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An Online Multisensor Data Fusion Framework for Radar Emitter Classification

机译:用于雷达辐射源分类的在线多传感器数据融合框架

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摘要

Radar emitter classification is a special application of data clustering for classifying unknown radar emitters in airborne electronic support system. In this paper, a novel online multisensor data fusion framework is proposed for radar emitter classification under the background of network centric warfare. The framework is composed of local processing and multisensor fusion processing, from which the rough and precise classification results are obtained, respectively. What is more, the proposed algorithm does not need prior knowledge and training process; it can dynamically update the number of the clusters and the cluster centers when new pulses arrive. At last, the experimental results show that the proposed framework is an efficacious way to solve radar emitter classification problem in networked warfare.
机译:雷达辐射器分类是数据聚类的特殊应用,用于对机载电子支持系统中的未知雷达辐射器进行分类。在网络中心战的背景下,提出了一种新颖的在线多传感器数据融合框架,用于雷达辐射源分类。该框架由局部处理和多传感器融合处理组成,从中分别获得粗略和精确的分类结果。而且,所提出的算法不需要先验知识和训练过程。当新的脉冲到达时,它可以动态地更新簇的数目和簇中心。最后,实验结果表明,所提出的框架是解决网络战中雷达辐射源分类问题的有效途径。

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  • 来源
    《International journal of aerospace engineering》 |2016年第1期|5372510.1-5372510.16|共16页
  • 作者单位

    Air Force Engn Univ, Aeronaut & Astronaut Engn Coll, Xian 710038, Shaanxi, Peoples R China;

    Air Force Engn Univ, Aeronaut & Astronaut Engn Coll, Xian 710038, Shaanxi, Peoples R China;

    Air Force Engn Univ, Aeronaut & Astronaut Engn Coll, Xian 710038, Shaanxi, Peoples R China;

    Air Force Engn Univ, Aeronaut & Astronaut Engn Coll, Xian 710038, Shaanxi, Peoples R China;

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  • 正文语种 eng
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  • 入库时间 2022-08-18 00:05:47

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