Improving the Robustness of IoT-Powered Smart City Applications Through Service-Reliant Application Authentication Technique
In applications related to smart cities, the Internet of Things (IoT) promotes service scalability regardless of variations in user density. Many customers require several safety procedures to supply reliable and effective application services. Undependable user identity was the cause of the current...
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Format: | Article |
Language: | English |
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IEEE
2024-01-01
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Series: | IEEE Access |
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Online Access: | https://ieeexplore.ieee.org/document/10418463/ |
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author | Jamil Abedalrahim Jamil Alsayaydeh Irianto Mohanad Faeq Ali Mohammed Nasser Mohammed Al-Andoli Safarudin Gazali Herawan |
author_facet | Jamil Abedalrahim Jamil Alsayaydeh Irianto Mohanad Faeq Ali Mohammed Nasser Mohammed Al-Andoli Safarudin Gazali Herawan |
author_sort | Jamil Abedalrahim Jamil Alsayaydeh |
collection | DOAJ |
description | In applications related to smart cities, the Internet of Things (IoT) promotes service scalability regardless of variations in user density. Many customers require several safety procedures to supply reliable and effective application services. Undependable user identity was the cause of the current case of Permanent Denial of Service (PDoS). The article discusses service-dependent application authentication (SRAA), a defense against PDoS attacks, in the context of smart cities. This authentication method uses the controlled access distribution mechanism to provide application security. The user application’s link connectivity and synchronization capabilities with the user device are used in the monitored access distribution. Backpropagation (BP) learning is used to find errors in the user device, implementation, and verification connections. BP learning minimizes the given weights using the anomaly learned from the initial access distribution phase. The anomaly has been identified in order of earlier training eras to enable coordinated authorization for the distributed services. PDoS causes fewer weights to become disconnected from the service, diminishing the number of service failures for linked devices. The experimental findings have been implemented, and the suggested SRAA model lowers computation overhead by 18.14% and false rate by 10.96%, access success by 9.07%, authenticating duration by 15.38% and synchronization failure by 8.94% compared to other existing models. |
first_indexed | 2024-03-08T04:08:57Z |
format | Article |
id | doaj.art-c1d099f9c8174f84aac75ee7d572c181 |
institution | Directory Open Access Journal |
issn | 2169-3536 |
language | English |
last_indexed | 2024-03-08T04:08:57Z |
publishDate | 2024-01-01 |
publisher | IEEE |
record_format | Article |
series | IEEE Access |
spelling | doaj.art-c1d099f9c8174f84aac75ee7d572c1812024-02-09T00:01:20ZengIEEEIEEE Access2169-35362024-01-0112194051941710.1109/ACCESS.2024.336140710418463Improving the Robustness of IoT-Powered Smart City Applications Through Service-Reliant Application Authentication TechniqueJamil Abedalrahim Jamil Alsayaydeh0https://orcid.org/0000-0002-9768-4925 Irianto1https://orcid.org/0000-0003-0733-126XMohanad Faeq Ali2https://orcid.org/0000-0002-3242-9798Mohammed Nasser Mohammed Al-Andoli3https://orcid.org/0000-0001-6491-9938Safarudin Gazali Herawan4https://orcid.org/0000-0002-5725-8075Department of Engineering Technology, Fakulti Teknologi and Kejuruteraan Elektronik and Komputer (FTKEK), Universiti Teknikal Malaysia Melaka (UTeM), Durian Tunggal, Melaka, MalaysiaDepartment of General Education, Faculty of Resilience, Rabdan Academy, Abu Dhabi, United Arab EmiratesFakulti Teknologi Maklumat dan Komunikasi, Universiti Teknikal Malaysia Melaka (UTeM), Durian Tunggal, Melaka, MalaysiaFaculty of Information and Communication Technology, Universiti Teknikal Malaysia Melaka (UTeM), Durian Tunggal, Melaka, MalaysiaIndustrial Engineering Department, Faculty of Engineering, Bina Nusantara University, Jakarta, IndonesiaIn applications related to smart cities, the Internet of Things (IoT) promotes service scalability regardless of variations in user density. Many customers require several safety procedures to supply reliable and effective application services. Undependable user identity was the cause of the current case of Permanent Denial of Service (PDoS). The article discusses service-dependent application authentication (SRAA), a defense against PDoS attacks, in the context of smart cities. This authentication method uses the controlled access distribution mechanism to provide application security. The user application’s link connectivity and synchronization capabilities with the user device are used in the monitored access distribution. Backpropagation (BP) learning is used to find errors in the user device, implementation, and verification connections. BP learning minimizes the given weights using the anomaly learned from the initial access distribution phase. The anomaly has been identified in order of earlier training eras to enable coordinated authorization for the distributed services. PDoS causes fewer weights to become disconnected from the service, diminishing the number of service failures for linked devices. The experimental findings have been implemented, and the suggested SRAA model lowers computation overhead by 18.14% and false rate by 10.96%, access success by 9.07%, authenticating duration by 15.38% and synchronization failure by 8.94% compared to other existing models.https://ieeexplore.ieee.org/document/10418463/Access distributionBP learningIoTservice authenticationsmart city |
spellingShingle | Jamil Abedalrahim Jamil Alsayaydeh Irianto Mohanad Faeq Ali Mohammed Nasser Mohammed Al-Andoli Safarudin Gazali Herawan Improving the Robustness of IoT-Powered Smart City Applications Through Service-Reliant Application Authentication Technique IEEE Access Access distribution BP learning IoT service authentication smart city |
title | Improving the Robustness of IoT-Powered Smart City Applications Through Service-Reliant Application Authentication Technique |
title_full | Improving the Robustness of IoT-Powered Smart City Applications Through Service-Reliant Application Authentication Technique |
title_fullStr | Improving the Robustness of IoT-Powered Smart City Applications Through Service-Reliant Application Authentication Technique |
title_full_unstemmed | Improving the Robustness of IoT-Powered Smart City Applications Through Service-Reliant Application Authentication Technique |
title_short | Improving the Robustness of IoT-Powered Smart City Applications Through Service-Reliant Application Authentication Technique |
title_sort | improving the robustness of iot powered smart city applications through service reliant application authentication technique |
topic | Access distribution BP learning IoT service authentication smart city |
url | https://ieeexplore.ieee.org/document/10418463/ |
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