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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 et Soo Young Shin

Article de revue (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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Département: Département de génie électrique
Organismes subventionnaires: 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
Numéro de subvention: 2018R1A6A1A03024003, IITP-2024-2020-0-01612
URL de PolyPublie: https://publications.polymtl.ca/63001/
Titre de la revue: IEEE Access (vol. 13)
Maison d'édition: IEEE
DOI: 10.1109/access.2025.3545733
URL officielle: https://doi.org/10.1109/access.2025.3545733
Date du dépôt: 26 févr. 2025 13:48
Dernière modification: 23 oct. 2025 11:03
Citer en 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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