Olive oil samples were analysed using an artificial nose, an UV–visible spectrophotometer and a NIR spectrophotometer. For each analytical technique, two series of measurements were taken for all the samples, randomising the order of the analysis. Finally, each sample was identified with the average of the two replicated sig-nals, acquired from each instrumental technique.