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Mining alarm database of telecommunication network for alarm association rules

机译:用于报警关联规则的电信网络挖掘报警数据库

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Some alarm correlation rules were discovered from the alarm databases of telecommunication network management systems by using technology of association rule mining and alarm sequence analysis. The generation and the release information of alarms was recognized and extracted from alarm sequences. The correlation between alarm time and clear time of alarms was used to reorganize alarm data so that better mining result could be obtained. This paper proposes a method to combine the correlated alarms to form an alarm transaction. The method not only solves the problem of asynchrony of correlated alarms in the network, but also discards many redundant data, and reduces the volume of alarm data and the number of rules in the result. The primary experiment shows our method is practical. The discovered rules are useful in locating problems in the network and filtering redundant alarms.
机译:通过使用关联规则挖掘和报警序列分析的技术,从电信网络管理系统的报警数据库发现了一些警报相关规则。发电和释放报警信息被识别并从报警序列中提取。警报时间和清晰的警报时间之间的相关性用于重新组织警报数据,从而可以获得更好的挖掘结果。本文提出了一种组合相关警报来形成警报事务的方法。该方法不仅解决了网络中相关警报的异步问题,而且还丢弃了许多冗余数据,并减少了报警数据的体积和结果中的规则数量。主要实验表明我们的方法实用。发现的规则对于定位网络中的问题并过滤冗余警报。

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