Propose a new Firefly-Fast Learning Network model based Intrusion-Detection System

Currently, effective Intrusion-detection systems (IDS) still represent one of the important security tools. However, hybrid models based on the IDS achieve better results compared with intrusion detection based on a single algorithm. But even so, the hybrid models based on traditional algorithms...

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Main Authors: Badran, Mohammed Falih, Moorthy, Kohbalan, Zukifi, Nor Saradatul Akmar, Mohamad, Mohd Saberi, Deris, Safaai, Md.Sahar, Nan
Format: Article
Language:English
Published: Blue Eyes Intelligence Engineering & Sciences Publication 2019
Subjects:
Online Access:http://eprints.uthm.edu.my/704/
http://eprints.uthm.edu.my/704/1/DNJ9727_7d7fc08ded10dafb3d6ff412d15ccc31.pdf
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author Badran, Mohammed Falih
Moorthy, Kohbalan
Zukifi, Nor Saradatul Akmar
Mohamad, Mohd Saberi
Deris, Safaai
Md.Sahar, Nan
author_facet Badran, Mohammed Falih
Moorthy, Kohbalan
Zukifi, Nor Saradatul Akmar
Mohamad, Mohd Saberi
Deris, Safaai
Md.Sahar, Nan
author_sort Badran, Mohammed Falih
building UTHM Institutional Repository
collection Online Access
description Currently, effective Intrusion-detection systems (IDS) still represent one of the important security tools. However, hybrid models based on the IDS achieve better results compared with intrusion detection based on a single algorithm. But even so, the hybrid models based on traditional algorithms still face different limitations. This work is focused on providing two main goals; firstly, analysis based on the main methods and limitations of the most-recent hybrid model-based on intrusion detection, secondly, to propose a novel hybrid IDS model called FA-FLN based on the Firefly algorithm and Fast Learning Network.
first_indexed 2025-11-15T19:51:42Z
format Article
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institution Universiti Tun Hussein Onn Malaysia
institution_category Local University
language English
last_indexed 2025-11-15T19:51:42Z
publishDate 2019
publisher Blue Eyes Intelligence Engineering & Sciences Publication
recordtype eprints
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spelling uthm-7042021-10-17T06:12:37Z http://eprints.uthm.edu.my/704/ Propose a new Firefly-Fast Learning Network model based Intrusion-Detection System Badran, Mohammed Falih Moorthy, Kohbalan Zukifi, Nor Saradatul Akmar Mohamad, Mohd Saberi Deris, Safaai Md.Sahar, Nan TK5101-6720 Telecommunication. Including telegraphy, telephone, radio, radar, television Currently, effective Intrusion-detection systems (IDS) still represent one of the important security tools. However, hybrid models based on the IDS achieve better results compared with intrusion detection based on a single algorithm. But even so, the hybrid models based on traditional algorithms still face different limitations. This work is focused on providing two main goals; firstly, analysis based on the main methods and limitations of the most-recent hybrid model-based on intrusion detection, secondly, to propose a novel hybrid IDS model called FA-FLN based on the Firefly algorithm and Fast Learning Network. Blue Eyes Intelligence Engineering & Sciences Publication 2019 Article PeerReviewed text en http://eprints.uthm.edu.my/704/1/DNJ9727_7d7fc08ded10dafb3d6ff412d15ccc31.pdf Badran, Mohammed Falih and Moorthy, Kohbalan and Zukifi, Nor Saradatul Akmar and Mohamad, Mohd Saberi and Deris, Safaai and Md.Sahar, Nan (2019) Propose a new Firefly-Fast Learning Network model based Intrusion-Detection System. International Journal of Innovative Technology and Exploring Engineering (IJITEE), 8 (1252). pp. 146-152. ISSN 2278-3075 https://doi.org/10.35940/ijitee.L1027.10812S219
spellingShingle TK5101-6720 Telecommunication. Including telegraphy, telephone, radio, radar, television
Badran, Mohammed Falih
Moorthy, Kohbalan
Zukifi, Nor Saradatul Akmar
Mohamad, Mohd Saberi
Deris, Safaai
Md.Sahar, Nan
Propose a new Firefly-Fast Learning Network model based Intrusion-Detection System
title Propose a new Firefly-Fast Learning Network model based Intrusion-Detection System
title_full Propose a new Firefly-Fast Learning Network model based Intrusion-Detection System
title_fullStr Propose a new Firefly-Fast Learning Network model based Intrusion-Detection System
title_full_unstemmed Propose a new Firefly-Fast Learning Network model based Intrusion-Detection System
title_short Propose a new Firefly-Fast Learning Network model based Intrusion-Detection System
title_sort propose a new firefly-fast learning network model based intrusion-detection system
topic TK5101-6720 Telecommunication. Including telegraphy, telephone, radio, radar, television
url http://eprints.uthm.edu.my/704/
http://eprints.uthm.edu.my/704/
http://eprints.uthm.edu.my/704/1/DNJ9727_7d7fc08ded10dafb3d6ff412d15ccc31.pdf