Wh. Chan et al., SIMULTANEOUS DETERMINATION OF POTASSIUM AND SODIUM BY OPTODE SPECTRA AND AN ARTIFICIAL NEURAL-NETWORK ALGORITHM, Analyst, 122(7), 1997, pp. 657-661
An optode device that contains two optical ion-selective membranes for
potassium and sodium was used to obtain optode spectra of mixtures of
these two ions, Such spectra are a non-linear function of the concent
rations of the two ions, A back-propagation artificial neural network
(BP-ANN) model was used to analyse these mixture optode spectra, The r
esults showed that the BP-ANN technique is satisfactory for treating s
uch non-linearity embedded in the data, In addition, an index for addr
essing the quality of the model approximation was defined and shown to
be highly effective in controlling over-fitting in BP-ANN training.