Title :
Cycle time prediction and control based on production line status and manufacturing data mining
Author :
Chien, Chen-Fu ; Hsiao, Chih-Wei ; Meng, Cheng ; Hong, Kuo-Tong ; Wang, Szu-Tsung
Author_Institution :
Nat. Tsing Hua Univ., Hsinchu
Abstract :
This study aims to develop a methodology for predicting cycle time based on domain knowledge and data mining algorithms given production status including WIP, throughput. The proposed model and derived rules were validated with real data and demonstrated its practical viability for supporting production planning decisions
Keywords :
data mining; decision making; integrated circuit manufacture; production engineering computing; production planning; work in progress; cycle time control; cycle time prediction; domain knowledge; manufacturing data mining; production line status; production planning decisions; work-in-process; Data mining; Decision trees; Foundries; Manufacturing; Neural networks; Parallel machines; Production planning; Production systems; Semiconductor device manufacture; Throughput;
Conference_Titel :
Semiconductor Manufacturing, 2005. ISSM 2005, IEEE International Symposium on
Conference_Location :
San Jose, CA
Print_ISBN :
0-7803-9143-8
DOI :
10.1109/ISSM.2005.1513369
