Parameterized Anomaly Detection System with Automatic Configuration

被引:0
|
作者
Zarpelao, Bruno B. [1 ]
Mendes, Leonardo S. [1 ]
Proenca, Mario L., Jr. [2 ]
Rodrigues, Joel J. P. C. [3 ]
机构
[1] Univ Estadual Campinas, UNICAMP, Sch Elect & Comp Engn, Campinas, SP, Brazil
[2] State Univ Londrina UEL, Comp Sci Dept, Londrina, Brazil
[3] Univ Beira Interior DI, Inst Telecomunicacoes, Covilha, Portugal
基金
巴西圣保罗研究基金会;
关键词
Alarms; Network management; SNMP; MIB-II;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This work proposes a parameterized anomaly detection system, based on the method known as profile based. The analysis of network elements is performed in two levels: (i) analysis of Simple Network Management Protocol (SNMP) objects data using a hysteresis-based algorithm to detect behavior deviations; (ii) analysis of alerts generated in the first level using a dependency graph, which represents the relationships between the SNMP objects. The proposed system is also able to configure its own parameters automatically, aiming to meet the network administrator needs. Tests were performed in a real network environment and great results were obtained.
引用
收藏
页码:2224 / 2229
页数:6
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