Data-driven infrared small target prediction for drone swarm in complex environment

In the paper, small target prediction for drone swarm is conducted by data-driven learning. First, prediction of trajectories are generated by a LSTM network. Secondly, the angles of velocity and sight lines are calculated and normalized to generate the prediction of velocity. Finally, target prediction is generated by conducting decision fusion of the predictions of trajectory and angles. Experimental results demonstrate that the framework can fulfill the target prediction task quickly and satisfactorily.

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Publication Details

Published
2025-09-15
DOI
https://doi.org/10.1117/12.3071455
Primary Topic
Infrared Target Detection Methodologies
Type
article
Field-Weighted Citation Impact
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article

Data-driven infrared small target prediction for drone swarm in complex environment

Ruiguang Hu, Huixia Wang, Gongrong Ma, Jun Zhang
Infrared Target Detection Methodologies
article

Data-driven infrared small target prediction for drone swarm in complex environment

Ruiguang Hu, Huixia Wang, Gongrong Ma, Jun Zhang
article en

Abstract

In the paper, small target prediction for drone swarm is conducted by data-driven learning. First, prediction of trajectories are generated by a LSTM network. Secondly, the angles of velocity and sight lines are calculated and normalized to generate the prediction of velocity. Finally, target prediction is generated by conducting decision fusion of the predictions of trajectory and angles. Experimental results demonstrate that the framework can fulfill the target prediction task quickly and satisfactorily.

Beijing Aerospace Flight Control Center (CN)
Openalex Percentile: Top 67%
Infrared Target Detection Methodologies
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