Plackett and Burman Design

 

The original Plackett-Burman (1946) designs are two-level fractional factorial designs for studying  factors in runs, where is a multiple of 4. If is a power of 2, these designs are identical to those of fraction factorial. However, for other cases, the Plackett-Burman designs are sometimes of interest.

As an example, the Plackett-Burman design for  and  is derived. The element of  are 0, 1, 2, … , 10 with arithmetic being carried out mod 11. The quadratic residues are , , , , . Then  if  and  if . These designs are shown in the following table.

 

 

In AutoDesign, the Plackett-Burman design is extended to overcome the lack of balance in some factors. As an example, the Plackett-Burman design for  and  give imbalanced sampling, which is only due to the quadratic residue of . In this case, RecurDyn/AutoDesign automatically increase the number of trials until satisfying the balance of sampling. Also, for the mixed-level design such as 2, 3 and 4 levels, the contractive replacement method of Addelman and Kempthorne (1961) is used. As an example, for the mixed-level such as two 2-level factors, two 3-level factors and two 4-level factors, the extended Plackett-Burman design is given in the following table.

 

 

NOTE

Galois Field: Let z be any nonzero element of the finite field ;  is said to be a quadratic residue of the field if there is an element  in the field such that ; otherwise, is a nonquadratic residue. Then, the Legendre symbol, , is defined as follows: ; , if  is a quadratic residue;  if  is a non-quadratic residue.

 

Reference

1.  Plackett, R.L. and Burman, J.P., 1946, “The Design of Optimum Multi-factorial Experiments”, Biometrika, Vol. 33, pp. 305~325.

2.  Addelman, S. and Kempthorne, O. 1961, “Some Main Effects Plans and Orthogonal Arrays of Strength Two”, Ann. Math. Statist., Vol. 32, pp. 1167~1176.

3.  John, P.M.J., 1998, Statistical Design and Analysis of Experiments, SIAM, pp.185~190.