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ECM-GT: design of efficient computational modelling based on game theoretical approach towards enhancing the security solutions in MANET

Game Theory is a useful tool for exploring the issues concerning Mobile Ad-Hoc Network (or MANET) security. In MANETs, coordination among the portable nodes is more significant, which encompasses their vulnerability challenges to several security assaults and the inability to run securely, when...

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Main Authors: Khan, Burhan Ul Islam, Olanrewaju, Rashidah Funke, Anwar, Farhat, Mir, Roohie Naaz
Format: Article
Language:English
English
Published: Blue Eyes Intelligence Engineering & Sciences Publication 2019
Subjects:
T10.5 Communication of technical information
TK7800 Electronics. Computer engineering. Computer hardware. Photoelectronic devices
Online Access:http://irep.iium.edu.my/72187/1/F3833048619.pdf
http://irep.iium.edu.my/72187/7/72187_International%20Journal%20of%20Soft%20Computing%20and%20Engineering_scopus.pdf
http://irep.iium.edu.my/72187/
https://www.ijitee.org/wp-content/uploads/papers/v8i7/F3833048619.pdf
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spelling my.iium.irep.721872019-11-24T15:37:57Z http://irep.iium.edu.my/72187/ ECM-GT: design of efficient computational modelling based on game theoretical approach towards enhancing the security solutions in MANET Khan, Burhan Ul Islam Olanrewaju, Rashidah Funke Anwar, Farhat Mir, Roohie Naaz T10.5 Communication of technical information TK7800 Electronics. Computer engineering. Computer hardware. Photoelectronic devices Game Theory is a useful tool for exploring the issues concerning Mobile Ad-Hoc Network (or MANET) security. In MANETs, coordination among the portable nodes is more significant, which encompasses their vulnerability challenges to several security assaults and the inability to run securely, when storing its resources and manage secure routing between the nodes. Hence, it is imperative to design an efficient routing protocol to secure all nodes from unknown behaviors. In the current research study, the game-theory approach is utilized for analytical purpose and addresses the security problems in MANETs. The game-theoretic approach is mainly adopted to find the malicious activities in the networks. In the proposed work, a Bayesian-Signaling game model is proposed which analyses the behavior of both regular/normal and malicious nodes. The game model proposed also provides the finest actions of autonomous tactics for every node. A Bayesian-Equilibrium (BE) offers the best solution for games to resolve the incomplete information by joining strategies and players payoff which form an equilibrium. By exploiting the BE mechanism, the system can detect the behavior of regular as well as malicious nodes. Therefore, Efficient ComputationalModelling based on Game Theory or ECM-GT methodology will reduce the utility of malicious nodes and increase the utility of regular nodes. Also, it stimulates the best co-operation among the nodes by exploiting the reputation system. On comparing our results with the existing systems, it was found that the proposed algorithm performed better in the detection of malicious nodes, throughput, false positive rate and detection of attacks. Blue Eyes Intelligence Engineering & Sciences Publication 2019-05 Article PeerReviewed application/pdf en http://irep.iium.edu.my/72187/1/F3833048619.pdf application/pdf en http://irep.iium.edu.my/72187/7/72187_International%20Journal%20of%20Soft%20Computing%20and%20Engineering_scopus.pdf Khan, Burhan Ul Islam and Olanrewaju, Rashidah Funke and Anwar, Farhat and Mir, Roohie Naaz (2019) ECM-GT: design of efficient computational modelling based on game theoretical approach towards enhancing the security solutions in MANET. International Journal of Soft Computing and Engineering, 8 (7). pp. 506-519. ISSN 2278-3075 https://www.ijitee.org/wp-content/uploads/papers/v8i7/F3833048619.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 T10.5 Communication of technical information
TK7800 Electronics. Computer engineering. Computer hardware. Photoelectronic devices
spellingShingle T10.5 Communication of technical information
TK7800 Electronics. Computer engineering. Computer hardware. Photoelectronic devices
Khan, Burhan Ul Islam
Olanrewaju, Rashidah Funke
Anwar, Farhat
Mir, Roohie Naaz
ECM-GT: design of efficient computational modelling based on game theoretical approach towards enhancing the security solutions in MANET
description Game Theory is a useful tool for exploring the issues concerning Mobile Ad-Hoc Network (or MANET) security. In MANETs, coordination among the portable nodes is more significant, which encompasses their vulnerability challenges to several security assaults and the inability to run securely, when storing its resources and manage secure routing between the nodes. Hence, it is imperative to design an efficient routing protocol to secure all nodes from unknown behaviors. In the current research study, the game-theory approach is utilized for analytical purpose and addresses the security problems in MANETs. The game-theoretic approach is mainly adopted to find the malicious activities in the networks. In the proposed work, a Bayesian-Signaling game model is proposed which analyses the behavior of both regular/normal and malicious nodes. The game model proposed also provides the finest actions of autonomous tactics for every node. A Bayesian-Equilibrium (BE) offers the best solution for games to resolve the incomplete information by joining strategies and players payoff which form an equilibrium. By exploiting the BE mechanism, the system can detect the behavior of regular as well as malicious nodes. Therefore, Efficient ComputationalModelling based on Game Theory or ECM-GT methodology will reduce the utility of malicious nodes and increase the utility of regular nodes. Also, it stimulates the best co-operation among the nodes by exploiting the reputation system. On comparing our results with the existing systems, it was found that the proposed algorithm performed better in the detection of malicious nodes, throughput, false positive rate and detection of attacks.
format Article
author Khan, Burhan Ul Islam
Olanrewaju, Rashidah Funke
Anwar, Farhat
Mir, Roohie Naaz
author_facet Khan, Burhan Ul Islam
Olanrewaju, Rashidah Funke
Anwar, Farhat
Mir, Roohie Naaz
author_sort Khan, Burhan Ul Islam
title ECM-GT: design of efficient computational modelling based on game theoretical approach towards enhancing the security solutions in MANET
title_short ECM-GT: design of efficient computational modelling based on game theoretical approach towards enhancing the security solutions in MANET
title_full ECM-GT: design of efficient computational modelling based on game theoretical approach towards enhancing the security solutions in MANET
title_fullStr ECM-GT: design of efficient computational modelling based on game theoretical approach towards enhancing the security solutions in MANET
title_full_unstemmed ECM-GT: design of efficient computational modelling based on game theoretical approach towards enhancing the security solutions in MANET
title_sort ecm-gt: design of efficient computational modelling based on game theoretical approach towards enhancing the security solutions in manet
publisher Blue Eyes Intelligence Engineering & Sciences Publication
publishDate 2019
url http://irep.iium.edu.my/72187/1/F3833048619.pdf
http://irep.iium.edu.my/72187/7/72187_International%20Journal%20of%20Soft%20Computing%20and%20Engineering_scopus.pdf
http://irep.iium.edu.my/72187/
https://www.ijitee.org/wp-content/uploads/papers/v8i7/F3833048619.pdf
_version_ 1651865914549731328
score 13.211869

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