Sy. Wu et Tr. Tsai, Estimation of time-to-failure distribution derived from a degradation model using fuzzy clustering, QUAL REL EN, 16(4), 2000, pp. 261-267
Some life tests are terminated with few or no failures. In such cases, a re
cent approach is to obtain degradation measurements of product performance
that may contain some useful information about product reliability. General
ly degradation paths of products are modeled by a nonlinear regression mode
l with random coefficients. If we can obtain the estimates of parameters un
der the model, then the time-to-failure distribution can be estimated. In s
ome cases, the patterns of a few degradation paths are different from those
of most degradation paths in a test. Therefore, this study develops a weig
hted method based on fuzzy clustering procedure to robust estimation of the
underlying parameters and time-to-failure distribution. The method will be
studied on a real data set. Copyright (C) 2000 John Wiley & Sons, Ltd.