期刊文献+

Detection of Number of Wideband Signals Based on Support Vector Machine

下载PDF
导出
摘要 In array signal processing,number of signals is often a premise of estimating other parameters.For the sake of determining signal number in the condition of strong additive noise or a little sample data,an algorithm for detecting number of wideband signals is provided.First,technique of focusing is used for transforming signals into a same focusing subspace.Then the support vector machine(SVM)can be deduced by the information of eigenvalues and corresponding eigenvectors.At last,the signal number can be determined with the obtained decision function.Several simulations have been carried on verifying the proposed algorithm.
作者 Jiaqi Zhen
出处 《Computers, Materials & Continua》 SCIE EI 2020年第4期445-455,共11页 计算机、材料和连续体(英文)
基金 This work was supported by the National Natural Science Foundation of China under Grant 61501176 Natural Science Foundation of Heilongjiang Province F2018025 University Nursing Program for Young Scholars with Creative Talents in Heilongjiang Province UNPYSCT-2016017 the postdoctoral scientific research developmental fund of Heilongjiang Province in 2017 LBH-Q17149.
  • 相关文献

参考文献1

二级参考文献7

  • 1CHEN W,WONG K M , REILLY J P. Detection of the number of signals: a predicted eigen threshold approach[J]. IEEE Trans Signal Processing , 1991,39 (5) :1 088-1 098.
  • 2BRCICH R F, ZOUBIR A M ,PELIN P. Detection of sources using Bootstrap techniques[J]. IEEE Trans Signal Processing, 2002,50(2) : 206-215.
  • 3AKAIKE H. A new look at the statistical model identification[J]. IEEE Trans Automat Control, 1974,19 (6) :716-723.
  • 4WU H F,YANG J F,CHEN F K. Source number estimators using transformed Gerschgorin Radii[J]. IEEE Transactions on Signal Processing,1995,43(6) :1 325-1 333.
  • 5VAPNIK V N. The Nature of Statistica Learning Theory[M]. New York:Springs-Verlag, 1995.
  • 6胡隽.基于模糊聚类信源数估计算法的研究、仿真与应用[J].系统仿真学报,2008,20(5):1133-1138. 被引量:2
  • 7韩立华,王学军,王晓芬.多特征融合及SVM相关反馈技术在教育资源图像检索中的应用[J].河北科技大学学报,2010,31(3):240-244. 被引量:6

共引文献2

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部