LIU Rong, DUAN Fu-qing, LIU San-yang, et al. Spectral Classification of Galaxy Based on Wavelet Feature[J]. Acta Electronica Sinica, 2005, 33(11): 2059-2062.
DOI:
LIU Rong, DUAN Fu-qing, LIU San-yang, et al. Spectral Classification of Galaxy Based on Wavelet Feature[J]. Acta Electronica Sinica, 2005, 33(11): 2059-2062.DOI:
Spectral Classification of Galaxy Based on Wavelet Feature
A technique for classification of galaxy spectra is proposed.At first
a four-level wavelet decomposition of the original spectrum is performed
and the wavelet coefficient at the fourth level
which mainly includes the information of spectral lines
is chosen as the wavelet feature of the spectrum.Secondly
principal components analysis is used to compress the wavelet feature and to get the recognition feature of the spectrum.Finally
Fisher linear discriminant analysis is employed for classification.This approach can recognize the galaxy spectrum whose flux is uncalibrated and redshift is unknown.Comparisons with several other classification techniques were made by experiments.Experiment results show the proposed method is robust and superior to other methods under the condition that flux is uncalibrated.