| Title |
Medžiagų koncentracijų tirpalų mišiniuose nustatymas, taikant biojutiklius ir dirbtinius neuroninius tinklus / |
| Another Title |
Application of artificial neural networks and biosensors to determine concentrations of mixture. |
| Authors |
Litvinas, Linas ; Baronas, Romas |
| DOI |
10.15388/LMR.B.2014.15 |
| Full Text |
|
| Is Part of |
Lietuvos matematikos rinkinys. Ser. B.. Vilnius : Vilniaus universiteto leidykla / Vilnius University Press. 2014, t. 55, p. 78-83.. ISSN 0132-2818. eISSN 2335-898X |
| Keywords [eng] |
biosensor ; artificial neural networks ; principal component analysis |
| Abstract [eng] |
Biosensor response, in case of multi-substrate mixture, has nonlinear dependence on substrate concentrations. This work investigates the possibility to approximate this dependency with artificial neural network. Also the influence of external diffusion layer to results of multi-substrate determination was investigated. The numerically modelled biosensor response was used as experimental data. The principal components analysis was used to reduce the dimension of biosensor response. Prefered method gives acceptable acuratnes on multi-substrate determination and it can be improved by relatively large external diffusion layer. |
| Published |
Vilnius : Vilniaus universiteto leidykla / Vilnius University Press |
| Type |
Journal article |
| Language |
Lithuanian |
| Publication date |
2014 |
