Please use this identifier to cite or link to this item:
http://www.alice.cnptia.embrapa.br/alice/handle/doc/1126870
Title: | Digital image-based tracing of geographic origin, winemaker, and grape type forred wine authentication. |
Authors: | LIMA, C. M. de FERNANDES, D. D. S. PEREIRA, G. E. GOMES, A. de A. ARAÚJO, M. C. U. de DINIZ, P. H. G. D. |
Affiliation: | CARLOS MONTEIRO DE LIMA, Universidade Federal da Paraíba,DepartamentodeQuímica,P.O.Box5093,ZipCode58051-970,JoãoPessoa,PB,Brazil; DAVID DOUGLAS SOUSA FERNANDES, Universidade Federal da Paraíba,DepartamentodeQuímica,P.O.Box5093,ZipCode58051-970,JoãoPessoa,PB,Brazil; GIULIANO ELIAS PEREIRA, CNPUV; ADRIANO DE ARAÚJO GOMES, Universidade Federal do Rio Grande do Sul, InstitutodeQuímica,ZipCode90650-001,PortoAlegre,RS,Brazi; MÁRIO CÉSAR UGULINO DE ARAÚJO, Universidade Federal da Paraíba, DepartamentodeQuímica,P.O.Box5093,ZipCode58051-970,JoãoPessoa,PB,Braz; PAULO HENRIQUE GONÇALVES DIAS DINIZ, Universidade Federal do Oeste da Bahia, ProgramadePós-GraduaçãoemQuímicaPuraeAplicada,ZipCode47810-059,Barreiras,BA,Brazi. |
Date Issued: | 2020 |
Citation: | Food Chemistry, v. 312, p. 12606, 2020. |
Description: | This work proposes the development of a simple, fast, and inexpensive methodology based on color histograms (obtained from digital images), and supervised pattern recognition techniques to classify redwines produced in the São Francisco Valley (SFV) region to trace geographic origin, winemaker, and grape variety. PCA-LDA coupled with HSI histograms correctly differentiated all of the SFV samples from the other geographic regions in the testset; SPA-LDA selecting just 10 variables in the Gray scale+HSI histogram achieved 100% accuracy in the test set when classifying three different SFV winemakers. Regarding the three grape varieties, SPA-LDA selected 15 variables in the RGB histogram to obtain the best result, misclassifying only 2 samples in the tests et. Pairwise grape variety classification was also performed with only 1 misclassification. Besides following the principles of Green Chemistry, the proposed methodology is a suitable analytical tool; for tracing origins, grapetype, and even (SFV) winemakers |
NAL Thesaurus: | Red wines Digital images |
Keywords: | Cabernet Sauvignon Syrah Touriga Nacional Geographical origin indication Color histogram Successive projections algorithm |
DOI: | https://doi.org/10.1016/j.foodchem.2019.126060 |
Type of Material: | Artigo de periódico |
Access: | openAccess |
Appears in Collections: | Artigo em periódico indexado (CNPUV) |
Files in This Item:
File | Description | Size | Format | |
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1-s2.0-S0308814619322083-main.pdf | 2,08 MB | Adobe PDF | View/Open |