Orange juice and milk |
Pt and Au |
PCA |
First voltammetric e-tongue |
[14] |
Milk |
Au, Pt, Rh, stainless steel |
PCA |
Monitoring of milk in dairy industry |
[28] |
Au, Cu, Au modified with Prussian blue |
PCA |
Recognition of milk adulteration with hydrogen peroxide |
[29] |
Au, Cu, Pt |
PCA |
Recognition of milk adulteration with urea, formaldehyde and melamine |
[30] |
Au, Pd, Pt |
MPCA, NPLS-DA |
Recognition of milk adulteration with urea |
[31] |
Au, Pt, Ag |
PCA, PLS-DA |
Discrimination of various brands of pure milk |
[32] |
Au, Ag, Pt, Pd |
PCA, CA |
Monitoring of quality and storage time of unsealed pasteurized milk |
[15] |
Yogurt |
Au, Ag, Pt, Pd |
SVM |
Monitoring the fermentation, post-ripeness and storage processes of set yogurts |
[33] |
Au, Ag, Pt, Pd |
PCA, CA |
Evaluation of varieties of set yogurts |
[34] |
Wines and liqueurs |
Phthalocyanine-based carbon paste electrodes and electrodes covered with conducting polypyrrole doped with different counter ions |
PCA |
Detection of adulterations in wines |
[16] |
Au, Cu |
PCA |
Discrimination of wines and whiskies of different quality |
[35] |
Au, Ag, Pt, Pd, W, Ti |
PCA, CA |
Classification of rice wines of different ages |
[36] |
Five bulk-modified graphite-epoxy electrodes |
PCA, ANN |
Cava wine authentication |
[37] |
Six bulk-modified graphite-epoxy electrodes |
LDA |
Cava wine authentication |
[17] |
Five different graphite-epoxy composite electrodes |
PCA, ANN |
Discrimination of wines of different types and PDO |
[38] |
Sensors based on metallic and bulk-modified graphite electrodes |
LDA |
Classification of wines of different PDO |
[39] |
Four carbon paste electrodes chemically modified in different ways |
PCA |
Discrimination between red wines aged in oak barrels and matured in steel tanks in contact with oak wood chips |
[40] |
Three nanocomposites modified electrodes prepared with Au and Cu nanoparticles in the presence of conducting polymers and carbon nanotubes. |
PCA, LDA |
Classification of rice wines of different geographical origins |
[41] |
Six modified epoxy-composite electrodes |
LDA |
Classification of brandies according to their taste category and ageing method |
[42] |
Four carbon paste electrodes: one unmodified and the others chemically modified with Co, Fe and Zn phthalocyanines |
PCA |
Discrimination of apple liqueurs |
[43] |
Grapes |
Eight metallic electrodes housed inside a stainless steel cylinder |
PCA |
Study of grape ripening |
[44] |
Poly-ethylendioxythiophene modified Pt electrode and sonogel carbon electrode |
PCA |
Study of grape ripening |
[45] |
Beer |
Three enzymatic biosensors based on tyrosinase and phthalocyanines as mediators |
PCA, LDA |
Monitoring of the aging of beers |
[46] |
Six bulk-modified graphite-epoxy electrodes |
PCA, LDA, PLS-DA |
Classification of three types of beer: Lager, Stout and IPA |
[47] |
Four commercial screen-printed electrodes made of carbon, Au, carbon/Co-Phtahlocyanine and Pt |
PCA, LDA |
Classification of different types of beer |
[48] |
Coffee |
Six graphite-epoxy electrodes modified in different ways |
LDA, SVM |
Geographical classification of Mexican coffees |
[49] |
Au wire and graphite rod |
PCA |
Discrimination of civet coffee |
[50] |
Tea |
Ir, Pt, Rh |
PCA |
Discrimination of nine different teas |
[51] |
Au, Ir, Pd, Pt, Rh |
PCA, LDA |
Tea quality assessment |
[52,53] |
Pt and glassy C |
PCA, LDA |
Classification of black tea liquor |
[54] |
Metallic oxide-modified nickel foam electrodes (SnO2, ZnO, TiO2, Bi2O3) |
PCA, SVM |
Classification of green and black teas |
[55] |
Au, Ir, Pd, Pt, Rh |
PCA |
Monitoring the fermentation process of black tea |
[56,57] |
Honey |
Au, Ag, Pt, Pd, W, Ti |
PCA, CA, DFA |
Classification of mono-floral honeys |
[58] |
Au, Ag, Pt, Pd, W, Ti |
PCA, DFA |
Tracing floral and geographical origins of honey |
[59] |
Pt, Au, glassy C, Ag, Pd, Ni, Cu |
PCA, SVM, HCA |
Classification of Moroccan and French honeys according to geographical and botanical origins and detection of adulteration |
[60,61] |
Au, Ag, Pt |
PCA, LDA |
Authentication of mono-floral and honeydew Romanian honeys |
[62] |
Ir, Rh, Pt, Au |
PCA |
Monitoring honey adulteration with sugar syrups |
[63] |
Au, Ag, Pt, glass electrode |
PLS-DA |
Monitoring honey adulteration |
[64] |
Oil |
Six electrodes based on polypyrrole |
PCA, PLS-DA |
Discrimination of extra virgin olive oils according to their degree of bitterness |
[65] |
Pt, Au, glassy C, Ag, Ni, Pd, Cu |
PCA, DFA, SVM |
Detection of adulteration in argan oil |
[66] |
Modified carbon paste electrodes |
PLS-DA |
Detection of virgin olive oil adulteration |
[67] |
Cu, glassy C, Au, Ni, Pd, Pt, Ag |
PCA, SVM, HCA |
Identification of Portuguese olive oils |
[68] |
Meat and fish |
Screen-printed electrodes modified with bisphthalocyanine and polypyrrole |
PCA, PLS-DA |
Beef freshness monitoring by detection of ammonia and putrescine |
[69] |
Pt, Au, Ag, glassy C, Pd, Cu, Ni |
PCA |
Assessment the origins of red meats and their storage time |
[70] |
Ir, Rh, Pt, Au, Ag, Co, Cu, Ni |
PCA |
Shelf-life assessment of fresh cod in cold storage |
[71] |