Aplicacao de algoritmos geneticos na selecao de variaveis em espectroscopia no infravermelho medio. Determinaco simultanea de glicose, maltose e frutose



Título del documento: Aplicacao de algoritmos geneticos na selecao de variaveis em espectroscopia no infravermelho medio. Determinaco simultanea de glicose, maltose e frutose
Revista: Quimica nova
Base de datos: PERIÓDICA
Número de sistema: 000199550
ISSN: 0100-4042
Autors: 1
Institucions: 1Universidade Estadual de Campinas, Instituto de Quimica, Campinas, Sao Paulo. Brasil
Any:
Període: Ene-Feb
Volum: 25
Número: 1
Paginació: 46-52
País: Brasil
Idioma: Portugués
Tipo de documento: Artículo
Enfoque: Experimental, descriptivo
Resumen en inglés 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
Disciplines Química
Paraules clau: Química analítica,
Espectroscopía infrarroja,
Algoritmos,
Algoritmos genéticos,
Glucosa,
Maltosa,
Fructosa,
Análisis
Keyword: Chemistry,
Analytical chemistry,
Infrared spectroscopy,
Algorithms,
Analysis,
Genetic algorithms,
Glucose,
Maltose,
Fructose
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