Paper Info
Title
Performance Analysis in Non-normal Linear Profiles Using Gamma Distribution
Abstract
while the quality control procedures for monitoring profiles have been studied considerably, process capability analysis for non-normal profiles has not been explored at all. Profile monitoring is a relatively new set of techniques in quality control that is used in situations where the state of product or process is presented by a function of two or more quality characteristics. Such profiles can be modeled using linear or nonlinear regression models. In some applications, it is assumed that a single or multivariate quality characteristic(s) follows normal distribution. However, in certain applications this assumption may fail to hold and may yield misleading results. In this paper, we focus on the process capability analysis of profiles with effect of non-normality. Process capability indices give a quick indication of the capability of a manufacturing process. We use Burr distribution for process capability index (PCI) estimations when the process data exhibits non-normal distribution. Monte Carlo simulation for Gamma distribution is used to assess the efficacy of the proposed method.
Year
DOI
Venue
2011
10.1109/ITNG.2011.207
ITNG
Keywords
Field
DocType
Monte Carlo methods,gamma distribution,manufacturing processes,multivariable control systems,normal distribution,process capability analysis,quality control,regression analysis,Monte Carlo simulation,burr distribution,gamma distribution,linear regression model,manufacturing process,multivariate quality characteristics,nonlinear regression model,nonnormal distribution,nonnormal linear profile monitoring,normal distribution,performance analysis,process capability index,product state,quality characteristics,quality control,Burr XII distribution,Burr-based method,Non-normality,Process Capability Index (PCI),Profile monitoring
Process capability,Monte Carlo method,Normal distribution,Multivariate statistics,Computer science,Burr distribution,Algorithm,Process control,Gamma distribution,Statistics,Process capability index,Distributed computing
Conference
Citations 
PageRank 
References 
0
0.34
6
Authors
3
Name
Order
Citations
PageRank
S. Z. Hosseinifard1253.53
B. Abbasi214519.89
M. Abdollahian311.06