Practical algorithm for reducing convex spike noises on a spectrum

被引:46
作者
Katsumoto, Y [1 ]
Ozaki, Y [1 ]
机构
[1] Kwansei Gakuin Univ, Sch Sci & Technol, Dept Chem, Miyazaki, Sanda 6691337, Japan
关键词
noise reduction; cosmic ray; water vapor; infrared; spectra; Raman spectra; charge-coupled device; CCD;
D O I
10.1366/000370203321558236
中图分类号
TH7 [仪器、仪表];
学科分类号
0804 ; 080401 ; 081102 ;
摘要
Quantitative data analysis and high-sensitivity measurements by use of Raman and infrared spectroscopy often suffer from noisy spikes such as those due to cosmic rays and water vapor. Since these spikes are unidirectional and isolated, the conventional smoothing techniques do a poor job of removing them. However, a small modification can improve these smoothing techniques significantly. In this paper, we present a simple denoising technique for a single-scan spectrum that is corrupted by convex spikes. In general, the noisy spikes arising from cosmic rays or water vapor have a much narrower bandwidth compared with target "informative" bands in Raman and infrared spectra. This means that these noisy spikes can be separated from the target bands by means of the difference in the bandwidths. The proposed method employs the moving window averaging procedure to distinguish and separate the convex spike. The proposed algorithm allows us to take away the convex spikes from measured spectra without preparing multiply recorded spectra and (much) biasing the measured spectrum.
引用
收藏
页码:317 / 322
页数:6
相关论文
共 17 条
[1]   Application of wavelet transforms to experimental spectra: Smoothing, denoising, and data set compression [J].
Barclay, VJ ;
Bonner, RF ;
Hamilton, IP .
ANALYTICAL CHEMISTRY, 1997, 69 (01) :78-90
[2]  
Bowie B., 2002, HDB VIBRATIONAL SPEC, V3, P2355
[3]  
Chalmers J.M., 2002, HDB VIBRATIONAL SPEC, V3, P2327
[4]   STATISTICAL ESTIMATION AND OPTIMAL RECOVERY [J].
DONOHO, DL .
ANNALS OF STATISTICS, 1994, 22 (01) :238-270
[5]  
GUERRA V, 1974, 1452 MRC U WISC MAD
[6]   SPIKE-CORRECTION OF WEAK SIGNALS FROM CHARGE-COUPLED-DEVICES AND ITS APPLICATION TO RAMAN-SPECTROSCOPY [J].
HILL, W ;
ROGALLA, D .
ANALYTICAL CHEMISTRY, 1992, 64 (21) :2575-2579
[7]   A DIGITAL IMPULSE NOISE REMOVAL FILTER [J].
HILLIG, KJD ;
MORRIS, MD .
APPLIED SPECTROSCOPY, 1982, 36 (06) :700-701
[8]  
Kramer R., 1998, CHEMOMETRIC TECHNIQU
[9]  
Noda I., 2001, HDB VIB SPECTROSC, DOI [DOI 10.1002/0470027320.S4401, https://doi.org/10.1002/0470027320.s4401]
[10]  
Ozaki Y., 2002, HDB VIBRATIONAL SPEC, P2135