TY - JOUR
T1 - Exact Likelihood-Ratio Tests for a Simple Step-Stress Cumulative Exposure Model with Censored Exponential Data
AU - Zhu, Xiaojun
AU - Balakrishnan, N.
AU - Zhou, Yiliang
N1 - Publisher Copyright:
© 2019, Springer Science+Business Media, LLC, part of Springer Nature.
PY - 2020/6/1
Y1 - 2020/6/1
N2 - An accelerated life test (ALT) is commonly used in reliability studies of high quality products. A step-stress experiment is one such ALT that is often used in practice. In this paper, we develop exact inference based on likelihood-ratio test for a simple step-stress model with exponential lifetimes under Type-II censoring. We consider both unrestricted and order-restricted maximum likelihood estimators (MLEs) for this purpose. We also derive the exact power function of this test, which we then use for designing an optimal step-stress testing experiment. By using a similar approach, we extend these results to other forms of censoring. Monte Carlo simulations are then carried out to evaluate the performance of the inferential methods developed here. Finally, an illustrative example is presented for demonstrating all the inferential results.
AB - An accelerated life test (ALT) is commonly used in reliability studies of high quality products. A step-stress experiment is one such ALT that is often used in practice. In this paper, we develop exact inference based on likelihood-ratio test for a simple step-stress model with exponential lifetimes under Type-II censoring. We consider both unrestricted and order-restricted maximum likelihood estimators (MLEs) for this purpose. We also derive the exact power function of this test, which we then use for designing an optimal step-stress testing experiment. By using a similar approach, we extend these results to other forms of censoring. Monte Carlo simulations are then carried out to evaluate the performance of the inferential methods developed here. Finally, an illustrative example is presented for demonstrating all the inferential results.
KW - Accelerated life-test
KW - Exact distribution
KW - Likelihood-ratio test
KW - Optimal design
KW - Order-restricted MLEs
KW - Unrestricted MLEs
UR - http://www.scopus.com/inward/record.url?scp=85065317819&partnerID=8YFLogxK
U2 - 10.1007/s11009-019-09719-3
DO - 10.1007/s11009-019-09719-3
M3 - Article
AN - SCOPUS:85065317819
SN - 1387-5841
VL - 22
SP - 497
EP - 509
JO - Methodology and Computing in Applied Probability
JF - Methodology and Computing in Applied Probability
IS - 2
ER -