Title :
Multidimensional analog test metrics estimation using extreme value theory and statistical blockade
Author :
Stratigopoulos, Haralampos G. ; Faubet, Pierre ; Courant, Yoann ; Mohamed, Faisal
Author_Institution :
TIMA Lab., Grenoble INP, Grenoble, France
Abstract :
The high cost of testing certain analog, mixed-signal, and RF circuits has driven in the recent years the development of alternative low-cost tests to replace the most costly or even all standard specification tests. However, there is a lack of solutions for evaluating the parametric test error, that is, the test error for circuits with process variations, resulting from this replacement. For this reason, test engineers are often reluctant to adopt alternative tests since it is not guaranteed that test cost reduction is not achieved at the expense of sacrificing test quality. In this paper, we present a technique to estimate the parametric test error fast and reliably with parts per million accuracy. The technique is based on extreme value theory and statistical blockade. Relying on a small number of targeted simulations, it is capable of providing accurate estimates of parametric test error in the general scenario where a set of alternative tests replaces all or a subset of standard specification tests.
Keywords :
analogue integrated circuits; integrated circuit testing; mixed analogue-digital integrated circuits; radiofrequency integrated circuits; statistical analysis; RF circuit; extreme value theory; mixed signal circuit; multidimensional analog test metrics estimation; parametric test error; statistical blockade; Integrated circuit modeling; Maximum likelihood estimation; Measurement; Monte Carlo methods; Standards; Testing; Analog/mixed-signal/RF IC testing; extreme value theory; statistical blockade; test metrics;
Conference_Titel :
Design Automation Conference (DAC), 2013 50th ACM/EDAC/IEEE