Product transfer between plants using historical process data

被引:47
作者
Jaeckle, CM [1 ]
MacGregor, JF [1 ]
机构
[1] McMaster Univ, Dept Chem Engn, Hamilton, ON L8S 4L7, Canada
关键词
D O I
10.1002/aic.690461011
中图分类号
TQ [化学工业];
学科分类号
0817 ;
摘要
Based on the concepts laid out in an earlier article (Jaeckle and MacGregor, 1998), this paper defines the problem of moving the production of a particular product grade from a plant A to another plant B when both plants have already produced a similar range of grades. Since the two plants may differ in size, configurations, and so on, the process conditions required to produce any given product grade may be very different in the two plants. How historical process data on both plants may be utilized to assist in this problem is investigated A multivariate latent variable method is proposed that uses data from both plants to predict process conditions for plant B for a grade previously produced only in plant A. The approach is illustrated by a simulation example.
引用
收藏
页码:1989 / 1997
页数:9
相关论文
共 15 条
[1]  
[Anonymous], 1989, J CHEMOM, DOI DOI 10.1002/CEM.1180030104
[2]   Latent variable multivariate regression modeling [J].
Burnham, AJ ;
MacGregor, JF ;
Viveros, R .
CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS, 1999, 48 (02) :167-180
[3]   PARTIAL LEAST-SQUARES REGRESSION - A TUTORIAL [J].
GELADI, P ;
KOWALSKI, BR .
ANALYTICA CHIMICA ACTA, 1986, 185 :1-17
[4]   Product design through multivariate statistical analysis of process data [J].
Jaeckle, CM ;
MacGregor, JF .
AICHE JOURNAL, 1998, 44 (05) :1105-1118
[5]   Industrial applications of product design through the inversion of latent variable models [J].
Jaeckle, CM ;
MacGregor, JF .
CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS, 2000, 50 (02) :199-210
[6]  
JAECKLE CM, 1998, THESIS MCMASTER U HA
[7]   PROCESS MONITORING AND DIAGNOSIS BY MULTIBLOCK PLS METHODS [J].
MACGREGOR, JF ;
JAECKLE, C ;
KIPARISSIDES, C ;
KOUTOUDI, M .
AICHE JOURNAL, 1994, 40 (05) :826-838
[8]  
Martens H, 1991, MULTIVARIATE CALIBRA
[9]   MULTIVARIATE SPC CHARTS FOR MONITORING BATCH PROCESSES [J].
NOMIKOS, P ;
MACGREGOR, JF .
TECHNOMETRICS, 1995, 37 (01) :41-59
[10]  
ROFFEL JJ, 1989, IFAC DYCORD