Title :
Application of statistical design and response surface methods to computer-aided VLSI device design II. Desirability functions and Taguchi methods
Author :
Young, Dennis L. ; Teplik, Jim ; Weed, Harrison D. ; Tracht, Neil T. ; Alvarez, Antonio R.
Author_Institution :
Dept. of Math., Arizona State Univ., Tempe, AZ, USA
fDate :
1/1/1991 12:00:00 AM
Abstract :
Methodology which incorporates the philosophy and methods of Taguchi is developed to address the issues of designing for manufacturability and sensitivity analysis. Specifically, the goal is to obtain responses (outputs) at or near required targets and to minimize output variability when the inputs are subject to manufacturing tolerances. The desirability functions, which generalize the notion of yield, are used to assess how close responses are to their targets. Manufacturing tolerances in the inputs are incorporated in the analysis by means of the expected loss of the desirability function which is estimated by a Taguchi outer array approach. The desirability expected loss is used to determine an optimum nominal input point to give responses close to target with small variability. The sensitivity of the various responses to the inputs is determined by an analytical method and an analysis of variance approach using a Taguchi outer array. The methods are applied to the optimization of a BIMOS NPN transistor
Keywords :
BIMOS integrated circuits; VLSI; circuit CAD; optimisation; sensitivity analysis; statistical analysis; BIMOS NPN transistor; Taguchi methods; computer-aided VLSI device design; desirability functions; expected loss; manufacturability; manufacturing tolerances; optimization; optimum nominal input point; response surface; sensitivity analysis; statistical design; Analysis of variance; Application software; Circuit synthesis; Computer simulation; Design optimization; Manufacturing; Optimization methods; Response surface methodology; Sensitivity analysis; Very large scale integration;
Journal_Title :
Computer-Aided Design of Integrated Circuits and Systems, IEEE Transactions on