Impedimetric electronic tongue based on nanocomposites for the analysis of red wines. Improving the variable selection method

被引:22
作者
Garcia-Hernandez, C. [1 ]
Salvo Comino, C. [1 ]
Martin-Pedrosa, F. [2 ]
Rodriguez-Mendez, M. L. [1 ]
Garcia-Cabezon, C. [2 ]
机构
[1] Univ Valladolid, Grp UVaASens, Dept Inorgan Chem, Engineers Sch, E-47011 Valladolid, Spain
[2] Univ Valladolid, Dept Mat Sci, Engineers Sch, E-47011 Valladolid, Spain
关键词
Impedimetric sensor; Electronic tongue; Wine; LANGMUIR-BLODGETT-FILMS; LUTETIUM BISPHTHALOCYANINE; IMPEDANCE SPECTROSCOPY; BIOELECTRONIC TONGUE; TASTE SENSOR; TRACE LEVELS; OAK BARRELS; POLYPYRROLE; VOLTAMMETRY; COMPOSITES;
D O I
10.1016/j.snb.2018.09.023
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
An impedimetric electronic tongue to discriminate red wines with similar characteristics (same region, vintage and ageing method) is developed. The excellent performance achieved is due to the remarkable sensing properties of the nanocomposites forming the array and to the methodology developed to extract the input variables used in the statistical analysis. The multisensor system is formed by one PEDOT:PSS sensor and two nano composites formed by layers of PEDOT:PSS and gold nanoparticles (PEDOT:PSS/AuNP) or layers of PEDOT:PSS and lutetium bisphthalocyanine (PEDOT:PSS/LuPc2). The well-known electrocatalytic activity of the sensing materials is promoted in the layered composites and enhances the cross-selectivity of the sensors. Besides, a feature extraction method that uses an equivalent electric circuit model to obtain the input variables used in the statistical analysis has been developed. By using the statistical procedure of Principal Component Analysis, the improved electronic tongue is able to discriminate three wines from the variety Tempranillo, one wine of the variety Tinta de Toro (a don of Tempranillo) and one wine elaborated with a coupage of 90% Tempranillo and 10% Garnacha variety. The combination of layered nanomaterials and the new feature extraction method also enhances the capability of the impedimetric electronic tongue to predict chemical variables using Partial Least Squares regression.
引用
收藏
页码:365 / 372
页数:8
相关论文
共 54 条
[41]   Wine classification by taste sensors made from ultra-thin films and using neural networks [J].
Riul, A ;
de Sousa, HC ;
Malmegrim, RR ;
dos Santos, DS ;
Carvalho, ACPLF ;
Fonseca, FJ ;
Oliveira, ON ;
Mattoso, LHC .
SENSORS AND ACTUATORS B-CHEMICAL, 2004, 98 (01) :77-82
[42]   An artificial taste sensor based on conducting polymers [J].
Riul, A ;
Malmegrim, RR ;
Fonseca, FJ ;
Mattoso, LHC .
BIOSENSORS & BIOELECTRONICS, 2003, 18 (11) :1365-1369
[43]   An electronic tongue using polypyrrole and polyaniline [J].
Riul, A ;
Soto, AMG ;
Mello, SV ;
Bone, S ;
Taylor, DM ;
Mattoso, LHC .
SYNTHETIC METALS, 2003, 132 (02) :109-116
[44]  
Serra J. A., 2009, 7 C IB ING AL CIBIAV
[45]   A highly sensitive electrochemical biosensor for catechol using conducting polymer reduced graphene oxide-metal oxide enzyme modified electrode [J].
Sethuraman, V. ;
Muthuraja, P. ;
Raj, J. Anandha ;
Manisankar, P. .
BIOSENSORS & BIOELECTRONICS, 2016, 84 :112-119
[46]  
Silwinska M., 2016, UV VIS RAMAN SPECTRO, V16, P1654
[47]   SIZING OF PROTEIN A-COLLOIDAL GOLD PROBES FOR IMMUNOELECTRON MICROSCOPY [J].
SLOT, JW ;
GEUZE, HJ .
JOURNAL OF CELL BIOLOGY, 1981, 90 (02) :533-536
[48]  
Swatland HJ, 1998, AQUAC RES, V29, P367, DOI 10.1046/j.1365-2109.1998.00211.x
[49]   Determination of the botanical origin of honey by sensor fusion of impedance e-tongue and optical spectroscopy [J].
Ulloa, Pablo A. ;
Guerra, Rui ;
Cavaco, Ana M. ;
Rosa da Costa, Ana M. ;
Figueira, Ana C. ;
Brigas, Amadeu F. .
COMPUTERS AND ELECTRONICS IN AGRICULTURE, 2013, 94 :1-11
[50]   A novel impedimetric sensor based on molecularly imprinted polypyrrole modified pencil graphite electrode for trace level determination of chlorpyrifos [J].
Uygun, Zihni Onur ;
Dilgin, Yusuf .
SENSORS AND ACTUATORS B-CHEMICAL, 2013, 188 :78-84