DocumentCode :
948253
Title :
Enhance accuracy in pole identification of system by wavelet transform de-noising
Author :
Shiguo, Chen ; Ruanyu, Zhang ; Peng, Wang ; Taihua, Li
Author_Institution :
Key Lab. of Radiat. Phys. & Technol., Sichuan Univ., Chengdu, China
Volume :
51
Issue :
1
fYear :
2004
Firstpage :
250
Lastpage :
255
Abstract :
Based on the multiscale character of wavelet transform, the method of wavelet transform de-noising (WTDN) is introduced to improve the signal-noise ratio (SNR) of sampled data and to enhance the accuracy of pole identification of system with N4SID (numerical algorithms for subspace state system identification) method. The WTDN method does not require extra limit of the frequency range for the processed signal, and does not need a prior estimate of impulse response for identified system. So it is especially suitable to de-noise the wide-band signal and the noisy impulse response of the blind system. The results of numerical simulation indicate that the WTDN method is reliable. The WTDN method is used to process the sampled data from actual preamplifier coupled to a gas detector. The experimental results show that the WTDN method improves effectively the SNR of sampled data, which can help to enhance the accuracy in pole identification of system with the N4SID method.
Keywords :
blind source separation; numerical analysis; sampled data systems; signal denoising; spectroscopy computing; wavelet transforms; N4SID method; SNR; WTDN method; accuracy; actual preamplifier; blind system; gas detector; multiscale character; noisy impulse response; numerical algorithms for subspace state system identification; numerical simulation; pole identification; sampled data; signal-noise ratio; singular value; wavelet transform denoising; wide-band signal; Continuous wavelet transforms; Digital filters; Discrete wavelet transforms; Frequency estimation; Low pass filters; Noise reduction; Signal processing; Signal resolution; Signal to noise ratio; Wavelet transforms;
fLanguage :
English
Journal_Title :
Nuclear Science, IEEE Transactions on
Publisher :
ieee
ISSN :
0018-9499
Type :
jour
DOI :
10.1109/TNS.2004.825098
Filename :
1282098
Link To Document :
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