电子学报
電子學報
전자학보
ACTA ELECTRONICA SINICA
2014年
6期
1125-1131
,共7页
王荣杰%周海峰%詹宜巨%陈美谦
王榮傑%週海峰%詹宜巨%陳美謙
왕영걸%주해봉%첨의거%진미겸
复盲源分离%交叉互验%牛顿迭代法%峰度%自适应
複盲源分離%交扠互驗%牛頓迭代法%峰度%自適應
복맹원분리%교차호험%우돈질대법%봉도%자괄응
complex blind source separation%cross validation%Newton update algorithm%kurtosis%adaptive
为了解决源数动态变化情况下的复数盲源分离的问题,首先采用一种基于交叉验证技术的源数动态估计方法;利用牛顿迭代法推导了一种自适应的复数盲源分离算法,由于在分析过程不需要对复值源信号做任何限制或约束性的假设前提,因此该算法适合于分离服从正则或非正则分布的超高斯和亚高斯信号;提出的算法通过了源数动态变化仿真实验的验证。另外,在此基础上提出了一种基于复盲源分离的波达方位动态估计法,该方法适用于在源数未知且动态变化的情况下对目标源的波达方位进行动态估计。
為瞭解決源數動態變化情況下的複數盲源分離的問題,首先採用一種基于交扠驗證技術的源數動態估計方法;利用牛頓迭代法推導瞭一種自適應的複數盲源分離算法,由于在分析過程不需要對複值源信號做任何限製或約束性的假設前提,因此該算法適閤于分離服從正則或非正則分佈的超高斯和亞高斯信號;提齣的算法通過瞭源數動態變化倣真實驗的驗證。另外,在此基礎上提齣瞭一種基于複盲源分離的波達方位動態估計法,該方法適用于在源數未知且動態變化的情況下對目標源的波達方位進行動態估計。
위료해결원수동태변화정황하적복수맹원분리적문제,수선채용일충기우교차험증기술적원수동태고계방법;이용우돈질대법추도료일충자괄응적복수맹원분리산법,유우재분석과정불수요대복치원신호주임하한제혹약속성적가설전제,인차해산법괄합우분리복종정칙혹비정칙분포적초고사화아고사신호;제출적산법통과료원수동태변화방진실험적험증。령외,재차기출상제출료일충기우복맹원분리적파체방위동태고계법,해방법괄용우재원수미지차동태변화적정황하대목표원적파체방위진행동태고계。
To solve the problems of complex blind source separation in the condition of time-varying numbers of source ,a dynamic number estimation method for complex-valued source based on cross-validation technique was proposed .In this method ,an adaptive complex blind source separation algorithm based on kurtosis of complex source is derived by using a Newton update method .Due to the innovative complex blind separation algorithm without any restrictions or constraints on source signals ,it can be used to separate sub-and sup-Gaussian sources with canonical or noncanonical distribution .The effectiveness of the proposed meth-ods was validated by simulation of time-varying numbers of complex source .Based on the experimental result ,an estimation method of dynamic direction of arrival (DOA ) was proposed to online estimate DOA orientation under the case that the number of sources is unknown in advance and time-varying .