Smartphone video;
Hyperspectral imaging;
Near-infrared spectroscopy;
Data fusion;
Saffron authentication;
NEAR-INFRARED SPECTROSCOPY;
DIGITAL IMAGES;
QUANTIFICATION;
CLASSIFICATION;
FOOD;
D O I:
10.1016/j.jfca.2024.106691
中图分类号:
O69 [应用化学];
学科分类号:
081704 ;
摘要:
Saffron (Crocus sativus L.) is the most expensive spice in the world and is highly susceptible to economically motivated adulteration. Hyperspectral imaging (HSI) and near-infrared (NIR) spectroscopy are recently popular techniques for rapid, non-destructive detection of saffron adulteration. However, the high cost and measurement complexity of these techniques make them less suitable for consumer-level applications. In this work, a smartphone video-based system combined with chemometrics is used to detect saffron adulteration. A smartphone is utilised to capture short videos of pure and adulterated saffron powder samples illuminated by its colourchanging screen. The video frames are decomposed into RGB colour images and converted into spectral-like data. Partial least squares regression is used to model the relationship between data and saffron purity. The smartphone video-based system obtains a coefficient of determination of 0.9774 for prediction, which is comparable to reference techniques such as NIR spectroscopy and HSI. Moreover, it is efficient in presenting distribution maps related to saffron purity. In addition, when used in conjunction with the smartphone video-based system, HSI and NIR spectroscopy achieve higher performance without significantly increasing measurement cost and complexity. Such results suggest that the smartphone video-based system has the potential to be a viable primary screening and auxiliary tool for detecting saffron adulteration.
机构:
Univ Nacl La Pampa, Fac Ciencias Exactas & Nat, Av Uruguay 151, RA-6300 Santa Rosa, La Pampa, Argentina
Inst Ciencias La Tierra & Ambient La Pampa INCITA, Av Uruguay 151, RA-6300 Santa Rosa, La Pampa, Argentina
Consejo Nacl Invest Cient & Tecn CONICET, Godoy Cruz 2290,CP C1425FQB, Buenos Aires, DF, ArgentinaUniv Nacl La Pampa, Fac Ciencias Exactas & Nat, Av Uruguay 151, RA-6300 Santa Rosa, La Pampa, Argentina
Azcarate, Silvana M.
;
Rios-Reina, Rocio
论文数: 0引用数: 0
h-index: 0
机构:
Inst Grasa La CSIC, Campus Univ Pablo Ola,Edificio 46,Ctra Utrera, Seville 41013, SpainUniv Nacl La Pampa, Fac Ciencias Exactas & Nat, Av Uruguay 151, RA-6300 Santa Rosa, La Pampa, Argentina
Rios-Reina, Rocio
;
Amigo, Jose M.
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h-index: 0
机构:
IKERBASQUE, Basque Fdn Sci, Bilbao 48011, Spain
Univ Basque Country UPV EHU, Dept Anal Chem, POB 644, Bilbao 48080, Basque Country, SpainUniv Nacl La Pampa, Fac Ciencias Exactas & Nat, Av Uruguay 151, RA-6300 Santa Rosa, La Pampa, Argentina
Amigo, Jose M.
;
Goicoechea, Ector C.
论文数: 0引用数: 0
h-index: 0
机构:
Consejo Nacl Invest Cient & Tecn CONICET, Godoy Cruz 2290,CP C1425FQB, Buenos Aires, DF, Argentina
Univ Nacl Del Litoral, Fac Bioquim & Ciencias Biol, Lab Desarrollo Anal & Quimiometria, Ciudad Univ, RA-3000 Santa Fe, NM, ArgentinaUniv Nacl La Pampa, Fac Ciencias Exactas & Nat, Av Uruguay 151, RA-6300 Santa Rosa, La Pampa, Argentina
机构:
Univ Nacl La Pampa, Fac Ciencias Exactas & Nat, Av Uruguay 151, RA-6300 Santa Rosa, La Pampa, Argentina
Inst Ciencias La Tierra & Ambient La Pampa INCITA, Av Uruguay 151, RA-6300 Santa Rosa, La Pampa, Argentina
Consejo Nacl Invest Cient & Tecn CONICET, Godoy Cruz 2290,CP C1425FQB, Buenos Aires, DF, ArgentinaUniv Nacl La Pampa, Fac Ciencias Exactas & Nat, Av Uruguay 151, RA-6300 Santa Rosa, La Pampa, Argentina
Azcarate, Silvana M.
;
Rios-Reina, Rocio
论文数: 0引用数: 0
h-index: 0
机构:
Inst Grasa La CSIC, Campus Univ Pablo Ola,Edificio 46,Ctra Utrera, Seville 41013, SpainUniv Nacl La Pampa, Fac Ciencias Exactas & Nat, Av Uruguay 151, RA-6300 Santa Rosa, La Pampa, Argentina
Rios-Reina, Rocio
;
Amigo, Jose M.
论文数: 0引用数: 0
h-index: 0
机构:
IKERBASQUE, Basque Fdn Sci, Bilbao 48011, Spain
Univ Basque Country UPV EHU, Dept Anal Chem, POB 644, Bilbao 48080, Basque Country, SpainUniv Nacl La Pampa, Fac Ciencias Exactas & Nat, Av Uruguay 151, RA-6300 Santa Rosa, La Pampa, Argentina
Amigo, Jose M.
;
Goicoechea, Ector C.
论文数: 0引用数: 0
h-index: 0
机构:
Consejo Nacl Invest Cient & Tecn CONICET, Godoy Cruz 2290,CP C1425FQB, Buenos Aires, DF, Argentina
Univ Nacl Del Litoral, Fac Bioquim & Ciencias Biol, Lab Desarrollo Anal & Quimiometria, Ciudad Univ, RA-3000 Santa Fe, NM, ArgentinaUniv Nacl La Pampa, Fac Ciencias Exactas & Nat, Av Uruguay 151, RA-6300 Santa Rosa, La Pampa, Argentina