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Application and Progress of Chemometrics in Voltammetric Biosensing

Authors :
Jingjing Liu
Yifei Xu
Shikun Liu
Shixin Yu
Zhirun Yu
Sze Shin Low
Source :
Biosensors, Vol 12, Iss 7, p 494 (2022)
Publication Year :
2022
Publisher :
MDPI AG, 2022.

Abstract

The voltammetric electrochemical sensing method combined with biosensors and multi-sensor systems can quickly, accurately, and reliably analyze the concentration of the main analyte and the overall characteristics of complex samples. Simultaneously, the high-dimensional voltammogram contains the rich electrochemical features of the detected substances. Chemometric methods are important tools for mining valuable information from voltammetric data. Chemometrics can aid voltammetric biosensor calibration and multi-element detection in complex matrix conditions. This review introduces the voltammetric analysis techniques commonly used in the research of voltammetric biosensor and electronic tongues. Then, the research on optimizing voltammetric biosensor results using classical chemometrics is summarized. At the same time, the incorporation of machine learning and deep learning has brought new opportunities to further improve the detection performance of biosensors in complex samples. Finally, smartphones connected with miniaturized voltammetric biosensors and chemometric methods provide a high-quality portable analysis platform that shows great potential in point-of-care testing.

Details

Language :
English
ISSN :
20796374
Volume :
12
Issue :
7
Database :
Directory of Open Access Journals
Journal :
Biosensors
Publication Type :
Academic Journal
Accession number :
edsdoj.f5c2387414d64097945302d78a30b288
Document Type :
article
Full Text :
https://doi.org/10.3390/bios12070494