基于BP网络的移动通信网络告警多级筛选算法
收稿日期: 2009-02-20
修回日期: 2009-06-02
网络出版日期: 2010-07-28
基金资助
国家自然科学基金资助项目(60673093,60803024);湖南省自然科学基金资助项目(07JJ3125);国家自然科学基金重大研究计划资助项目(90715043);长江学者和创新团队发展计划资助项目(IRT0661)
A MultiLevel Alarm Filter Algorithm Based onBP for Mobile Communication Networks
Received date: 2009-02-20
Revised date: 2009-06-02
Online published: 2010-07-28
邹北骥,刘斌 . 基于BP网络的移动通信网络告警多级筛选算法[J]. 计算机工程与科学, 2010 , 32(8) : 130 -133 . DOI: 10.3969/j.issn.1007130X.2010.
A novel multilevel fault alarming filter model is presented by studying the distributions and characteristics of the fault alarms in the radio, switching and transferring of mobile communication networks. Firstly, the fault alarms, which are collected in a realtime way, are filtered and preprocessed to be normalized. Secondly, the fault alarms are coded in binary, and the result data are used by the Gaussian perception network to preclassify them to reduce the alarms that the BP network are supposed to process. Finally, the points of failure are located by the adaptive ability and pattern recognition capability of the BP network. The total system can ensure the network to be stable, efficient, and reliable.
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