Simultaneous determination and spectra correction of air toxic organic compounds using PLS and ANN in FTIR spectroscopy

Citation
Y. Li et al., Simultaneous determination and spectra correction of air toxic organic compounds using PLS and ANN in FTIR spectroscopy, J ENVIR S A, 35(9), 2000, pp. 1673-1691
Citations number
17
Categorie Soggetti
Environment/Ecology
Journal title
JOURNAL OF ENVIRONMENTAL SCIENCE AND HEALTH PART A-TOXIC/HAZARDOUS SUBSTANCES & ENVIRONMENTAL ENGINEERING
ISSN journal
10934529 → ACNP
Volume
35
Issue
9
Year of publication
2000
Pages
1673 - 1691
Database
ISI
SICI code
1093-4529(2000)35:9<1673:SDASCO>2.0.ZU;2-N
Abstract
In this paper, the residual spectra library search was used to correct the spectrum containing one interferent. Two groups of which each sample contai ned no or one interferent were supplied to amplify the above method. PLS wa s used to identify the interferents and correct the spectra, the corrected spectra information was sent into the PLS(Partial Least Squares) and ANN(Ar tificial Neural Network) prediction step. The concentration of each compone nt in the unknown mixtures was determined using two different prediction me thod. The RSD% (mean relative standard deviation) for the two groups was ca lculated respectively. The prediction results of PLS and ANN was compared t o illustrate which one is better in solving this problem.