A novel blind source separation method for single-channel signal

Hong Guang Ma, Qin Bo Jiang, Zhi Qiang Liu, Gang Liu, Zhi Yuan Ma

科研成果: 期刊稿件文章同行评审

50 引用 (Scopus)

摘要

The blind separation of single-channel signal is one of the most important aspects in many fields. Our research is carried out to develop a blind separation method of single-channel signal, in which the singular spectrum analysis (SSA) and blind source separation (BSS) techniques are jointly used, i.e. the single-channel signal is firstly changed into pseudo-MIMO (multi-input and multi-output) mode, and then each source signal is separated via a fast BSS algorithm. A signal preprocessing procedure, which is mainly focused on testing the nonstationarity of single-channel signal, is conducted before the operations of mixed signal transform and separation. In this research, the approach of heuristic segmentation of a nonstationary time-series is proposed. Throughout the experiment, the effectiveness of the proposed method is validated with a data set taken from a digital wideband receiver in an outdoor test. Then, a comparison is made between the proposed method and the HilbertHuang transform (HHT)-based signal separation method. The advantage of the proposed method is exhibited.

源语言英语
页(从-至)3232-3241
页数10
期刊Signal Processing
90
12
DOI
出版状态已出版 - 12月 2010
已对外发布

指纹

探究 'A novel blind source separation method for single-channel signal' 的科研主题。它们共同构成独一无二的指纹。

引用此