A Multi Target Intention Recognition Model of Drones Based on Transfer Learning

To address the issue of neglecting scenarios involving joint operations and collaborative drone swarm operations in air combat target intent recognition. This paper proposes a transfer learning-based intention prediction model for drone formation targets in air combat. This model recognizes the intentions of multiple aerial targets by extracting spatial features among the targets at each moment. Simulation results demonstrate that, compared to classical intention recognition models, the proposed model in this paper achieves higher accuracy in identifying the intentions of drone swarm targets in air combat scenarios.

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Publication Details

Journal
Journal of Systems Engineering and Electronics
Published
2025-10-01
DOI
https://doi.org/10.23919/jsee.2025.000137
Citations
1
Primary Topic
Fire Detection and Safety Systems
Type
article
Field-Weighted Citation Impact
1.30
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article

A Multi Target Intention Recognition Model of Drones Based on Transfer Learning

Wang Xu-hua, Shichang Wan, Hao Li, Yahui Hu et al.
1 citations
Journal of Systems Engineering and Electronics
Fire Detection and Safety Systems
1.30
article

A Multi Target Intention Recognition Model of Drones Based on Transfer Learning

Wang Xu-hua, Shichang Wan, Hao Li, Yahui Hu, Cui Siyuan
article en
1 citations

Abstract

To address the issue of neglecting scenarios involving joint operations and collaborative drone swarm operations in air combat target intent recognition. This paper proposes a transfer learning-based intention prediction model for drone formation targets in air combat. This model recognizes the intentions of multiple aerial targets by extracting spatial features among the targets at each moment. Simulation results demonstrate that, compared to classical intention recognition models, the proposed model in this paper achieves higher accuracy in identifying the intentions of drone swarm targets in air combat scenarios.

Journal of Systems Engineering and ElectronicsVol. 36(5)
Xidian University (CN), Shangluo University (CN)
Openalex Percentile: Top 16%
Fire Detection and Safety Systems
1.30
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