Fraction of design space plots for assessing mixture and mixture-process designs

被引:33
作者
Goldfarb, HB [1 ]
Anderson-Cook, CM
Borror, CM
Montgomery, DC
机构
[1] Dial Corp, Dept Res & Dev, Scottsdale, AZ 85254 USA
[2] Virginia Polytech Inst & State Univ, Dept Stat, Blacksburg, VA 24061 USA
[3] Drexel Univ, Dept Decis Sci, Philadelphia, PA 19104 USA
[4] Arizona State Univ, Dept Ind Engn, Tempe, AZ 85287 USA
关键词
fraction of design space plot; mixture experiments; scaled prediction variance; variance dispersion graphs;
D O I
10.1080/00224065.2004.11980263
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Variance dispersion graphs are useful tools for evaluating various types of designs, including mixture and mixture-process designs. They allow an experimenter to see patterns of scaled prediction variances (SPV) throughout a design space. We introduce a complementary fraction of design space (FDS) plot that provides additional information on the distribution of the SPV throughout a design space. These plots display the fraction of design space where the SPV is less than or equal to specific values. The FDS plots for combined mixture-process experiments also show which of the two types of variables has more influence on the SPV. The FDS plots for mixture and mixture-process experiments are developed and then demonstrated with several examples.
引用
收藏
页码:169 / 179
页数:11
相关论文
共 26 条
[1]   SPHERICAL PREDICTION-VARIANCE PROPERTIES OF CENTRAL COMPOSITE AND BOX-BEHNKEN DESIGNS [J].
BORKOWSKI, JJ .
TECHNOMETRICS, 1995, 37 (04) :399-410
[2]  
Borror CM, 2002, J QUAL TECHNOL, V34, P54
[3]   MULTI-FACTOR EXPERIMENTAL-DESIGNS FOR EXPLORING RESPONSE SURFACES [J].
BOX, GEP ;
HUNTER, JS .
ANNALS OF MATHEMATICAL STATISTICS, 1957, 28 (01) :195-241
[4]  
Cornell J., 2002, Experiments with mixtures: designs, models, and the analysis of mixture data, V3rd
[5]   FRACTIONAL DESIGN PLANS FOR PROCESS VARIABLES IN MIXTURE EXPERIMENTS [J].
CORNELL, JA ;
GORMAN, JW .
JOURNAL OF QUALITY TECHNOLOGY, 1984, 16 (01) :20-38
[6]  
Cornell JA, 2002, EXPT MIXTURES DESIGN
[9]   GRAPHICAL ASSESSMENT OF THE PREDICTION CAPABILITY OF RESPONSE-SURFACE DESIGNS [J].
GIOVANNITTIJENSEN, A ;
MYERS, RH .
TECHNOMETRICS, 1989, 31 (02) :159-171
[10]   Three-dimensional variance dispersion graphs for mixture-process experiments [J].
Goldfarb, HB ;
Borror, CM ;
Montgomery, DC ;
Anderson-Cook, CM .
JOURNAL OF QUALITY TECHNOLOGY, 2004, 36 (01) :109-124