期刊名称:Pakistan Journal of Statistics and Operation Research
印刷版ISSN:2220-5810
出版年度:2021
卷号:17
期号:1
页码:35-42
DOI:10.18187/pjsor.v17i1.2354
语种:English
出版社:College of Statistical and Actuarial Sciences
摘要:The three-parameter Weibull distribution is a continuous distribution widely used in the study of reliability and life data. The estimation of the distribution parameters is an important problem that has received a lot of attention by researchers because of theirs effects in several measurements. In this research, we propose a particle swarm optimization (PSO) to estimate the three-parameter Weibull distribution and then to estimate the reliability and hazard functions. The real data results indicate that our proposed estimation method is significantly consistent in estimation compared to the maximum likelihood method. In terms of log likelihood and mean time to failure (MTTF).
关键词:Reliability; particle swarm optimization; 3-parameter weibull distribution; Maximum likelihood