Development of the partial least squares models for the interpretation of the UV resonance Raman spectra of lignin model compounds
نویسندگان
چکیده
Partial least squares (PLS) modeling was utilized for the interpretation of the ultraviolet resonance Raman (UVRR) spectra of various lignin model compounds. Lignin model compounds presented different structural characteristics of the naturally existing lignin biopolymer within wood materials. The model compounds were grouped according to their monomer type, condensed and conjugated structures. Condensed structures were defined as those having a side group at C5 carbon of the aromatic units. Conjugated model compounds were further subdivided into C=C and C=O as well as stilbene structures. PLS modeling was applied to find the characteristic Raman signals of each structure: p-hydroxyphenyl showed characteristic Raman bands at 1488, 1405, 1338, 1215, 1164, 1094, 861–841, 644 cm , guaiacyl at 1520, 1285–1270, 1186, 1124, 1078, 1024, 920, 784, 761, 711 cm , syringyl at 1588, 1510, 1331, 1228, 1148, 1108, 964, 810, 741 cm 1 condensed structures at 1618, 1558, 1492, 1375–1355, 1328, 1223, 975 cm , conjugated C=C at 1658, 1538, 1475, 1311, 1215, 1130–1114, 974 cm , conjugated C=O at 1695–1662, 1084 cm 1 and stilbenes at 1638, 1515, 1435–1421, 1263, 1191, 877, 768 cm . The loadings line spectra of different PLS models were further compared with the UVRR spectra of model compounds and hence, the feasibility of PLS modeling was verified. To the best of our knowledge, this is the first time when PLS modeling has been utilized in this manner for the interpretation of such spectra. The defined characteristic Raman bands can further be utilized for the interpretation of UVRR spectra of polymeric lignin samples. PLS models introduce new possibilities for the interpretation of Raman spectra since the UVRR spectral data of complex lignin samples contain broad bands which are cumbersome to fully identify. # 2004 Elsevier B.V. All rights reserved.
منابع مشابه
Rapid and Simultaneous Determination of Montelukast, Fexofenadine and Cetirizine Using Partial Least Squares and Artificial Neural Networks Modeling
Simultaneous determination of pharmaceutical compounds and accurate quantitative prediction of them are of great interest in the clinical and laboratory-based investigations.This work has focused on a comprehensive comparison of Partial Least-Squares (PLS-1) and Artificial Neural Networks (ANN) as two powerful types of chemometric methods. For this purpose, montelukast (MONT), fexofenadine ...
متن کاملUV-Vis Spectrophotometry and Multivariate Calibration Method for Simultaneous Determination of Theophylline, Montelukast and Loratadine in Tablet Preparations and Spiked Human Plasma
Resolution of binary mixtures of theophylline (THEO), montelukast (MKST) and loratadine (LORA) with minimum sample pretreatment and without analyte separation has been successfully achieved by multivariate spectrophotometric calibration, together with partial least-squares (PLS-1), principal component regression (PCR) and hybrid linear analysis (HLA). Data of analysis were obtained from UV–Vis ...
متن کاملUV-Vis Spectrophotometry and Multivariate Calibration Method for Simultaneous Determination of Theophylline, Montelukast and Loratadine in Tablet Preparations and Spiked Human Plasma
Resolution of binary mixtures of theophylline (THEO), montelukast (MKST) and loratadine (LORA) with minimum sample pretreatment and without analyte separation has been successfully achieved by multivariate spectrophotometric calibration, together with partial least-squares (PLS-1), principal component regression (PCR) and hybrid linear analysis (HLA). Data of analysis were obtained from UV–Vis ...
متن کاملPartial Least Square and Parallel Factor Analysis Methods Applied for Spectrophotometric Determination of Cefixime in Pharmaceutical Formulations and Biological Fluid
In this study, the direct determination of cefixime as an anti-bacterial agent, in pharmaceutical formulations, urine and human blood plasma was conducted based on spectrophotometric measurements using parallel factor analysis (PARAFAC) and partial least squares (PLS). The calibration set was composed of fourteen solutions in the range of 0.50- 9.00 µg mL-1. PLS models were calculated at each p...
متن کاملPartial Least Square and Parallel Factor Analysis Methods Applied for Spectrophotometric Determination of Cefixime in Pharmaceutical Formulations and Biological Fluid
In this study, the direct determination of cefixime as an anti-bacterial agent, in pharmaceutical formulations, urine and human blood plasma was conducted based on spectrophotometric measurements using parallel factor analysis (PARAFAC) and partial least squares (PLS). The calibration set was composed of fourteen solutions in the range of 0.50- 9.00 µg mL-1. PLS models were calculated at each p...
متن کامل