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Research On Alert Fusion Mechanism In Intrusion Detection System

Posted on:2009-07-06Degree:MasterType:Thesis
Country:ChinaCandidate:X ZhuFull Text:PDF
GTID:2178360245970034Subject:Cryptography
Abstract/Summary:PDF Full Text Request
Recently, the number of network security events is increasing rapidly with the high-speed development of the Internet. A huge number of alerts are generated by IDS when confronting enormous events, among which there are lots of false alerts and redundant alerts. That will weaken the effect of IDS severely in practical application. Therefore, it's very important to do the fusion of the alerts which are reported by IDS, so that the accuracy of the reported network security events is improved.In this dissertation, the fundamental knowledge of IDS is introduced first, and then the architecture and implement of distributed IDS. After that, it focus on the original data filtration mechanism based on protocol analysis, an intrusion detection alert filtration mechanism based on expert system and an primary alert fusion mechanism based on alert class association.An original data filtration mechanism is proposed, which is to solve the problems of existing IDS high false positive rate. The mechanism employs protocol analysis to filter original data and reduce false alerts. It can be employed in either IPv4 network or IPv6 network.An Alert Filtration Mechanism is proposed, which is to solve the problems of existing IDS high false positive rate. The mechanism is based on Expert System employs knowledge-base and filtration engine is to filter original alerts, reduce false alerts and prepare for alerts fusion.A primary alert fusion mechanism is proposed, which is to solve the problems of existing high false positive rate. The mechanism is based on alerts filtration mechanism and alert class association employs alert classification and association engine which is to fuse alerts, reduce redundant alerts. The false positive rate can be reduced by the mechanism and some complicate intrusions can be found.The three alert processing mechanisms above are an organic integrity. After the three steps, the false alerts and the redundant alerts will be decreased to some extent. Meanwhile, some connection between alerts can be found via the fusion of alerts.
Keywords/Search Tags:network security, IDS, protocol analyze, expert system, alerts fusion
PDF Full Text Request
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