Improving Data Privacy in the Internet of Things by Using Artificial Immune System, in Regard with the Internet Limitations
Today, protecting data privacy is considered as the most important challenge in the Internet of Things networks. These networks contain important data which is transmitted among the nodes. For this reason, it is very important to pay attention to the concern of data privacy in the Internet of Things...
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University of Qom
2022-03-01
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Series: | مدیریت مهندسی و رایانش نرم |
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Online Access: | https://jemsc.qom.ac.ir/article_1297_ddbb73a15295a849d10623c408ef5692.pdf |
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author | Marzieh Faridi Masouleh Ali Harounabadi Asal Sayyad |
author_facet | Marzieh Faridi Masouleh Ali Harounabadi Asal Sayyad |
author_sort | Marzieh Faridi Masouleh |
collection | DOAJ |
description | Today, protecting data privacy is considered as the most important challenge in the Internet of Things networks. These networks contain important data which is transmitted among the nodes. For this reason, it is very important to pay attention to the concern of data privacy in the Internet of Things. Studies show that the lack of a complete, efficient and standard model has caused many security flaws in these networks. By using the Internet limitations, this study discusses how to create a target function to protect data privacy in the Internet of Things. The proposed approach aims to find an optimal path with high competence. This method has been implemented in MATLAB software and the results of experiments show that although the Artificial Immune System (AIS) algorithm has no certain solution for optimization problems, it finds a near optimal answer. In addition, the response time of AIS algorithm is lower compared with the examined algorithms. According to the convergence diagrams, the AIS algorithm has good convergence. |
format | Article |
id | doaj-art-6a38c67982d24a08a86d684bba8aaca6 |
institution | Kabale University |
issn | 2538-6239 2538-2675 |
language | fas |
publishDate | 2022-03-01 |
publisher | University of Qom |
record_format | Article |
series | مدیریت مهندسی و رایانش نرم |
spelling | doaj-art-6a38c67982d24a08a86d684bba8aaca62025-01-30T20:18:14ZfasUniversity of Qomمدیریت مهندسی و رایانش نرم2538-62392538-26752022-03-01818510510.22091/jemsc.2019.12971297Improving Data Privacy in the Internet of Things by Using Artificial Immune System, in Regard with the Internet LimitationsMarzieh Faridi Masouleh0Ali Harounabadi1Asal Sayyad2Ahrar Institute of Technology and Higher Education, Rasht, GuilanAssociate Prof., Faculty of Computer, Islamic Azad University Tehran Branch, Tehran, IranIAUECToday, protecting data privacy is considered as the most important challenge in the Internet of Things networks. These networks contain important data which is transmitted among the nodes. For this reason, it is very important to pay attention to the concern of data privacy in the Internet of Things. Studies show that the lack of a complete, efficient and standard model has caused many security flaws in these networks. By using the Internet limitations, this study discusses how to create a target function to protect data privacy in the Internet of Things. The proposed approach aims to find an optimal path with high competence. This method has been implemented in MATLAB software and the results of experiments show that although the Artificial Immune System (AIS) algorithm has no certain solution for optimization problems, it finds a near optimal answer. In addition, the response time of AIS algorithm is lower compared with the examined algorithms. According to the convergence diagrams, the AIS algorithm has good convergence.https://jemsc.qom.ac.ir/article_1297_ddbb73a15295a849d10623c408ef5692.pdfartificial immune system (ais) algorithmdata privacyinternet limitationsthe internet of things |
spellingShingle | Marzieh Faridi Masouleh Ali Harounabadi Asal Sayyad Improving Data Privacy in the Internet of Things by Using Artificial Immune System, in Regard with the Internet Limitations مدیریت مهندسی و رایانش نرم artificial immune system (ais) algorithm data privacy internet limitations the internet of things |
title | Improving Data Privacy in the Internet of Things by Using Artificial Immune System, in Regard with the Internet Limitations |
title_full | Improving Data Privacy in the Internet of Things by Using Artificial Immune System, in Regard with the Internet Limitations |
title_fullStr | Improving Data Privacy in the Internet of Things by Using Artificial Immune System, in Regard with the Internet Limitations |
title_full_unstemmed | Improving Data Privacy in the Internet of Things by Using Artificial Immune System, in Regard with the Internet Limitations |
title_short | Improving Data Privacy in the Internet of Things by Using Artificial Immune System, in Regard with the Internet Limitations |
title_sort | improving data privacy in the internet of things by using artificial immune system in regard with the internet limitations |
topic | artificial immune system (ais) algorithm data privacy internet limitations the internet of things |
url | https://jemsc.qom.ac.ir/article_1297_ddbb73a15295a849d10623c408ef5692.pdf |
work_keys_str_mv | AT marziehfaridimasouleh improvingdataprivacyintheinternetofthingsbyusingartificialimmunesysteminregardwiththeinternetlimitations AT aliharounabadi improvingdataprivacyintheinternetofthingsbyusingartificialimmunesysteminregardwiththeinternetlimitations AT asalsayyad improvingdataprivacyintheinternetofthingsbyusingartificialimmunesysteminregardwiththeinternetlimitations |