Monitoring polynomial profiles in quality control applications

被引:45
作者
Kazemzadeh, R. B. [1 ]
Noorossana, R. [2 ]
Amiri, A. [1 ]
机构
[1] Tarbiat Modares Univ, Fac Engn, Dept Ind Engn, Tehran, Iran
[2] Iran Univ Sci & Technol, Dept Ind Engn, Tehran, Iran
基金
美国国家科学基金会;
关键词
Polynomial profile; Phase II; Statistical process control; Average run length; Mean square error (MSE); LINEAR PROFILES; CONTROL CHARTS;
D O I
10.1007/s00170-008-1633-z
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In some statistical process control applications, quality of a process or product is characterized by a relationship between two or more variables which is referred to as profile. Sometimes, this relationship can be characterized by a polynomial profile. There are some methods in the literature which can be easily extended and used for monitoring polynomial profiles. In this paper, a new method is proposed for monitoring kth order polynomial profiles in phase II. In the proposed method, the polynomial profiles are transformed to orthogonal polynomial profiles, and the parameters of the transformed model are monitored by separate exponentially weighted moving average control charts. Based on the relationship between the parameters of the main and transformed model, the step shifts in the parameters of main model lead to larger step shifts in the parameters of the transformed model. Hence, this transformation leads to quicker detection in phase II. The performance of the proposed method is compared with the existing methods using numerical simulation runs in terms of average run length criterion.
引用
收藏
页码:703 / 712
页数:10
相关论文
共 20 条
  • [1] [Anonymous], 2006, Introduction to Linear Regression Analysis
  • [2] CROARKIN C, 1982, 1164 NBS US DEP COM
  • [3] AN EWMA FOR MONITORING A PROCESS STANDARD-DEVIATION
    CROWDER, SV
    HAMILTON, MD
    [J]. JOURNAL OF QUALITY TECHNOLOGY, 1992, 24 (01) : 12 - 21
  • [4] Performance evaluation of two methods for online monitoring of linear calibration profiles
    Gupta, S
    Montgomery, DC
    Woodall, WH
    [J]. INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 2006, 44 (10) : 1927 - 1942
  • [5] A NOTE ON MULTIVARIATE CUSUM PROCEDURES
    HEALY, JD
    [J]. TECHNOMETRICS, 1987, 29 (04) : 409 - 412
  • [6] Kang L, 2000, J QUAL TECHNOL, V32, P418
  • [7] Phase i monitoring of polynomial profiles
    Kazemzadeh, R. B.
    Noorossana, R.
    Amiri, A.
    [J]. COMMUNICATIONS IN STATISTICS-THEORY AND METHODS, 2008, 37 (10) : 1671 - 1686
  • [8] On the monitoring of linear profiles
    Kim, K
    Mahmoud, MA
    Woodall, WH
    [J]. JOURNAL OF QUALITY TECHNOLOGY, 2003, 35 (03) : 317 - 328
  • [9] Phase I analysis of linear profiles with calibration applications
    Mahmoud, MA
    Woodall, WH
    [J]. TECHNOMETRICS, 2004, 46 (04) : 380 - 391
  • [10] A change point method for linear profile data
    Mahmoud, Mahmoud A.
    Parker, Peter A.
    Woodall, William H.
    Hawkins, Douglas M.
    [J]. QUALITY AND RELIABILITY ENGINEERING INTERNATIONAL, 2007, 23 (02) : 247 - 268