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Cloud co-residency denial of service threat detection inspired by artificial immune system

Cloud computing introduces concerns about data protection and intrusion detection mechanism. A review of the literature shows that there is still a lack of works on cloud IDS that focused on implementing real-time hybrid detections using Dendritic Cell algorithm (DCA) as a practical approach. In add...

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Main Authors: Ahmad, Azuan, Zainudin, Wan Shafiuddin, Kama, Mohd Nazri, Idris, Norbik Bashah, Mohd Saudi, Madihah
Format: Conference or Workshop Item
Language:English
English
Published: 2018
Subjects:
T Technology (General)
T10.5 Communication of technical information
Online Access:http://irep.iium.edu.my/69608/1/co-residency%20cloud-2%20%281%29.pdf
http://irep.iium.edu.my/69608/7/69608_Cloud%20Co-Residency%20Denial%20of%20Service-abstract.pdf
http://irep.iium.edu.my/69608/
http://www.aiccc.net/AICCC%202018%20Agenda.pdf
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spelling my.iium.irep.696082019-02-18T01:20:04Z http://irep.iium.edu.my/69608/ Cloud co-residency denial of service threat detection inspired by artificial immune system Ahmad, Azuan Zainudin, Wan Shafiuddin Kama, Mohd Nazri Idris, Norbik Bashah Mohd Saudi, Madihah T Technology (General) T10.5 Communication of technical information Cloud computing introduces concerns about data protection and intrusion detection mechanism. A review of the literature shows that there is still a lack of works on cloud IDS that focused on implementing real-time hybrid detections using Dendritic Cell algorithm (DCA) as a practical approach. In addition, there is also lack of specific threat detection built to detect intrusions targeting cloud computing environment where current implementations still using traditional open source or enterprise IDS to detect threats targeting cloud computing environment. Cloud implementations also introduce a new term, "co-residency" attack and lack of research focusing on detecting this type of attack. This research aims to provide a hybrid intrusion detection model for Cloud computing environment. For this purpose, a modified DCA is proposed in this research as the main detection algorithm in the new hybrid intrusion detection mechanism which works on Cloud CoResidency Threat Detection (CCTD) that combines anomaly and misuse detection mechanism. This research also proposed a method in detecting co-residency attacks. In this paper the co-residency attack detection model was proposed and tested until satisfactory results were obtained with the datasets. The experiment was conducted in a controlled environment and conducted using custom generated co-residency denial of service attacks for testing the capability of the proposed model in detecting novel co-residency attacks. The results show that the proposed model was able to detect most of the types of attacks that conducted during the experiment. From the experiment, the CCTD model has been shown to improve DCA previously used to solve similar problem 2018-12-21 Conference or Workshop Item NonPeerReviewed application/pdf en http://irep.iium.edu.my/69608/1/co-residency%20cloud-2%20%281%29.pdf application/pdf en http://irep.iium.edu.my/69608/7/69608_Cloud%20Co-Residency%20Denial%20of%20Service-abstract.pdf Ahmad, Azuan and Zainudin, Wan Shafiuddin and Kama, Mohd Nazri and Idris, Norbik Bashah and Mohd Saudi, Madihah (2018) Cloud co-residency denial of service threat detection inspired by artificial immune system. In: 2018 Artificial Intelligence and Cloud Computing Conference (AICCC 2018), 21st-23rd December 2018, Tokyo, Japan. (Unpublished) http://www.aiccc.net/AICCC%202018%20Agenda.pdf
institution Universiti Islam Antarabangsa Malaysia
building IIUM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider International Islamic University Malaysia
content_source IIUM Repository (IREP)
url_provider http://irep.iium.edu.my/
language English
English
topic T Technology (General)
T10.5 Communication of technical information
spellingShingle T Technology (General)
T10.5 Communication of technical information
Ahmad, Azuan
Zainudin, Wan Shafiuddin
Kama, Mohd Nazri
Idris, Norbik Bashah
Mohd Saudi, Madihah
Cloud co-residency denial of service threat detection inspired by artificial immune system
description Cloud computing introduces concerns about data protection and intrusion detection mechanism. A review of the literature shows that there is still a lack of works on cloud IDS that focused on implementing real-time hybrid detections using Dendritic Cell algorithm (DCA) as a practical approach. In addition, there is also lack of specific threat detection built to detect intrusions targeting cloud computing environment where current implementations still using traditional open source or enterprise IDS to detect threats targeting cloud computing environment. Cloud implementations also introduce a new term, "co-residency" attack and lack of research focusing on detecting this type of attack. This research aims to provide a hybrid intrusion detection model for Cloud computing environment. For this purpose, a modified DCA is proposed in this research as the main detection algorithm in the new hybrid intrusion detection mechanism which works on Cloud CoResidency Threat Detection (CCTD) that combines anomaly and misuse detection mechanism. This research also proposed a method in detecting co-residency attacks. In this paper the co-residency attack detection model was proposed and tested until satisfactory results were obtained with the datasets. The experiment was conducted in a controlled environment and conducted using custom generated co-residency denial of service attacks for testing the capability of the proposed model in detecting novel co-residency attacks. The results show that the proposed model was able to detect most of the types of attacks that conducted during the experiment. From the experiment, the CCTD model has been shown to improve DCA previously used to solve similar problem
format Conference or Workshop Item
author Ahmad, Azuan
Zainudin, Wan Shafiuddin
Kama, Mohd Nazri
Idris, Norbik Bashah
Mohd Saudi, Madihah
author_facet Ahmad, Azuan
Zainudin, Wan Shafiuddin
Kama, Mohd Nazri
Idris, Norbik Bashah
Mohd Saudi, Madihah
author_sort Ahmad, Azuan
title Cloud co-residency denial of service threat detection inspired by artificial immune system
title_short Cloud co-residency denial of service threat detection inspired by artificial immune system
title_full Cloud co-residency denial of service threat detection inspired by artificial immune system
title_fullStr Cloud co-residency denial of service threat detection inspired by artificial immune system
title_full_unstemmed Cloud co-residency denial of service threat detection inspired by artificial immune system
title_sort cloud co-residency denial of service threat detection inspired by artificial immune system
publishDate 2018
url http://irep.iium.edu.my/69608/1/co-residency%20cloud-2%20%281%29.pdf
http://irep.iium.edu.my/69608/7/69608_Cloud%20Co-Residency%20Denial%20of%20Service-abstract.pdf
http://irep.iium.edu.my/69608/
http://www.aiccc.net/AICCC%202018%20Agenda.pdf
_version_ 1643619116670517248
score 13.211869

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