Literature DB >> 31309482

Response Standardization for Drift Correction and Multivariate Calibration Transfer in "Electronic Tongue" Studies.

Vitaly Panchuk1,2, Valentin Semenov1, Larisa Lvova2,3, Andrey Legin1,2, Dmitry Kirsanov4,5.   

Abstract

The procedures for response standardization in "electronic tongue" (ET) studies are described. The construction of reliable multivariate calibration for "electronic tongue" requires the analysis of a large number of representative samples both with ET and reference techniques. This is a laborious and expensive process. Long-term sensor array operation leads to the changes in sensor response characteristics and thus invalidates the multivariate predictive models. Moreover, due to the individual parameters of each sensor in different sensor arrays, it is not possible to use the calibration model for one system together with the data acquired by another system, even if they have the same sensors. Both of these issues lead to the necessity of frequent sensor array calibration which would be ideal to avoid. Instead of recalibration, these two problems can be handled using mathematical methods intended for sensor response standardization. This chapter describes two popular methods of standardization which can be used for both drift correction and calibration transfer. Thus, significant efforts on measuring representative sample sets for sensor array recalibration can be avoided.

Keywords:  Calibration transfer; Drift correction; Electronic tongue; Multivariate calibration; Response standardization

Mesh:

Year:  2019        PMID: 31309482     DOI: 10.1007/978-1-4939-9616-2_15

Source DB:  PubMed          Journal:  Methods Mol Biol        ISSN: 1064-3745


  2 in total

1.  Potentiometric E-Tongue System for Geosmin/Isoborneol Presence Monitoring in Drinkable Water.

Authors:  Larisa Lvova; Igor Jahatspanian; Luiz H C Mattoso; Daniel S Correa; Ekaterina Oleneva; Andrey Legin; Corrado Di Natale; Roberto Paolesse
Journal:  Sensors (Basel)       Date:  2020-02-04       Impact factor: 3.576

Review 2.  Historical Evolution and Food Control Achievements of Near Infrared Spectroscopy, Electronic Nose, and Electronic Tongue-Critical Overview.

Authors:  Balkis Aouadi; John-Lewis Zinia Zaukuu; Flora Vitális; Zsanett Bodor; Orsolya Fehér; Zoltan Gillay; George Bazar; Zoltan Kovacs
Journal:  Sensors (Basel)       Date:  2020-09-24       Impact factor: 3.576

  2 in total

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