Aplicação de algoritmos genéticos na seleção de variáveis em espectroscopia no infravermelho médio: determinação simultânea de glicose, maltose e frutose


Autoria(s): Costa Filho,Paulo A. da; Poppi,Ronei J.
Data(s)

01/02/2002

Resumo

Genetic algorithm was used for variable selection in simultaneous determination of mixtures of glucose, maltose and fructose by mid infrared spectroscopy. Different models, using partial least squares (PLS) and multiple linear regression (MLR) with and without data pre-processing, were used. Based on the results obtained, it was verified that a simpler model (multiple linear regression with variable selection by genetic algorithm) produces results comparable to more complex methods (partial least squares). The relative errors obtained for the best model was around 3% for the sugar determination, which is acceptable for this kind of determination.

Formato

text/html

Identificador

http://www.scielo.br/scielo.php?script=sci_arttext&pid=S0100-40422002000100009

Idioma(s)

pt

Publicador

Sociedade Brasileira de Química

Fonte

Química Nova v.25 n.1 2002

Palavras-Chave #genetic algorithm #sugars determination #infrared spectroscopy
Tipo

journal article