How data-driven approaches can increase the accuracy of LED reliability predictions

Inhalt:
This paper proposes a methodology on the classification of LED degradation time-series to a suitable fitting model based on standard LED aging test data. Therefor a data set of about 2000 LED degradation curves was analyzed regarding their projected lifetime of various extrapolation models. The outcomes were compared to the standard exponential projection model. Results indicate a deviation of the projected