B. Walczak et al., STANDARDIZATION OF NEAR-INFRARED SPECTRA IN THE WAVELET DOMAIN, Chemometrics and intelligent laboratory systems, 36(1), 1997, pp. 41-51
A new standardization method based on transferring near-infrared (NIR)
spectra in the wavelet domain is proposed. For each NIR spectrum, wav
elet transform coefficients are computed, and the transfer step is per
formed by relating the wavelet transform coefficients of spectra obtai
ned on both instruments with univariate linear models. This method is
applied to two different data sets, and its performance is compared wi
th the piecewise direct standardization method. The results obtained w
ith this new method are better than those obtained by PDS, the biggest
improvement occurring when very few standardization samples were used
to estimate the standardization parameters. Both PDS and wavelet appr
oaches offer advantages only when the spectral differences are local.
When spectral differences are global, other methods such as the slope/
bias correction function as well.