Title :
Accelerated life test calculations using the method of maximum likelihood: an improvement over least squares
Author :
Whitman, Charles S.
Author_Institution :
RF Micro Devices, Greensboro, NC, USA
Abstract :
Accelerated life testing is a common way to determine the reliability of devices under use conditions. Typically, parts are aged at different (high) temperatures and the resulting failure times are used to predict the time to failure at use (low) temperature. For semiconductor devices, the failure times often follow a lognormal distribution. In this paper the author considers using the maximum likelihood method in the accelerated life test calculations and shows that it offers an improvement over the least squares method.
Keywords :
failure analysis; life testing; log normal distribution; maximum likelihood estimation; probability; semiconductor device reliability; semiconductor device testing; ML technique; MTTF; accelerated life test calculations; confidence intervals; device reliability; failure times; high temperature aging; lognormal distribution; maximum likelihood method; median time to failure; probability; semiconductor devices; time to failure prediction; Aging; Least squares methods; Life estimation; Life testing; Maximum likelihood estimation; Probability; Radio frequency; Semiconductor devices; Shape; Temperature;
Conference_Titel :
GaAs Reliability Workshop, 2002
Print_ISBN :
0-7908-0103-5
DOI :
10.1109/GAAS.2002.1167926