Title :
Predicting system-level test and in-field customer failures using data mining
Author :
Chen, He Henry ; Hsu, Robert ; Yang, Ping ; Shyr, J.J.
Author_Institution :
MediaTek Inc., Hsinchu, Taiwan
Abstract :
This paper describes our deployment of data mining techniques during final test to predict system level test failures and customer returns for two recent mixed-signal system-on-chip products. Emphasis is put on practical considerations for simplifying test flow implementation while still meeting the twin goals of reduced test cost and improved product quality.
Keywords :
data mining; integrated circuit testing; mixed analogue-digital integrated circuits; system recovery; data mining techniques; in-field customer failures; mixed-signal system-on-chip products; product quality; reduced test cost; system level test failures; test flow implementation; Accuracy; Context; Data mining; Decision trees; Production; Semiconductor device measurement; Testing;
Conference_Titel :
Test Conference (ITC), 2013 IEEE International
Conference_Location :
Anaheim, CA
DOI :
10.1109/TEST.2013.6651892