This research combine Taguchi Method and Principal Component Analysis, and base on the D^2MAIC model which is a systematic improvement logic, then according the industry characteristic to create a new model that can apply on manufacturing industry to solve the multiple quality characteristics problem. Using a case to verify this model, the result show that the defective rate decreased from 5% to 1.99%, the margin of improvement is 60.2%.