TY - JOUR
T1 - Removal of Spectro-polarimetric Fringes by Two-dimensional Principal Component Analysis
AU - Casini, R.
AU - Li, W.
N1 - Publisher Copyright:
© 2019. The American Astronomical Society. All rights reserved.
PY - 2019
Y1 - 2019
N2 - We investigate the application of two-dimensional Principal Component Analysis (2D PCA) to the problem of removal of polarization fringes from spectro-polarimetric data sets. We show how the transformation of the PCA basis through a series of carefully chosen rotations allows us to confine polarization fringes (and other stationary instrumental effects) to a reduced set of basis "vectors," which at the same time are largely devoid of the spectral signal from the observed target. It is possible to devise algorithms for the determination of the optimal series of rotations of the PCA basis, thus opening the possibility of automating the procedure of defringing of spectro-polarimetric data sets. We compare the performance of the proposed method with the more traditional Fourier filtering of Stokes spectra.
AB - We investigate the application of two-dimensional Principal Component Analysis (2D PCA) to the problem of removal of polarization fringes from spectro-polarimetric data sets. We show how the transformation of the PCA basis through a series of carefully chosen rotations allows us to confine polarization fringes (and other stationary instrumental effects) to a reduced set of basis "vectors," which at the same time are largely devoid of the spectral signal from the observed target. It is possible to devise algorithms for the determination of the optimal series of rotations of the PCA basis, thus opening the possibility of automating the procedure of defringing of spectro-polarimetric data sets. We compare the performance of the proposed method with the more traditional Fourier filtering of Stokes spectra.
KW - instrumentation: polarimeters
KW - instrumentation: spectrographs
KW - methods: data analysis
KW - methods: statistical
KW - techniques: image processing
UR - https://www.scopus.com/pages/publications/85063550994
U2 - 10.3847/1538-4357/ab0023
DO - 10.3847/1538-4357/ab0023
M3 - Article
AN - SCOPUS:85063550994
SN - 0004-637X
VL - 872
JO - Astrophysical Journal
JF - Astrophysical Journal
IS - 2
M1 - 173
ER -