959/j.issn.1000-0801.2016147.

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。

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.

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references

王洋 . 集中监控模式下的信息通信网络故障管理探索与实践 [J ] ．电信科学， 2015 .

WANG Y . Discuss on the exploration and practice of information communication network fault in the centralized monitoring mode [J ] . Telecommunications Science , 2015 .

黄夏 . 提高网络类公告信息发布效率的探讨 [J ] ．广西通信技术， 2014 ( 1 ): 7 - 10 .

HUANG X . How to improve the issuing efficiency of notices related to network operation [J ] . Guangxi Communication Technology , 2014 ( 1 ): 7 - 10 .

蒋盛益，李霞，郑琪 . 数据挖掘原理与实践 [M ] ．北京：电子工业出版社， 2011 .

JIANG Y S , LI X , ZHENG Q . Data mining principles and practice [M ] . Beijing : Publishing House of Electronics Industry , 2011 .

HAN J W , PEI J , YIN Y W . Mining frequent patterns without candidate generation [C ] // The 2000 ACM SIGMOD International Conference on Management of Data , May 15 - 18 , 2000 , Dallas,Texas,USA . New York : ACM Press , 2000 : 1 - 12 .

王洋 . 基于群体智能的通信网络告警关联规则挖掘算法研究 [D ] . 太原：太原理工大学， 2015 .

WANG Y . Information communication network alarm association rule mining algorithm based on swarm intelligence [D ] . Taiyuan:Taiyuan University of Technology , 2015 .

施亮，钱雪忠 . 基于Hadoop的并行FP-Growth算法的研究与实现 [J ] ．微电子学与计算机， 2015 , 32 ( 4 ): 150 - 154 .

SHI L , QIAN X Z . Research and implementation of parallel FP-Growth algorithm based on Hadoop [J ] . Microelectronics ＆Computer , 2015 , 32 ( 4 ): 150 - 154 .

郭方方，梁晓，王慧强，等 . 一种基于多叉树的并行Apriori算法 [J ] . 小型微型计算机系统， 2015 , 36 ( 6 ): 1176 - 1180 .

GUO F F , LIANG X , WANG H Q , et al . Parallel Apriori algorithm based on multi-tree [J ] . Journal of Chinese Computer Systems , 2015 , 36 ( 6 ): 1176 - 1180 .

区旭青 . 江门通信公司基站应急油机调度系统的研究与分析 [D ] ．昆明：云南大学， 2015 .

OU X Q . Research and analysis on a base of oil machine scheduling system in Jiangmen communication company [D ] . Kunming: Yunnan University , 2015 .

韩冰 . 主成分分析和神经网络在工业经济数据中的应用 [D ] ．长春：吉林大学， 2014 .

HAN B . The application of principal component analysis and neural network in industrial economy data [D ] . Changchun: Jilin University , 2014 .

杨顺祥，谢永任 . 降低CDMA网基站传输原因断站率的研究 [J ] ．电信科学， 2013 ( S2 ): 112 - 115 .

YANG S X , XIE Y R . Lowering transmission interruption rate of base station in CDMA network [J ] . Telecommunications Science , 2013 ( S2 ): 112 - 115 .

宫琦 . 移动网小区退服情况分析 [J ] ．中国新通信， 2014 ( 15 ): 11 - 12 .

GONG Q . The situation analysis of cell out of service in mobile network [J ] . China New Telecommunications , 2014 ( 15 ): 11 - 12 .

王洋，李国才，徐亚昆 . 信息通信网络告警分类、关联性与管理方法研究 [J ] ．电信科学， 2013 ( 8 ): 132 - 135 .

WANG Y , LI G C , XU Y K . Research on management method,classification and correlation of alarm in information communication network [J ] . Telecommunications Science , 2013 ( 8 ): 132 - 135 .

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