Chemical Vapor Deposition is wildly using in semiconductor Manufacturing Process, and the thickness of thin film would affect the manufacturing yield. So this study applies Mahalanobis-Taguchi System (MTS) and Pre-control developed recently in yield prediction. This Model make monitor parameters reduce 13 to 7 and Perception accuracy is 0.92. This study provides a fast and accurate yield prediction model.