Abstract: An effective data compression technique, the principal element analysis method, is proposed to tackle the short-comings of human influences and redundancy during data dimension reductions in the pattern recognition. It shows the advantages of high speed, good accuracy, and automatic completion. The effective rate reaches 85.18%.