Reliability test for degradation data based on ranked set sampling

Author:

Zhang Wenhan1ORCID,Zhu Xiaojun1ORCID,He Mu1,Narayanaswamy Balakrishnan2

Affiliation:

1. School of Mathematics and Physics Xi'an Jiaotong‐Liverpool University Suzhou P.R. China

2. Department of Mathematics and Statistics McMaster University Hamilton Ontario Canada

Abstract

AbstractIn this article, we consider test for the two null hypotheses for and , two widely useful tests in reliability, based on ranked set sampling (RSS). We derive the likelihood ratio test as well as the associated exact and asymptotic results. Considering a fixed significance level and power of the test, we show that the proposed test statistic outperforms the existing test. In small sample cases, the proposed test leads to a much narrower confidence interval for the reliability function . Then, the test statistics obtained from simple random sampling and RSS schemes are compared through which, the efficiency of using RSS is demonstrated. For illustration, we apply the proposed test to a degradation data from the reliability literature. Upon using RSS, the cost of measurement gets reduced and efficiency gets improved, suggesting the importance and use of RSS data in reliability experiments and their design.

Funder

Natural Sciences and Engineering Research Council of Canada

National Natural Science Foundation of China

Xi’an Jiaotong-Liverpool University

Natural Science Foundation of Jiangsu Province

Publisher

Wiley

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