Honey authentication using rheological and physicochemical properties

被引:0
|
作者
Mircea Oroian
Sorina Ropciuc
Sergiu Paduret
机构
[1] Stefan cel Mare University of Suceava,Faculty of Food Engineering
来源
Journal of Food Science and Technology | 2018年 / 55卷
关键词
Rheology; Authentication; PCA; LDA; ANN;
D O I
暂无
中图分类号
学科分类号
摘要
The aim of this study was to evaluate the influence of honey botanical origins on rheological parameters. In order to achieve the correlation, fifty-one honey samples, of different botanical origins (acacia, polyfloral, sunflower, honeydew, and tilia), were investigated. The honey samples were analysed from physicochemical (moisture content, fructose, glucose and sucrose content) and rheological point of view (dynamic viscosity—loss modulus G″, elastic modulus G′, complex viscosity η*, shear storage compliance—J′ and shear loss compliance J″). The rheological properties were predicted using the Artificial Neural Networks based on moisture content, glucose, fructose and sucrose. The models which predict better the rheological parameters in function of fructose, glucose, sucrose and moisture content are: MLP-1 hidden layer is predicting the G″, η* and J″, respectively, MLP-2 hidden layers the J′, while MLP-3 hidden layers the G′, respectively. The physicochemical and rheological parameters were submitted to statistical analysis as follows: Principal component analysis (PCA), Linear discriminant analysis (LDA) and Artificial neural network (ANN) in order to evaluate the usefulness of the parameters studied for honey authentication. The LDA was found the suitable method for honey botanical authentication, reaching a correct cross validation of 94.12% of the samples.
引用
收藏
页码:4711 / 4718
页数:7
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