Title :
A Novel Approach to Link Process Parameters to BSIM Model Parameters
Author :
Mande, Sudhakar ; Chandorkar, Arun N. ; Hsaio, Cheng ; Huang, Kasa ; Sheu, Yi-Ming ; Liu, Sally
Author_Institution :
Dept. of Electr. Eng., Indian Inst. of Technol., Mumbai, India
Abstract :
In this paper, we demonstrate a methodology to link process parameters to BSIM model parameters. Here, we have combined well-known statistical methods like principal component analysis (PCA), design of experiments (DOE), and response surface methodology (RSM) to bridge the missing link between process parameters and model parameters. The proposed methodology uses the concept of a correlation matrix, which transforms the process level information to the device and circuit level information through the BSIM model parameters. The proposed methodology has been successfully implemented on an advanced CMOS process. Our results show a strong linear correlation for the data obtained from two techniques namely TCAD technique and the standard HSPICE simulation technique. In both cases the process conditions were kept identical for comparison.
Keywords :
CMOS integrated circuits; design of experiments; integrated circuit design; matrix algebra; principal component analysis; BSIM model parameters; TCAD technique; advanced CMOS process; circuit level information; correlation matrix; design of experiments; link process parameters; principal component analysis; response surface methodology; standard HSPICE simulation technique; statistical methods; CMOS; design of experiments; principal component analysis; process variations; response surface methodology; variability;
Journal_Title :
Semiconductor Manufacturing, IEEE Transactions on
DOI :
10.1109/TSM.2009.2031782