Journal of South China University of Technology (Natural Science Edition) ›› 2014, Vol. 42 ›› Issue (1): 47-51,58.doi: 10.3969/j.issn.1000-565X.2014.01.009

• Mechanical Engineering • Previous Articles     Next Articles

Maximum 3- Shift Correlated Kurtosis Deconvolution Algorithm for Blind Extraction of Signals

Yang Guang- yong1 Hu Guo- qing1 Chen Le1 Wu Hai- feng2 Song Jia- sheng1   

  1. 1.School of Mechanical and Automotive Engineering,South China University of Technology,Guangzhou 510640,Guangdong,China;2.Key Laboratory on Wireless Sensor Network of Colleges and Universities of Yunnan Province,Yunnan University of Nationalities,Kunming 650031,Yunnan,China
  • Received:2013-07-16 Revised:2013-09-07 Online:2014-01-25 Published:2013-12-01
  • Contact: 杨光永(1970-),男,在职博士生,云南民族大学副教授,主要从事传感器技术、数字信号处理及运动控制研究. E-mail:y.guangyong@mail.scut.edu.cn
  • About author:杨光永(1970-),男,在职博士生,云南民族大学副教授,主要从事传感器技术、数字信号处理及运动控制研究.
  • Supported by:

    国家自然科学基金资助项目(61262091);无线传感器网络云南省高校重点实验室开放基金资助项目(ZK2011002)

Abstract:

The traditional low- order adaptive filter is inefficient in suppressing or eliminating the higher- order statis-tical noises of laser displacement signals,and the convergence speed as well as the SNR (Signal- to- Noise Ratio) ofblind source separation based on the maximum entropy or the natural gradient may remarkably decrease under mi-cro- displacement measurement conditions.In order to solve these problems,a maximum 3- shifted correlated kurto-sis deconvolution (M3CKD) algorithm is presented on the basis of the kurtosis variation of mixed signals,and thecorresponding inverse filter is designed.Moreover,the convergence and stability conditions of the algorithm areanalyzed,and a blind extraction is carried out on a constructed experiment platform.The results indicate that theproposed algorithm is efficient in the blind extraction of laser displacement signals and multiple reflection signals,and that it outperforms the FastICA algorithm due to its high convergence speed and large signal- to- noise ratio.

Key words: signal processing, blind source separation, maximum 3- shifted correlated kurtosis deconvolution, laser triangulation, displacement measurement, multiple reflection signal

CLC Number: