New Individual Identification Method of Radiation Source Signal Based on Entropy Feature and SVM

来源 :Journal of Harbin Institute of Technology | 被引量 : 0次 | 上传用户:qinglong21
下载到本地 , 更方便阅读
声明 : 本文档内容版权归属内容提供方 , 如果您对本文有版权争议 , 可与客服联系进行内容授权或下架
论文部分内容阅读
In this paper,according to the defect of methods which have low identification rate in low SNR,a new individual identification method of radiation source based on information entropy feature and SVM is presented. Firstly,based on the theory of multi-resolution wavelet analysis,the wavelet power spectrum of noncooperative signal can be gotten. Secondly,according to the information entropy theory,the wavelet power spectrum entropy is defined in this paper. Therefore,the database of signal’s wavelet power spectrum entropy can be built in different SNR and signal parameters. Finally,the sorting and identification model based on SVM is built for the individual identification of radiation source signal. The simulation result indicates that this method has a high individual’s identification rate in low SNR,when the SNR is greater than 4 dB,the identification rate can reach 100%. Under unstable SNR conditions,when the range of SNR is between 0 dB and 24 dB,the average identification rate is more than 92. 67%. Therefore,this method has a great application value in the complex electromagnetic environment. According to the defect of methods which have low identification rate in low SNR, a new individual identification method of radiation source based on information entropy feature and SVM is presented. According to the theory of multi-resolution wavelet analysis, The wavelet power spectrum of noncooperative signal can be gotten. According to the information entropy theory, the wavelet power spectrum entropy is defined in this paper. . The sorting and identification model based on SVM is built for the individual identification of radiation source signal. The simulation result indicates that this method has a high individual’s identification rate in low SNR, when the SNR is greater than 4 dB, the identification Under unstable SNR conditions, when the range of SNR is between 0 dB and 24 dB, the average identification rate is mo re than 92. 67%. Therefore, this method has a great application value in the complex electromagnetic environment.
其他文献
本文从放羊式教学中羊倌的角色入手,探讨教师在教学中的作用和教学过程中如何给予学生空间的同时,注重规则引导,挖掘课堂潜在目的性时关注学生的成长,提升课堂放羊式教学质量
结合农业院校园艺专业《园艺植物育种学》实践课程的现状,探讨加强实践教学改革体系,为培养高素质创新型的专业人才提供了参考依据。 Combining the actuality of “Horticu
专利的权利要求解释是明确权利要求的真实含义的过程,用于准确确定专利权的保护范围.权利要求解释是授权、确权行政程序和侵权判定司法程序中必不可少的环节.以一件专利侵权
语音识别技术(Automatic Speech Recognition,ASR)作为信息技术领域十大重要的科技发展技术之一,已经从实验室走进了人们日常生活的各个领域.介绍了语音识别技术的发展历程及
1975年,中、英两家企业签订了一份引进"斯贝202"发动机的专利合同.这宗交易的穿针者是英国航空界的资深工程师胡克,起关键作用的引线人则是英国驻华大使尤德.谈判过程颇为曲
智能涂料是近几年在新型特种功能涂料基础上发展起来的.本文主要对其制备方法、类别及应用进行了详细论述.智能涂料的制备可以从聚合物膜、颜料及制作工艺等方面入手,其中创
基于Ginzburg-Landau理论和单晶粒的枝晶生长模型,发展了一个单相场控制的多个晶粒的枝晶生长模型.采用相场和溶质场耦合的方法,以Al-2%Cu合金为例模拟了二元合金等温凝固过
The determination of the critical particle size between solid and fluid phases,i.e.,the suspension competence,is fundamental for debris flow.A method for determ
In order to study the dynamic characteristics of the single-frequency signal through the nonlinear control system,the system control mode,the outer excitation p
Urban water supply network is a modern urban survival and development of the infrastructure of a city,and its normal running conditions have important significa