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SENSORS

Multi-Component Kinetic Analysis in Liquids with a Single Lipid-Coated Piezoelectric Crystal Sensor Using Artificial Neural Networks

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Pages 221-235 | Received 23 Jul 1997, Accepted 15 Oct 1997, Published online: 22 Aug 2006
 

Abstract

A single piezoelectric crystal sensor was used to simultaneously detect two or three components in a liquid by observing the kinetic adsorption process onto a synthetic multi-bilayer lipid membrane which was coated on both sides of the piezoelectric crystal sensor. The feed-forward artificial neural network (ANN) with back propagation (BP) training algorithm was used to do the data analysis. The correct rate of prediction for the first sample set, 1-decanol and β-naphthol, is 4.3%, for the second one, 1-lauryl amine and α-naphthylamine, it is 4.8% and for the third one, sodium lauryl sulfate, sodium dodecyl benzene sulfonate and N-cetyl pyridinium chloride, it is 5.2%.

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