Experimental Demonstration of Optimization based UAV placement in Vehicular Networks

Vehicular networks are used in maximum of the intelligent communication oriented applications. Vehicles which are present in the network are high speed and its mobile are highly unpredictable and that leads to reducing the communication quality during the peak traffic hours. In order to overcome these drawbacks, and Unmanned Aerial Vehicles (UAV's) which is otherwise called as flying base station is incorporated with the vehicular network. The UAV assistant vehicles are able to communicate in the efficient manner that increases inter and intra vehicular communication performance. Due to the growing number of vehicles, the network still requires improvement to standardize vehicle monitoring. In this article, optimization-based UAV placement (EOUAV) is proposed in the vehicular network to combine successful UAV deployment with better ant colony optimization. This procedure deploys UAVs appropriately, increasing network flexibility and communication quality. Energy consumption, data success rate, data loss rate, and throughput are used to analyze this suggested EOUAV's experimental results in ns2 software. The comparison study shows that the proposed EOUAV outperformed baseline approaches in data success rate and throughput.

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Published
2025-06-05
DOI
https://doi.org/10.1109/iccsp64183.2025.11088704
Primary Topic
UAV Applications and Optimization
Type
article
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article

Experimental Demonstration of Optimization based UAV placement in Vehicular Networks

Waleed Hadi Madhloom Kurdi, Sakthitharan Subramanian, Fatima Hashim Abbas, Waleed Mohammed Khazaal et al.
UAV Applications and Optimization
article

Experimental Demonstration of Optimization based UAV placement in Vehicular Networks

Waleed Hadi Madhloom Kurdi, Sakthitharan Subramanian, Fatima Hashim Abbas, Waleed Mohammed Khazaal, Kassem Al Attabi, Hussein Kadhim Sultan
article en

Abstract

Vehicular networks are used in maximum of the intelligent communication oriented applications. Vehicles which are present in the network are high speed and its mobile are highly unpredictable and that leads to reducing the communication quality during the peak traffic hours. In order to overcome these drawbacks, and Unmanned Aerial Vehicles (UAV's) which is otherwise called as flying base station is incorporated with the vehicular network. The UAV assistant vehicles are able to communicate in the efficient manner that increases inter and intra vehicular communication performance. Due to the growing number of vehicles, the network still requires improvement to standardize vehicle monitoring. In this article, optimization-based UAV placement (EOUAV) is proposed in the vehicular network to combine successful UAV deployment with better ant colony optimization. This procedure deploys UAVs appropriately, increasing network flexibility and communication quality. Energy consumption, data success rate, data loss rate, and throughput are used to analyze this suggested EOUAV's experimental results in ns2 software. The comparison study shows that the proposed EOUAV outperformed baseline approaches in data success rate and throughput.

SRM Institute of Science and Technology (IN), Thi Qar University (IQ), Alsalam University College (IQ), Kodolányi János University of Applied Sciences (HU), Iraqi University (IQ)
Affordable and clean energy
Openalex Percentile: Top 72%
UAV Applications and Optimization
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Experimental Demonstration of Optimization based UAV placement in Vehicular Networks — Waleed Hadi Madhloom Kurdi, Sakthitharan Subramanian, et al. · (2025) | TGRS Research Map | TGRS