Fault early warning model of 4G base station out of service based on centralized monitoring data resources
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 moni...
Saved in:
| Main Authors: | , , |
|---|---|
| Format: | Article |
| Language: | zho |
| Published: |
Beijing Xintong Media Co., Ltd
2016-07-01
|
| Series: | Dianxin kexue |
| Subjects: | |
| Online Access: | http://www.telecomsci.com/zh/article/doi/10.11959/j.issn.1000-0801.2016147/ |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
| _version_ | 1841529070361247744 |
|---|---|
| author | Yang WANG Yi MAN Zhipeng CHEN |
| author_facet | Yang WANG Yi MAN Zhipeng CHEN |
| author_sort | Yang WANG |
| collection | DOAJ |
| description | 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. |
| format | Article |
| id | doaj-art-1362ac71e8d3447a94e4cea30903b85b |
| institution | Kabale University |
| issn | 1000-0801 |
| language | zho |
| publishDate | 2016-07-01 |
| publisher | Beijing Xintong Media Co., Ltd |
| record_format | Article |
| series | Dianxin kexue |
| spelling | doaj-art-1362ac71e8d3447a94e4cea30903b85b2025-01-15T03:25:15ZzhoBeijing Xintong Media Co., LtdDianxin kexue1000-08012016-07-013218819659801358Fault early warning model of 4G base station out of service based on centralized monitoring data resourcesYang WANGYi MANZhipeng CHEN4G 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.http://www.telecomsci.com/zh/article/doi/10.11959/j.issn.1000-0801.2016147/information and telecommunication networkcentralized fault managementcentralized monitoring,network operational data resourcebase station out of service,fault early warning |
| spellingShingle | Yang WANG Yi MAN Zhipeng CHEN Fault early warning model of 4G base station out of service based on centralized monitoring data resources Dianxin kexue information and telecommunication network centralized fault management centralized monitoring,network operational data resource base station out of service,fault early warning |
| title | Fault early warning model of 4G base station out of service based on centralized monitoring data resources |
| title_full | Fault early warning model of 4G base station out of service based on centralized monitoring data resources |
| title_fullStr | Fault early warning model of 4G base station out of service based on centralized monitoring data resources |
| title_full_unstemmed | Fault early warning model of 4G base station out of service based on centralized monitoring data resources |
| title_short | Fault early warning model of 4G base station out of service based on centralized monitoring data resources |
| title_sort | fault early warning model of 4g base station out of service based on centralized monitoring data resources |
| topic | information and telecommunication network centralized fault management centralized monitoring,network operational data resource base station out of service,fault early warning |
| url | http://www.telecomsci.com/zh/article/doi/10.11959/j.issn.1000-0801.2016147/ |
| work_keys_str_mv | AT yangwang faultearlywarningmodelof4gbasestationoutofservicebasedoncentralizedmonitoringdataresources AT yiman faultearlywarningmodelof4gbasestationoutofservicebasedoncentralizedmonitoringdataresources AT zhipengchen faultearlywarningmodelof4gbasestationoutofservicebasedoncentralizedmonitoringdataresources |