Busca avançada
Ano de início
Entree
(Referência obtida automaticamente do Web of Science, por meio da informação sobre o financiamento pela FAPESP e o número do processo correspondente, incluída na publicação pelos autores.)

A Principal Curves-Based Method for Electronic Tongue Data Analysis

Texto completo
Autor(es):
Sousa, Luiz Paulo O. [1] ; Fukushima, Katia L. [2] ; Scagion, Vanessa P. [3, 4] ; Facure, Murilo H. M. [3, 4] ; Correa, Daniel S. [3, 4] ; Oliveira, Juliano E. [2] ; Ferreira, Danton D. [1]
Número total de Autores: 7
Afiliação do(s) autor(es):
[1] Univ Fed Lavras, Dept Automat, BR-37200900 Lavras - Brazil
[2] Univ Fed Lavras, Dept Engn, BR-37200900 Lavras - Brazil
[3] Embrapa Instrumentacao, Nanotechnol Natl Lab Agr LNNA, BR-13560970 Sao Carlos - Brazil
[4] Fed Univ Sao Carlos UFSCar, PPGQ, Ctr Exact Sci & Technol, Dept Chem, BR-13565905 Sao Carlos - Brazil
Número total de Afiliações: 4
Tipo de documento: Artigo Científico
Fonte: IEEE SENSORS JOURNAL; v. 21, n. 4, p. 4957-4965, FEB 15 2021.
Citações Web of Science: 0
Resumo

Electronic tongues are a type of sensor inspired in the biological recognition system, where sensorial and instrumental techniques are used to determine flavors or substances present in the samples analyzed. The sensor arrays used in electronic tongues are generally non-specific and are designed to provide global information about the solution's response. As a consequence, it usually becomes necessary to use data processing techniques that are capable of providing specific information from the samples under investigation. In this context, here we employed a Principal Curves based method to evaluate the experimental data obtained from an impedimetric electronic tongue used to evaluated distinct flavors enhancers of similar compostions. For the classification of concentrations, the best results were in the range of 88.02 to 91.15%, using electrode architectures E1 (Poly allylamine hydrochloride (PAH), reduced graphene oxide (rGO), polyaniline (PANI) and copper tetrasulfonated phthalocyanine (CuTsPc)) and E6 (PAH and CuTsPc). In the classification of substances, again the E1 architecture was highlighted, with 90.15% accuracy. These results shown that principal curves may be a promising technique for electronic tongues data analysis. (AU)

Processo FAPESP: 17/12174-4 - Desenvolvimento de nanofibras poliméricas híbridas para aplicação na agricultura
Beneficiário:Daniel Souza Corrêa
Modalidade de apoio: Auxílio à Pesquisa - Regular
Processo FAPESP: 17/10582-8 - Produção e caracterização de quantum dots de grafeno e sua aplicação em sensores químicos
Beneficiário:Murilo Henrique Moreira Facure
Modalidade de apoio: Bolsas no Brasil - Doutorado