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Intelligent Firewall Using Intrusion Detection System Based on Neural Networks


Affiliations
1 Department of Computer Engineering, K. J. Somaiya College of Engineering, Mumbai, Maharashtra, India
     

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Intrusion detection plays an important role in today's computers and communication technology. It is therefore very important to design an Intrusion Detection System (IDS) efficient in time that has low False Positive Rate (FPR) and False Negative Rate (FNR). A combined mechanism of packet filtering and IDS based on Artificial Neural Networks (ANNs) and rule matching is implemented to prevent network attacks with improved accuracy. An integration of the IDS with the firewall would increase the security levels to a great extent.

Keywords

Intrusion Detection, Intelligent Firewall, Neural Network.
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  • Intelligent Firewall Using Intrusion Detection System Based on Neural Networks

Abstract Views: 336  |  PDF Views: 1

Authors

Mandar Dinesh Sawant
Department of Computer Engineering, K. J. Somaiya College of Engineering, Mumbai, Maharashtra, India
Madhura Milind Phatak
Department of Computer Engineering, K. J. Somaiya College of Engineering, Mumbai, Maharashtra, India
Mrugank Ajay Ranavde
Department of Computer Engineering, K. J. Somaiya College of Engineering, Mumbai, Maharashtra, India
Nitya R. Laxamanan
Department of Computer Engineering, K. J. Somaiya College of Engineering, Mumbai, Maharashtra, India

Abstract


Intrusion detection plays an important role in today's computers and communication technology. It is therefore very important to design an Intrusion Detection System (IDS) efficient in time that has low False Positive Rate (FPR) and False Negative Rate (FNR). A combined mechanism of packet filtering and IDS based on Artificial Neural Networks (ANNs) and rule matching is implemented to prevent network attacks with improved accuracy. An integration of the IDS with the firewall would increase the security levels to a great extent.

Keywords


Intrusion Detection, Intelligent Firewall, Neural Network.