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Novel Antibody Of Immune Algorithm And Neural Network-based Network Research

Posted on:2007-01-15Degree:MasterType:Thesis
Country:ChinaCandidate:K ChenFull Text:PDF
GTID:2208360185456679Subject:Computational Mathematics
Abstract/Summary:PDF Full Text Request
Artificial Immunology is a new research field in computing intelligence. This paper uses Artificial Immune System and Neural Network as the research object. We use artificial immune principles to design a novel antibody network which based on the Immune Algorithm and Neural Network, and use these as in-depth research of the application of our achievement to engineering.In this paper, we built the novel Antibody Network which based on the two intelligence algorithms and reach the application of its use in the intrusion detection system. Furthermore we create an ideal antitype system from it.We first introduce the current research status of Artificial Immune System and Neural Network technique. then we simply present the basic theory of the Antibody Network , the biologic background of Artificial Immune System and some traditional Antibody Network technique. A new intrusion detection algorithm combines with Immune Algorithm and Neural Network technique was provided.This paper designs an Antibody Network base on Immune Algorithm and Neural Network used for Intrusion Detection System. The Antibody Network system combines network-based intrusion detection functions. It can be used to protect large area network and has relatively good expansibility. This paper also discusses the theory of the Antibody network how to implement of the Antibody Network with BP neural network in intrusion detection. Because of the traditional Antibody network weakness in learning time and performance, this network is designed. The algorithm has been tested on a network data set. The result shows that it had much better performance than traditional Antibody Network...
Keywords/Search Tags:intrusion detection system, immune algorithm, neural network, antibody network
PDF Full Text Request
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