Journal of Applied Sciences ›› 2012, Vol. 30 ›› Issue (4): 363-368.doi: 10.3969/j.issn.0255-8297.2012.04.006

• Electronic Engineering • Previous Articles     Next Articles

Phase Difference Measurement for Current Sensor Based on FastICA

GONG Guo-liang, LU Hua-xiang, LIU Pei-hua, CHEN Tian-xiang   

  1. Laboratory of Artificial Neural Networks, Institute of Semiconductors,
    Chinese Academy of Sciences, Beijing 100083, China
  • Received:2011-03-03 Revised:2011-09-01 Online:2012-07-23 Published:2012-07-25
  • Supported by:

    龚国良,博士生,研究方向:电力系统绝缘在线监测,E-mail: gongmianjie@163.com;鲁华祥,研究员,博导,研究方向:智能控制及算法,E-mail: luhx@semi.ac.cn

Abstract:

Phase difference of a current sensor is susceptible to environmental impact. In order to improve
reliability and accuracy of the on-line insulation monitoring system, a phase difference measurement method
for current sensor on-line monitoring is proposed. In the method, independent component analysis (ICA) is
used to extract the test signal from the output of current sensor. An ICA model is established, and a method
given to compensate the number of observed signals and its components. To solve the problem that phase
errors are different in different test runs, an evaluation index of the mixing matrix is proposed to find the most
accurate result. Experimental results indicate that for a signal with SNR=10.9 dB, the percentage of phase
errors below 0.06± is raised form 51.4% to 81% by using the evaluation index.

Key words: phase difference, on-line monitoring, dielectric loss, independent component analysis (ICA), negentropy

CLC Number: