JOURNAL ARTICLE

Intrusion Detection Method Based on Improved Neural Network

Tang Hai-He

Year: 2018 Journal:   2018 International Conference on Smart Grid and Electrical Automation (ICSGEA) Vol: 36 Pages: 151-154

Abstract

In order to improve the ability of network intrusion detection and blind separation, an improved network intrusion detection algorithm is proposed based on improved neural network. The network intrusion information transmission channel model is constructed, the feature extraction and signal separation of network intrusion are carried out by adaptive weighted control method, and the correlation parameters of network intrusion are estimated by combining time-frequency joint estimation method. The node location and intrusion intensity of network intrusion are calculated accurately, and intrusion detection is carried out according to the result of parameter estimation. BP neural network is used to classify and identify network intrusion, the accuracy of intrusion detection and the ability of blind source location are improved. The simulation results show that the accuracy of network intrusion detection is higher, and the location accuracy of intrusion information source is higher, and the network security performance is improved.

Keywords:
Intrusion detection system Computer science Artificial neural network Network security Data mining Intrusion Transmission (telecommunications) Node (physics) Artificial intelligence Pattern recognition (psychology) Computer network Engineering Telecommunications

Metrics

5
Cited By
0.42
FWCI (Field Weighted Citation Impact)
6
Refs
0.67
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

AI and Multimedia in Education
Physical Sciences →  Computer Science →  Artificial Intelligence
Educational Technology and Pedagogy
Physical Sciences →  Computer Science →  Artificial Intelligence
Advanced Computing and Algorithms
Social Sciences →  Social Sciences →  Urban Studies

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