Electronics Optics & Control, Volume. 32, Issue 3, 7(2025)

Performance Analysis of Collaborative Tracking Based on Bernoulli Filter and K-Rank Fusion

WU Junqing1... WANG Fei1, ZHOU Jianjiang1 and HAN Qinghua2 |Show fewer author(s)
Author Affiliations
  • 1Key Laboratory of Radar Imaging and Microwave Photonics Ministry of Education,Nanjing University of Aeronautics and Astronautics,Nanjing 211000,China
  • 2School of Artificial Intelligence,Zaozhuang University,Zaozhuang 277000,China
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    In addressing the demand for efficiency analysis in multi-radar collaborative target tracking,the mainstream fusion algorithms based on density estimation are modeled and their limitations are analyzed based on the entropy error theory of Gaussian-Uniform mixture distribution. A multi-radar collaborative tracking method based on Bernoulli filtering of sequential Monte Carlo approximation and K-rank fusion is designed. Additionally,an error decreasing function is adopted as an indicator to quantitatively analyze the collaboration effectiveness of multi-radar target tracking. The simulation experiments show that:1) When the process noise of multi-radar target tracking is either too high or too low,there is negligible improvement in fusion tracking performance,indicating minimal efficiency gains from increasing radar quantity under such conditions; and 2) When the process noise is appropriate,there is significant improvement in fusion tracking performance,and the improvement showing a positive decreasing relationship with the increase of number of radars. The study provides a guidance for determining the number of radar nodes.

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    WU Junqing, WANG Fei, ZHOU Jianjiang, HAN Qinghua. Performance Analysis of Collaborative Tracking Based on Bernoulli Filter and K-Rank Fusion[J]. Electronics Optics & Control, 2025, 32(3): 7

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    Paper Information

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    Received: Dec. 28, 2023

    Accepted: Mar. 21, 2025

    Published Online: Mar. 21, 2025

    The Author Email:

    DOI:10.3969/j.issn.1671-637x.2025.03.002

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