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
相关论文
共 50 条
  • [1] Network Anomaly Detection Using Parameterized Entropy
    Berezinski, Przemyslaw
    Szpyrka, Marcin
    Jasiul, Bartosz
    Mazur, Michal
    [J]. COMPUTER INFORMATION SYSTEMS AND INDUSTRIAL MANAGEMENT, CISIM 2014, 2014, 8838 : 465 - 478
  • [2] Development of Automatic Visual Anomaly Detection System for Data Centers
    Enkhbaatar, Misheel
    Yamazaki, Tatsuya
    [J]. SENSORS AND MATERIALS, 2024, 36 (06) : 2539 - 2556
  • [3] Developing an Anomaly Detection System for Automatic Defective Products' Inspection
    Hung, Yu-Hsin
    [J]. PROCESSES, 2022, 10 (08)
  • [4] An Automatic Anomaly Detection System (aadS) for Fully Autonomous Ships
    Sahin, Bekir
    Soylu, Ahmet
    [J]. ERCIM NEWS, 2020, (122): : 51 - 52
  • [5] Parameterized entropy filter for time series anomaly detection
    Zhang, Yufei
    Dong, Yonggui
    [J]. Jixie Gongcheng Xuebao/Journal of Mechanical Engineering, 2011, 47 (22): : 13 - 18
  • [6] Towards automatic anomaly detection in fisheries using electronic monitoring and automatic identification system
    Acharya, Debaditya
    Farazi, Moshiur
    Rolland, Vivien
    Petersson, Lars
    Rosebrock, Uwe
    Smith, Daniel
    Ford, Jessica
    Wang, Dadong
    Tuck, Geoffrey N.
    Little, L. Richard
    Wilcox, Chris
    [J]. FISHERIES RESEARCH, 2024, 272
  • [7] Automatic Repair and Deadlock Detection for Parameterized Systems
    Jacobs, Swen
    Sakr, Mouhammad
    Volp, Marcus
    [J]. 2022 FORMAL METHODS IN COMPUTER-AIDED DESIGN, FMCAD, 2022, 3 : 225 - 234
  • [8] Automatic location detection system for anomaly traffic on wired/wireless networks
    Yu, Ki-Sung
    Lee, Won-Hyuk
    Ahn, Sung-Jin
    Chung, Jin-Wook
    [J]. COMPUTATIONAL SCIENCE AND ITS APPLICATIONS - ICCSA 2006, PT 2, 2006, 3981 : 982 - 988
  • [9] Automatic Anomaly Detection for Swarm Observations
    Yaxin BI
    Vyron CHRISTODOULOU
    George WILKIE
    Guoze ZHAO
    Peter NICHOLL
    Mingjun HUANG
    Bin HAN
    Ji TANG
    [J]. Journal of Geodesy and Geoinformation Science, 2021, 4 (01) : 94 - 108
  • [10] Is automatic detection of hidden knowledge an anomaly?
    Preiss, Judita
    [J]. BMC BIOINFORMATICS, 2019, 20 (Suppl 10)