TY - GEN
T1 - Optimal design for step-stress accelerated degradation testing with competing failure modes
AU - Li, Xiaoyang
AU - Jiang, Tongmin
PY - 2009
Y1 - 2009
N2 - With the development of engineering and science technology, many products are able to operate for a long period of time before failure. Accelerated life testing (ALT) has been proposed to evaluate reliability and life of these products, but ALT may involve the collection of only a few failures (time-to-failure data). To overcome this problem, accelerated degradation testing (ADT) is presented. Competing failure mechanisms happen in many electronic devices. However, as for designing an efficient ADT experiment, competing failure mechanisms were seldom discussed. In this study, we first use drift Brownian motion to model a typical step-stress ADT (SSADT) problem. Then, according to competing failure rule, we established reliability model of the product. Next, under the constraint that the total experimental cost does not exceed a predetermined budget, our objective is to minimize the asymptotic variance of the estimated hundred percentile of the competing reliability model of product. This optimal testing plan gives the optimal number of test units and inspection times at each stress level. Finally, we analyze the different optimal plans with different budgets, different levels of stress and different stress steps. Based on these analyses, we propose the guideline of stress loading principles of SSADT.
AB - With the development of engineering and science technology, many products are able to operate for a long period of time before failure. Accelerated life testing (ALT) has been proposed to evaluate reliability and life of these products, but ALT may involve the collection of only a few failures (time-to-failure data). To overcome this problem, accelerated degradation testing (ADT) is presented. Competing failure mechanisms happen in many electronic devices. However, as for designing an efficient ADT experiment, competing failure mechanisms were seldom discussed. In this study, we first use drift Brownian motion to model a typical step-stress ADT (SSADT) problem. Then, according to competing failure rule, we established reliability model of the product. Next, under the constraint that the total experimental cost does not exceed a predetermined budget, our objective is to minimize the asymptotic variance of the estimated hundred percentile of the competing reliability model of product. This optimal testing plan gives the optimal number of test units and inspection times at each stress level. Finally, we analyze the different optimal plans with different budgets, different levels of stress and different stress steps. Based on these analyses, we propose the guideline of stress loading principles of SSADT.
KW - Brownian motion
KW - Inverse gaussian distribution
KW - Optimal design
KW - Step-stress accelerated degradation testing
UR - https://www.scopus.com/pages/publications/70349134742
U2 - 10.1109/RAMS.2009.4914651
DO - 10.1109/RAMS.2009.4914651
M3 - 会议稿件
AN - SCOPUS:70349134742
SN - 9781424425099
T3 - Proceedings - Annual Reliability and Maintainability Symposium
SP - 64
EP - 68
BT - 2009 Proceedings - Annual Reliability and Maintainability Symposium, RAMS 2009
T2 - 2009 - Annual Reliability and Maintainability Symposium, RAMS 2009
Y2 - 26 January 2009 through 29 January 2009
ER -