基于最大相关熵的通信辐射源个体识别方法

唐哲; 雷迎科

doi:10.11959/j.issn.1000-436x.2016283

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基于最大相关熵的通信辐射源个体识别方法

学术通信 | 更新时间：2024-06-05

- 基于最大相关熵的通信辐射源个体识别方法
- Method of individual communication transmitter identification based on maximum correntropy
- 通信学报 2016年37卷第12期页码：171-175
- 作者机构：
  
  电子工程学院，安徽合肥 230037
- 作者简介：
  
  [ "唐哲（1991-），男，山东临沂人，电子工程学院硕士生，主要研究方向为通信信号处理。" ]
  [ "雷迎科（1975-），男，安徽安庆人，博士，电子工程学院副教授，主要研究方向为通信信号处理。" ]
- 基金信息：
  
  国防科技重点实验室基金资助项目(9140C130502140C13068);总装预研基金资助项目(9140A33030114JB39470);国家自然科学基金资助项目(61272333)
- DOI：10.11959/j.issn.1000-436x.2016283
  中图分类号： TN911.7
- 网络首发：2016-12，
  
  纸质出版：2016-12-25
- 稿件说明：
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唐哲, 雷迎科. 基于最大相关熵的通信辐射源个体识别方法[J]. 通信学报, 2016,37(12):171-175.

Zhe TANG, Ying-ke LEI. Method of individual communication transmitter identification based on maximum correntropy[J]. Journal on Communications, 2016, 37(12): 171-175.
唐哲, 雷迎科. 基于最大相关熵的通信辐射源个体识别方法[J]. 通信学报, 2016,37(12):171-175. DOI： 10.11959/j.issn.1000-436x.2016283.

Zhe TANG, Ying-ke LEI. Method of individual communication transmitter identification based on maximum correntropy[J]. Journal on Communications, 2016, 37(12): 171-175. DOI： 10.11959/j.issn.1000-436x.2016283.

摘要

采用相关熵度量辐射源细微特征之间的相似性，提出一种基于最大相关熵的通信辐射源个体识别方法。首先提取矩形积分双谱特征来表征辐射源个体差异，并基于最大相关熵准则构造优化函数；其次利用半二次优化技术，将非线性的优化问题转化为加权线性最小二乘问题；最后利用有效集算法得到稀疏系数构造分类器，实现通信辐射源的个体识别。在实际采集的同厂家同型号的FM电台数据集上，验证了方法的可行性与有效性。

Abstract

To measure the similarity between the fine features of communication transmitters

a method of individual communication transmitter identification based on maximum correntropy was put forward. Firstly

the square integral bispectra was extracted to characterise the communication transmitters

and then optimization function based on maximum correntropy criterion was constructed. Secondly

the half-quadratic technique transformed the nonlinear op-timization problem to a weighted linear least squares problem. Finally

for identifying the communication transmitters

the sparse coefficient computed by active set algorithm was utilized to construct the classifier. Using the FM radios with same manufacturer and model

the actually collected data sets verified the feasibility and effectiveness of the method.

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Keywords

references

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