A Practitioner's Guide to Analyzing Reliability Experiments with Random Blocks and Subsampling

被引:24
作者
Kensler, Jennifer L. K. [1 ]
Freeman, Laura J. [2 ]
Vining, G. Geoffrey [3 ]
机构
[1] Air Force Inst Technol, Sci Test & Anal Tech Test & Evaluat Ctr Excellenc, Wright Patterson AFB, OH 45433 USA
[2] Inst Def Anal, Alexandria, VA USA
[3] Virginia Tech, Dept Stat, Blacksburg, VA USA
关键词
maximum likelihood estimation; nonnormal data; regression estimation; reliability estimation; restrictions on randomization; STANDARD-DEVIATION; WEIBULL; BIAS;
D O I
10.1080/08982112.2014.887101
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Reliability experiments provide important information regarding the life of a product, including how various factors affect product life. Current analyses of reliability data usually assume a completely randomized design. However, reliability experiments frequently contain subsampling, which represents a restriction on randomization. A typical experiment involves applying treatments to test stands, with several items placed on each test stand. In addition, raw materials used in experiments are often produced in batches, leading to a design involving blocks. This article proposes a method using Weibull regression for analyzing reliability experiments with random blocks and subsampling. An illustration of the method is provided.
引用
收藏
页码:359 / 369
页数:11
相关论文
共 14 条
[1]  
[Anonymous], 2003, STAT MODEL METHODS L
[2]   STATISTICAL INFERENCE FROM CENSORED WEIBULL SAMPLES [J].
BILLMANN, BR ;
BAIN, LJ ;
ANTLE, CE .
TECHNOMETRICS, 1972, 14 (04) :831-&
[3]   Comparison of maximum likelihood unbiasing methods for the estimation of the weibull parameters [J].
Cacciari, M ;
Mazzanti, G ;
Montanari, GC .
IEEE TRANSACTIONS ON DIELECTRICS AND ELECTRICAL INSULATION, 1996, 3 (01) :18-27
[4]   Reliability of space-shuttle pressure vessels with random batch effects [J].
Feiveson, AH ;
Kulkarni, PM .
TECHNOMETRICS, 2000, 42 (04) :332-344
[5]   Reliability Data Analysis for Life Test Experiments with Subsampling [J].
Freeman, Laura J. ;
Vining, G. Geoffrey .
JOURNAL OF QUALITY TECHNOLOGY, 2010, 42 (03) :233-241
[6]   USING STATISTICALLY DESIGNED EXPERIMENTS TO IMPROVE RELIABILITY AND TO ACHIEVE ROBUST RELIABILITY [J].
HAMADA, M .
IEEE TRANSACTIONS ON RELIABILITY, 1995, 44 (02) :206-215
[7]  
Kensler J. L. K., 2014, J QUALITY TECH UNPUB
[8]   Effect of Not Having Homogeneous Test Units in Accelerated Life Tests [J].
Leon, Ramon V. ;
Li, Yanzhen ;
Guess, Frank M. ;
Sawhney, Rapinder S. .
JOURNAL OF QUALITY TECHNOLOGY, 2009, 41 (03) :241-246
[9]  
Meeker W.Q., 1998, Statistical Methods for Reliability Data
[10]  
Montgomery D., 1991, Design and Analysis of Experiments, V3rd ed.