1. Digital images and independent components analysis in the determination of bioactive compounds from grape juice
- Author
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Patrícia Valderrama, Karla K. Beltrame, Paulo Henrique Março, Douglas N. Rutledge, Thays R. Gonçalves, Sandra Terezinha Marques Gomes, Makoto Matsushita, and Universidade Estadual de Maringá (UEM), Maringá, Paraná
- Subjects
Multivariate curve resolution ,Computer science ,Calibration (statistics) ,business.industry ,Calibration curve ,010401 analytical chemistry ,Pattern recognition ,010501 environmental sciences ,01 natural sciences ,Independent component analysis ,0104 chemical sciences ,Set (abstract data type) ,Digital image ,[CHIM.ANAL]Chemical Sciences/Analytical chemistry ,Alternating least squares ,Principal component analysis ,Artificial intelligence ,business ,ComputingMilieux_MISCELLANEOUS ,0105 earth and related environmental sciences ,Food Science - Abstract
Analytical methods based on digital images coupled to chemometric tools are promising alternatives for developing analytical methodologies in determining quality parameters in foods. The total phenolics, monomeric anthocyanins, and tannin content were quantified based on digital images and pseudo-univariate calibration performed from Independent Components Analysis (ICA). Differences between ICA, Principal Component Analysis (PCA), and Multivariate Curve Resolution with Alternating Least Squares (MCR-ALS), highlighting the chosen ICA for this proposal, were explained. In all pseudo-univariate calibration curves, correlation coefficients higher than 0.9 were achieved. The results suggest that digital images coupled with ICA can give applicable pseudo-univariate calibration models to determine bioactive compounds. Even more, the device to obtain an image is cheaper than most analytical instruments. Digital images may have a promising future in developing analytical methodologies for complex samples such as foods from a pseudo-univariate calibration perspective (where a small data set is needed in the calibration step).
- Published
- 2021
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