Title :
Optimal tuning of epitaxy pyrometers
Author :
Susto, Gian Antonio ; Pampuri, Simone ; Schirru, Andrea ; Beghi, Alessandro
Author_Institution :
Dept. of Inf. Eng., Univ. of Padova, Padova, Italy
Abstract :
Epitaxy is a process strongly dependent on wafer temperature. Unfortunately, the performance of the pyrometers in charge of sensing wafer temperature deteriorate with the usage. This represents the major maintenance issue for epitaxy process engineers who have to frequently calibrate pyrometers emissivity coefficient. At the present state the change of the emissivity coefficient is heuristically based on fab tradition and process engineers experience. We present a statistical tool to map the relationship between change in the temperature readings and emissivity adjustments. The module has been tested on real industrial dataset.
Keywords :
emissivity; epitaxial growth; maintenance engineering; pyrometers; statistical analysis; temperature measurement; testing; wafer-scale integration; epitaxy process engineers; maintenance issue; optimal epitaxy pyrometer tuning; pyrometer emissivity coefficient calibration; real industrial dataset; statistical tool; temperature readings; wafer temperature sensing; Epitaxial growth; Estimation; Logistics; Temperature control; Temperature distribution; Temperature measurement; Temperature sensors; Multi-task Learning; Predictive Maintenance; Semiconductor Epitaxial Layer; Semiconductor Manufacturing;
Conference_Titel :
Advanced Semiconductor Manufacturing Conference (ASMC), 2012 23rd Annual SEMI
Conference_Location :
Saratoga Springs, NY
Print_ISBN :
978-1-4673-0350-7
DOI :
10.1109/ASMC.2012.6212914