A general approach to studying fractional factorial designs with multiple groups of factors is proposed. A structure function is generated by the defining contrasts among different groups of factors and the
remaining columns. The structure function satisfies a first-order partial differential equation. By solving this equation, general results about the structures and properties of the designs are obtained. As an important application, practical rules for the selection of "optimal" single arrays for robust parameter design experiments are derived.
References
BAILEY, R. A. (1982). Dual Abelian groups in the design of experiments. In Algebraic Structures and Applications (P. Shultz, C. Praeger and R. Sullivan, eds.) 45-54. Dekker, New York.
BAILEY, R. A. (1985). Factorial design and Abelian groups. Linear Algebra Appl. 70 349-368.
BAILEY, R. A. (1989). Designs: Mappings between structured sets. In Survey s in Combinatorics 1989 (J. Siemons, ed.). London Math. Soc. Lecture Notes Ser. 141 22-51. Cambridge Univ. Press.
BINGHAM, D. and SITTER, R. R. (1999). Minimum aberration two-level fractional factorial splitplot designs. Technometrics 41 62-70.
BOSE, R. C. (1947). Mathematical theory of the sy mmetrical factorial design. Sankhy¯a 8 107-166.
BOX, G. E. P. and HUNTER, J. S. (1961). The 2k-p fractional factorial designs. I, II. Technometrics 3 311-351, 449-458.
BOX, G. E. P., HUNTER, W. G. and HUNTER, J. S. (1978). Statistics for Experimenters. Wiley, New York.
CHEN, H. and CHENG, C.-S. (1999). Theory of optimal blocking of 2n-mdesigns. Ann. Statist. 27 1948-1973.
CHEN, H. and HEDAy AT, A. S. (1996). 2n-1 designs with weak minimum aberration. Ann. Statist. 24 2536-2548.
FRIES, A. and HUNTER, W. G. (1980). Minimum aberration 2k-p designs. Technometrics 22 601-608.
JOHN, F. (1971). Partial Differential Equations. Springer, New York.
MUKERJEE, R. and WU, C. F. J. (1999). Blocking in regular fractional factorials: A projective geometry approach. Ann. Statist. 27 1256-1271.
MUKERJEE, R. and WU, C. F. J. (2001). Minimum aberration designs for mixed factorials in terms of complementary sets. Statist. Sinica 11 225-239.
SHOEMAKER, A. C., TSUI, K.-L. and WU, C. F. J. (1991). Economical experimentation methods for robust design. Technometrics 33 415-427.
SITTER, R. R., CHEN, J. and FEDER, M. (1997). Fractional resolution and minimum aberration in blocked 2n-k designs. Technometrics 39 382-390.
SUN, D. X., WU, C. F. J. and CHEN, Y. (1997). Optimal blocking schemes for 2n and 2n-p designs. Technometrics 39 298-307.
TAGUCHI, G. (1986). Introduction to Quality Engineering: Designing Quality into Products and Processes. Asian Productivity Organization, Toky o.
TANG, B. and WU, C. F. J. (1996). Characterization of minimum aberration 2n-k designs in terms of their complementary designs. Ann. Statist. 24 2549-2559.
WELCH, W. J., YU, T.-K., KANG, S. M. and SACKS, J. (1990). Computer experiments for quality control by parameter design. J. Quality Technology 22 15-22.
WU, C. F. J. and HAMADA, M. (2000). Experiments: Planning, Analy sis and Parameter Design Optimization. Wiley, New York.
WU, C. F. J. and ZHU, Y. (2001). Optimal selection of single array s for parameter design experiments. Technical report, Dept. Statistics, Purdue Univ.
WEST LAFAy ETTE, INDIANA 47907 E-MAIL: yuzhu@stat.purdue.edu