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Gravitational search algorithm swarm based drone reconnaissance for target detection in unknown environment

Ahmed Al Amin, Irfan Azam, Md Masuduzzaman, Abdullah Qayyum, Muhammad Sajid Sarwar, Saud Khan and Soo Young Shin

Article (2025)

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Abstract

Target detection in an unknown environment is a crucial aspect of reconnaissance using a swarm of unmanned aerial vehicles (UAVs). An efficient target detection technique is required to minimize the number of iterations for searching and maximize the coverage area with respect to the number of iterations and detected targets. This paper proposes a gravitational search algorithm (GSA) swarm-based UAV reconnaissance scheme to detect targets in an unknown environment. Additionally, different GSA-based searching methods are analyzed to identify the most efficient one with the minimum number of iterations and maximum coverage. Extensive simulations are performed, and the results of the proposed scheme are compared with existing search schemes. The results demonstrate that the proposed GSA swarm-based detection scheme requires fewer iterations and provides greater area coverage than existing UAV reconnaissance schemes for target detection in an unknown environment.

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Department: Department of Electrical Engineering
Funders: National Research Foundation of Korea (NRF) - Basic Science Research Program, Korea Government - Minstry of Education, Institute of Information & Communications Technology Planning & Evaluation (IITP) - Information Technology Research Center (ITRC) grant, Korea Government - Ministry of Science and ICT
Grant number: 2018R1A6A1A03024003, IITP-2024-2020-0-01612
PolyPublie URL: https://publications.polymtl.ca/63001/
Journal Title: IEEE Access (vol. 13)
Publisher: IEEE
DOI: 10.1109/access.2025.3545733
Official URL: https://doi.org/10.1109/access.2025.3545733
Date Deposited: 26 Feb 2025 13:48
Last Modified: 08 Jan 2026 17:58
Cite in APA 7: Amin, A. A., Azam, I., Masuduzzaman, M., Qayyum, A., Sarwar, M. S., Khan, S., & Shin, S. Y. (2025). Gravitational search algorithm swarm based drone reconnaissance for target detection in unknown environment. IEEE Access, 13, 36897-36908. https://doi.org/10.1109/access.2025.3545733

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