Correcting fluctuating baselines and spectral overlap with genetic regression

被引:28
作者
Paradkar, RP [1 ]
Williams, RR [1 ]
机构
[1] CLEMSON UNIV,DEPT CHEM,HL HUNTER LABS,CLEMSON,SC 29634
关键词
calibration methods; genetic algorithms; background correction; optimization techniques;
D O I
10.1366/0003702971938821
中图分类号
TH7 [仪器、仪表];
学科分类号
0804 ; 080401 ; 081102 ;
摘要
The application of a new algorithm, known as genetic regression (GR), to calibration problems with spectra containing complex fluctuating baselines is illustrated with the use of synthetic data. The ability of the algorithm to automatically compensate for the presence of linear and polynomial (quadratic and cubic) baselines in the presence of complex spectral overlap is investigated along with the effect of noise. GR is unique in that it provides an effective wavelength optimization technique by sorting through the spectral data and selecting and appropriately combining wavelengths that compensate for structured baseline and spectral overlap. The results obtained with GR are compared with those obtained with background-corrected linear regression. GR is shown to give much better results and, in constrast to traditional background correction, is much raster and can compensate for the presence of both structured baseline and complex spectral overlap simultaneously. The results of a noise study show that the method works at low signal-to-noise ratio (SNR) and that the error in the final result is a function of the noise.
引用
收藏
页码:92 / 100
页数:9
相关论文
共 20 条
[1]  
[Anonymous], 1991, HDB GENETIC ALGORITH
[2]  
BAUER RJ, 1994, GENETIC ALGORITHMS I
[3]  
BOUMANS PWJ, 1987, IND COUPLED PLASMA 1, P191
[4]  
BRUSHWYLER KR, 1990, TALANTA, V37, P23
[5]   NUMERIC GENETIC ALGORITHM .1. THEORY, ALGORITHM AND SIMULATED EXPERIMENTS [J].
CONG, PS ;
LI, TH .
ANALYTICA CHIMICA ACTA, 1994, 293 (1-2) :191-203
[6]   BACKGROUND AND BACKGROUND CORRECTION IN ANALYTICAL ATOMIC SPECTROMETRY .1. EMISSION-SPECTROMETRY A TUTORIAL REVIEW [J].
DAWSON, JB ;
SNOOK, RD ;
PRICE, WJ .
JOURNAL OF ANALYTICAL ATOMIC SPECTROMETRY, 1993, 8 (04) :517-537
[7]   CURVE-FITTING USING NATURAL COMPUTATION [J].
DEWEIJER, AP ;
LUCASIUS, CB ;
BUYDENS, L ;
KATEMAN, G ;
HEUVEL, HM ;
MANNEE, H .
ANALYTICAL CHEMISTRY, 1994, 66 (01) :23-31
[8]  
Goldberg DE, 1989, GENETIC ALGORITHMS S
[9]   DETERMINATION OF STABILITY-CONSTANTS USING GENETIC ALGORITHMS [J].
HARTNETT, MK ;
BOS, M ;
VANDERLINDEN, WE ;
DIAMOND, D .
ANALYTICA CHIMICA ACTA, 1995, 316 (03) :347-362
[10]  
JONES DG, 1985, ANAL CHEM, V57, P1057