Diagnosis Aids in Multivariate Multiple Linear Regression Profiles Monitoring

被引:26
作者
Amiri, Amirhossein [1 ]
Saghaei, Abbas [2 ]
Mohseni, Mohammad [3 ]
Zerehsaz, Yaser [4 ]
机构
[1] Shahed Univ, Fac Engn, Dept Ind Engn, Tehran, Iran
[2] Islamic Azad Univ, Sci & Res Branch, Ind Engn Dept, Tehran, Iran
[3] Islamic Azad Univ, Qazvin Branch, Ind Engn Dept, Qazvin, Iran
[4] Islamic Azad Univ, South Tehran Branch, Ind Engn Dept, Tehran, Iran
关键词
Diagnosis aids; Hoteling's T-2 statistic; Multivariate multiple linear regression profile; Phase II; Statistical process control; PHASE-I ANALYSIS; CONTROL CHARTS; POLYNOMIAL PROFILES; T-2; IDENTIFICATION;
D O I
10.1080/03610926.2012.694543
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
Diagnosis aids in addition to detecting the out-of-control state is an important issue in multivariate multiple linear regression profiles monitoring; because a large number of parameters and profiles in this structure are involved. In this paper, we specifically concentrate on identification of profile(s) and parameter(s) which have changed during the process in multivariate multiple linear regression profiles structure in Phase II. We demonstrate the effectiveness of our proposed approaches through Monte Carlo simulations and a real case study in terms of accuracy percent.
引用
收藏
页码:3057 / 3079
页数:23
相关论文
共 37 条
[1]  
Alt F.B., 1985, Multivariate Quality Control in Encyclopedia of Statistical Sciences 6
[2]   A Case Study on Monitoring Polynomial Profiles in the Automotive Industry [J].
Amiri, Amirhossein ;
Jensen, Willis A. ;
Kazemzadeh, Reza Baradaran .
QUALITY AND RELIABILITY ENGINEERING INTERNATIONAL, 2010, 26 (05) :509-520
[3]  
[Anonymous], 2012, Methods of Multivariate Analysis
[4]   IDENTIFICATION OF OUT OF CONTROL QUALITY CHARACTERISTICS IN A MULTIVARIATE MANUFACTURING ENVIRONMENT [J].
DOGANAKSOY, N ;
FALTIN, FW ;
TUCKER, WT .
COMMUNICATIONS IN STATISTICS-THEORY AND METHODS, 1991, 20 (09) :2775-2790
[5]   Phase II Monitoring of Multivariate Multiple Linear Regression Profiles [J].
Eyvazian, M. ;
Noorossana, R. ;
Saghaei, Abbas ;
Amiri, Amirhossein .
QUALITY AND RELIABILITY ENGINEERING INTERNATIONAL, 2011, 27 (03) :281-296
[6]   Performance evaluation of two methods for online monitoring of linear calibration profiles [J].
Gupta, S ;
Montgomery, DC ;
Woodall, WH .
INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 2006, 44 (10) :1927-1942
[7]  
Hafezi S., 2009, INT J IND ENG PROD M, V20, P23
[8]   REGRESSION ADJUSTMENT FOR VARIABLES IN MULTIVARIATE QUALITY-CONTROL [J].
HAWKINS, DM .
JOURNAL OF QUALITY TECHNOLOGY, 1993, 25 (03) :170-182
[9]   IDENTIFICATION AND QUANTIFICATION IN MULTIVARIATE QUALITY-CONTROL PROBLEMS [J].
HAYTER, AJ ;
TSUI, KL .
JOURNAL OF QUALITY TECHNOLOGY, 1994, 26 (03) :197-208
[10]  
Jackson J.E., 1991, USER GUIDE PRINCIPAL