The problem of quantifying the concentrations of CO and NO2 present in a mixture starting from the electrical response of a sensors array is addressed. A comparison between a traditional approach based on the steady state conductance and one using a time delay neural network is drawn. (C) 2000 Elsevier Science S.A. All rights reserved.