Hybrid Optimization with Enhanced QoS-based Path Selection in VANETs

: Vehicular ad hoc networks (VANETs) recently covered a wide range of intelligent transportation systems (ITSs) and applications. VANETs consist of convinced unique characteristics such as dynamic movement and high speed. Due to these characteristics, link failures occur, and delay and routing over...

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Main Authors: F. Al-dolaimy, F. Al-dolaimy, Rabei Raad Ali, Rabei Raad Ali, Noor Nabeel, Noor Nabeel, Al-Dayyeni, Wisam Subhi, Hashim Abbas, Fatima, Muhi Hariz, Hussein, A Mostafa, Salama, Jubair, Mohammed Ahmed
Format: Article
Language:English
Published: INASS 2023
Subjects:
Online Access:http://eprints.uthm.edu.my/9256/
http://eprints.uthm.edu.my/9256/1/J16055_a521783bc4a0c2c549f3fca6c51ad8a2.pdf
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author F. Al-dolaimy, F. Al-dolaimy
Rabei Raad Ali, Rabei Raad Ali
Noor Nabeel, Noor Nabeel
Al-Dayyeni, Wisam Subhi
Hashim Abbas, Fatima
Muhi Hariz, Hussein
A Mostafa, Salama
Jubair, Mohammed Ahmed
author_facet F. Al-dolaimy, F. Al-dolaimy
Rabei Raad Ali, Rabei Raad Ali
Noor Nabeel, Noor Nabeel
Al-Dayyeni, Wisam Subhi
Hashim Abbas, Fatima
Muhi Hariz, Hussein
A Mostafa, Salama
Jubair, Mohammed Ahmed
author_sort F. Al-dolaimy, F. Al-dolaimy
building UTHM Institutional Repository
collection Online Access
description : Vehicular ad hoc networks (VANETs) recently covered a wide range of intelligent transportation systems (ITSs) and applications. VANETs consist of convinced unique characteristics such as dynamic movement and high speed. Due to these characteristics, link failures occur, and delay and routing overhead is greatly increased, directly affecting the effectiveness, Quality of Service (QoS), and stability of VANETs. To achieve an efficient and reliable network performance, this paper proposes QoS Aware Hybrid Optimization for Improving Path Selection (HOIPSVANETs) in VANETs. This hybrid optimization combines the Improved ant colony optimization (ACO) and Effective Whale Optimization Algorithm (EWOA). The EWOA algorithm is used for initial optimal path selection, and ACO is used to find the best optimal solution to achieve effective communication in VANETs. This optimization technique is also applied to low-density, medium-density, and high-density scenarios, as it is compared with the earlier methods. During the experimentation process, our findings reveal no noticeable change in the performance of the earlier methods when applied to the low-density and medium-density scenarios. Still, the performance is gradually reduced when applied to the high-density scenario. On the other hand, the performance of the proposed approach is better for all three tested scenarios and demonstrates effective communication for the VANETs.
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spelling uthm-92562023-07-17T07:46:19Z http://eprints.uthm.edu.my/9256/ Hybrid Optimization with Enhanced QoS-based Path Selection in VANETs F. Al-dolaimy, F. Al-dolaimy Rabei Raad Ali, Rabei Raad Ali Noor Nabeel, Noor Nabeel Al-Dayyeni, Wisam Subhi Hashim Abbas, Fatima Muhi Hariz, Hussein A Mostafa, Salama Jubair, Mohammed Ahmed T Technology (General) : Vehicular ad hoc networks (VANETs) recently covered a wide range of intelligent transportation systems (ITSs) and applications. VANETs consist of convinced unique characteristics such as dynamic movement and high speed. Due to these characteristics, link failures occur, and delay and routing overhead is greatly increased, directly affecting the effectiveness, Quality of Service (QoS), and stability of VANETs. To achieve an efficient and reliable network performance, this paper proposes QoS Aware Hybrid Optimization for Improving Path Selection (HOIPSVANETs) in VANETs. This hybrid optimization combines the Improved ant colony optimization (ACO) and Effective Whale Optimization Algorithm (EWOA). The EWOA algorithm is used for initial optimal path selection, and ACO is used to find the best optimal solution to achieve effective communication in VANETs. This optimization technique is also applied to low-density, medium-density, and high-density scenarios, as it is compared with the earlier methods. During the experimentation process, our findings reveal no noticeable change in the performance of the earlier methods when applied to the low-density and medium-density scenarios. Still, the performance is gradually reduced when applied to the high-density scenario. On the other hand, the performance of the proposed approach is better for all three tested scenarios and demonstrates effective communication for the VANETs. INASS 2023 Article PeerReviewed text en http://eprints.uthm.edu.my/9256/1/J16055_a521783bc4a0c2c549f3fca6c51ad8a2.pdf F. Al-dolaimy, F. Al-dolaimy and Rabei Raad Ali, Rabei Raad Ali and Noor Nabeel, Noor Nabeel and Al-Dayyeni, Wisam Subhi and Hashim Abbas, Fatima and Muhi Hariz, Hussein and A Mostafa, Salama and Jubair, Mohammed Ahmed (2023) Hybrid Optimization with Enhanced QoS-based Path Selection in VANETs. International Journal of Intelligent Engineering and Systems, 16 (4). pp. 69-80. https://doi.org/10.22266/ijies2023.0831.06
spellingShingle T Technology (General)
F. Al-dolaimy, F. Al-dolaimy
Rabei Raad Ali, Rabei Raad Ali
Noor Nabeel, Noor Nabeel
Al-Dayyeni, Wisam Subhi
Hashim Abbas, Fatima
Muhi Hariz, Hussein
A Mostafa, Salama
Jubair, Mohammed Ahmed
Hybrid Optimization with Enhanced QoS-based Path Selection in VANETs
title Hybrid Optimization with Enhanced QoS-based Path Selection in VANETs
title_full Hybrid Optimization with Enhanced QoS-based Path Selection in VANETs
title_fullStr Hybrid Optimization with Enhanced QoS-based Path Selection in VANETs
title_full_unstemmed Hybrid Optimization with Enhanced QoS-based Path Selection in VANETs
title_short Hybrid Optimization with Enhanced QoS-based Path Selection in VANETs
title_sort hybrid optimization with enhanced qos-based path selection in vanets
topic T Technology (General)
url http://eprints.uthm.edu.my/9256/
http://eprints.uthm.edu.my/9256/
http://eprints.uthm.edu.my/9256/1/J16055_a521783bc4a0c2c549f3fca6c51ad8a2.pdf