How Chemometrics Can Fight Milk Adulteration

被引:21
|
作者
Grassi, Silvia [1 ]
Tarapoulouzi, Maria [2 ]
D'Alessandro, Alessandro [3 ]
Agriopoulou, Sofia [4 ]
Strani, Lorenzo [3 ]
Varzakas, Theodoros [4 ]
机构
[1] Univ Milan, Dept Food Environm & Nutr Sci DeFENS, Via Celoria 2, I-20133 Milan, Italy
[2] Univ Cyprus, Fac Pure & Appl Sci, Dept Chem, POB 20537, CY-1678 Nicosia, Cyprus
[3] Univ Modena & Reggio Emilia, Dept Chem & Geol Sci, Via Campi 103, I-41125 Modena, Italy
[4] Univ Peloponnese, Dept Food Sci & Technol, Antikalamos 24100, Greece
关键词
fraud; authentication; dairy; clustering; classification; regression; validation; NEAR-INFRARED SPECTROSCOPY; RAPID DETECTION; FOOD; AUTHENTICITY; REGRESSION; PREDICTION; QUALITY; POWDER; FRAUD; FAT;
D O I
10.3390/foods12010139
中图分类号
TS2 [食品工业];
学科分类号
0832 ;
摘要
Adulteration and fraud are amongst the wrong practices followed nowadays due to the attitude of some people to gain more money or their tendency to mislead consumers. Obviously, the industry follows stringent controls and methodologies in order to protect consumers as well as the origin of the food products, and investment in these technologies is highly critical. In this context, chemometric techniques proved to be very efficient in detecting and even quantifying the number of substances used as adulterants. The extraction of relevant information from different kinds of data is a crucial feature to achieve this aim. However, these techniques are not always used properly. In fact, training is important along with investment in these technologies in order to cope effectively and not only reduce fraud but also advertise the geographical origin of the various food and drink products. The aim of this paper is to present an overview of the different chemometric techniques (from clustering to classification and regression applied to several analytical data) along with spectroscopy, chromatography, electrochemical sensors, and other on-site detection devices in the battle against milk adulteration. Moreover, the steps which should be followed to develop a chemometric model to face adulteration issues are carefully presented with the required critical discussion.
引用
收藏
页数:28
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