一种模型和数据混合驱动的电磁频谱态势测绘方法
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1.南京航空航天大学电磁频谱空间认知动态系统工业和信息化部重点实验室,南京 211106;2.陆军工程大学通信工程学院,南京 210007

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A Method of Electromagnetic Spectrum Situation Mapping Driven by Model and Data
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1.Key Laboratory of Ministry of Industry and Information Technology on Electromagnetic Spectrum Spatial Cognitive Dynamic Systems, Nanjing University of Aeronautics & Astronautics, Nanjing 211106, China;2.College of Communication Engineering, Army Engineering University of PLA, Nanjing 210007, China

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    摘要:

    频谱数据通常以多维度为特征,例如频率、时间、空间与信号强度等,这为采集以及可视化数据带来挑战。本文通过引入电磁频谱态势来表征信号功率谱密度在电磁空间的分布情况来实现目标区域内的频谱态势感知。目前频谱数据的获取方式通常为在目标区域内布置大量离散分布传感器,这导致采样效率低下,采样成本上升,在资源受限的情况下,上述采样方式并不可取。因此,本文从提高采样效率与降低采样成本出发,提出利用无人机采样实现目标区域内的信号功率数据获取,得到缺损二维、三维频谱态势,进一步提出一种模型和数据混合驱动的电磁频谱态势测绘方法,从而实现目标区域内部完整频谱态势的恢复。仿真结果表明,所提方法可以有效地完成目标区域内电磁频谱态势测绘,其补全精度与测绘效果均好于传统插值算法与张量补全算法。

    Abstract:

    Spectral data is often characterized by multiple dimensions, such as frequency, time, space, and signal strength, which poses challenges for data acquisition and visualization. The electromagnetic spectrum situation is introduced to characterize the distribution of signal power spectral density in electromagnetic space to realize the spectrum situation awareness in the target region. At present, the acquisition method of spectrum data is usually to arrange a large number of discrete distributed sensors in the target area, which leads to low sampling efficiency and high sampling cost. In the case of limited resources, the above sampling method is not desirable. Therefore, on the basis of comprehensive consideration of sampling time and sampling coverage, in order to achieve electromagnetic spectrum posture cartography in the target region, a method of electromagnetic spectrum situation cartography based on hybrid model and data driven by UAV sampling is proposed. The simulation results show that the proposed method can effectively complete the electromagnetic spectrum situation mapping in the target region, and its completion accuracy and mapping effect are both better than the traditional interpolation algorithm and tensor completion algorithm.

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李泓余,沈锋,韩路,朱秋明,丁国如,杜孝夫.一种模型和数据混合驱动的电磁频谱态势测绘方法[J].数据采集与处理,2022,37(2):321-335

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  • 收稿日期:2021-04-02
  • 最后修改日期:2021-07-20
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  • 在线发布日期: 2022-04-11