Title of article :
Linear and non-linear modelling techniques for the investigation of spectrum-structure relationships
Author/Authors :
H.J. Luinge، نويسنده , , M.H. Langoor، نويسنده , , J.H. Van Der Maas، نويسنده ,
Issue Information :
روزنامه با شماره پیاپی سال 1997
Abstract :
The hydroxyl stretching vibration is very sensitive to the structural environment of the OH group. The effect of a number of structure descriptors on the absorption maximum is investigated systematically using advanced linear and non-linear regression techniques. The band maximum of saturated aliphatic mono-hydroxy alcohols and cyclohexanols is mainly affected by the number of α- and β-C atoms, whereas for hydrogen-bonded systems the aromaticity of donor and acceptor oxygen and the ringsize of the H-bonded system are of major importance. For prediction of full OH stretching profiles best results are obtained when using rotamer distributions as structure descriptors. The assumption of a statistical rotamer distribution seems to provide contradictory effects compared to experimental data for those rotamers where sterical repulsion is dominant.
Keywords :
Principal component analysis , Artificial neural networks , Spectrum-structure relationships , hydrogen bonds , Alcohols , Regression , Partial-least squares
Journal title :
Analytica Chimica Acta
Journal title :
Analytica Chimica Acta