Network intrusion detection system using immune-genetic algorithm (IGA)

Network security is an important aspect in maintaining computer network systems and personal information from being illegally accessed by third parties. The major problem that frequently occurs in computer network systems is the failure in detecting possible network-attacks. Apart from that, the pro...

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Published in:Indonesian Journal of Electrical Engineering and Computer Science
Main Author: Suhaimi H.; Suliman S.I.; Musirin I.; Harun A.; Mohamad R.; Kassim M.; Shahbudin S.
Format: Article
Language:English
Published: Institute of Advanced Engineering and Science 2019
Online Access:https://www.scopus.com/inward/record.uri?eid=2-s2.0-85073881128&doi=10.11591%2fijeecs.v17.i2.pp1059-1065&partnerID=40&md5=24df971eb32175d7c3a3917432db678f
id 2-s2.0-85073881128
spelling 2-s2.0-85073881128
Suhaimi H.; Suliman S.I.; Musirin I.; Harun A.; Mohamad R.; Kassim M.; Shahbudin S.
Network intrusion detection system using immune-genetic algorithm (IGA)
2019
Indonesian Journal of Electrical Engineering and Computer Science
17
2
10.11591/ijeecs.v17.i2.pp1059-1065
https://www.scopus.com/inward/record.uri?eid=2-s2.0-85073881128&doi=10.11591%2fijeecs.v17.i2.pp1059-1065&partnerID=40&md5=24df971eb32175d7c3a3917432db678f
Network security is an important aspect in maintaining computer network systems and personal information from being illegally accessed by third parties. The major problem that frequently occurs in computer network systems is the failure in detecting possible network-attacks. Apart from that, the process of recognizing the type of attack that occurs is very crucial as it will determine the elimination process that should take place to counter the intrusion. This paper proposes the application of standard Genetic Algorithm (GA) that combines with immune algorithm process to enhance the computer system’s capability in recognizing possible intrusion occurrence in a computer system. Simulation was conducted numerous times to test the effectiveness of the proposed intrusion detection system by manipulating the parameter values for genetic operators utilized in GA. The effectiveness of the proposed method is shown in the gathered results and the analysis conducted further supports and proves that Immune Genetic Algorithm (IGA) has the capability to predict the occurrence of intrusion in computer network. Copyright © 2020 Institute of Advanced Engineering and Science. All rights reserved.
Institute of Advanced Engineering and Science
25024752
English
Article
All Open Access; Gold Open Access; Green Open Access
author Suhaimi H.; Suliman S.I.; Musirin I.; Harun A.; Mohamad R.; Kassim M.; Shahbudin S.
spellingShingle Suhaimi H.; Suliman S.I.; Musirin I.; Harun A.; Mohamad R.; Kassim M.; Shahbudin S.
Network intrusion detection system using immune-genetic algorithm (IGA)
author_facet Suhaimi H.; Suliman S.I.; Musirin I.; Harun A.; Mohamad R.; Kassim M.; Shahbudin S.
author_sort Suhaimi H.; Suliman S.I.; Musirin I.; Harun A.; Mohamad R.; Kassim M.; Shahbudin S.
title Network intrusion detection system using immune-genetic algorithm (IGA)
title_short Network intrusion detection system using immune-genetic algorithm (IGA)
title_full Network intrusion detection system using immune-genetic algorithm (IGA)
title_fullStr Network intrusion detection system using immune-genetic algorithm (IGA)
title_full_unstemmed Network intrusion detection system using immune-genetic algorithm (IGA)
title_sort Network intrusion detection system using immune-genetic algorithm (IGA)
publishDate 2019
container_title Indonesian Journal of Electrical Engineering and Computer Science
container_volume 17
container_issue 2
doi_str_mv 10.11591/ijeecs.v17.i2.pp1059-1065
url https://www.scopus.com/inward/record.uri?eid=2-s2.0-85073881128&doi=10.11591%2fijeecs.v17.i2.pp1059-1065&partnerID=40&md5=24df971eb32175d7c3a3917432db678f
description Network security is an important aspect in maintaining computer network systems and personal information from being illegally accessed by third parties. The major problem that frequently occurs in computer network systems is the failure in detecting possible network-attacks. Apart from that, the process of recognizing the type of attack that occurs is very crucial as it will determine the elimination process that should take place to counter the intrusion. This paper proposes the application of standard Genetic Algorithm (GA) that combines with immune algorithm process to enhance the computer system’s capability in recognizing possible intrusion occurrence in a computer system. Simulation was conducted numerous times to test the effectiveness of the proposed intrusion detection system by manipulating the parameter values for genetic operators utilized in GA. The effectiveness of the proposed method is shown in the gathered results and the analysis conducted further supports and proves that Immune Genetic Algorithm (IGA) has the capability to predict the occurrence of intrusion in computer network. Copyright © 2020 Institute of Advanced Engineering and Science. All rights reserved.
publisher Institute of Advanced Engineering and Science
issn 25024752
language English
format Article
accesstype All Open Access; Gold Open Access; Green Open Access
record_format scopus
collection Scopus
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