DocumentCode :
708526
Title :
Statistical analysis of accelerated life testing under Weibull distribution based on fuzzy theory
Author :
Han Xu ; Xiaoyang Li ; Le Liu
Author_Institution :
Sci. & Technol. on Reliability & Environ. Eng. Lab., Beihang Univ., Beijing, China
fYear :
2015
fDate :
26-29 Jan. 2015
Firstpage :
1
Lastpage :
5
Abstract :
Sometimes the accelerated life testing (ALT) of some products still take time and it is hard to implement real-time monitoring on samples to check whether the samples fail or not. Under this condition, periodic inspection is always conducted to monitor the sample performance, obtaining the failure time data in ALT. But periodic inspection may cause problems in some cases. When the failure is detected during the inspection, its timing point is recorded by estimation. So the failure time is not accurate since it may happen at any time in the adjacent inspection interval and cannot be detected immediately after the failure happen. The extreme case is that the sample fails immediately when the inspection is accomplished. Thus, there exists big uncertainty in failure time data if the interval is quite long which will affect the accuracy of evaluation results. However, there are some methods which may help to detect the failure happen indirectly. For example, the fluctuation or excursion of the output digital signal of samples may indicate the failure to some degree. Even so, the failure time cannot be recognized directly because the judging criteria of failure of different inspectors may slightly vary. This leads to the estimation of the exact failure time is not precise. Therefore, the failure time data of ALT is not precise and should be fuzzy data. The life estimation of ALT should be a fuzzy interval value rather than just a single number. Hence, in this paper, a statistical method for constant-stress ALT with Type II censored samples based on fuzzy theory is proposed which assumes that the life time of the product follows Weibull distribution.
Keywords :
Weibull distribution; condition monitoring; fuzzy set theory; inspection; life testing; statistical analysis; Weibull distribution; accelerated life testing; constant-stress ALT; failure time data; fuzzy data; fuzzy interval value; fuzzy theory; life estimation; periodic inspection; product life time; real-time monitoring; statistical analysis; statistical method; Inspection; Life estimation; Maximum likelihood estimation; Reliability engineering; Reliability theory; Stress; Particle Swarm Optimization; accelerated life testing; fuzzy theory; lifetime evaluation; reliability;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Reliability and Maintainability Symposium (RAMS), 2015 Annual
Conference_Location :
Palm Harbor, FL
Print_ISBN :
978-1-4799-6702-5
Type :
conf
DOI :
10.1109/RAMS.2015.7105078
Filename :
7105078
Link To Document :
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