首页    期刊浏览 2024年11月14日 星期四
登录注册

文章基本信息

  • 标题:Reliability Estimation of Three Parameters Weibull Distribution based on Particle Swarm Optimization
  • 本地全文:下载
  • 作者:Zakariya Y Algamal ; Ghalia Basheer
  • 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
国家哲学社会科学文献中心版权所有