Abstract:ART1 and ART2 models of adaptive resonance theory network have been employed in quality evalua-tion of 40 Radix Sophorae Flavescentis samples collected from different regions of China.Based on the UV data of Me OH extract and IR data of CHCl3 extract. Shannon information theory has been used for feature selection. The re-sults consist with those of traditional appraisal.