Multi-attribute identification of packaging robot or manipulator was studied. A method of automatic multi-attribute product sorting by robot in mixed packaging line was proposed, which combined with ID3 algorithm in data mining technology. Problems faced when building multi-attribute sorting system and using ID3 algorithm were discussed. It was proved that ID3 algorithm can easily realize sorting function of packaging robot in mixed packaging line.