Applied Statistics and Probability for Engineers

(Chris Devlin) #1
544 CHAPTER 14 DESIGN OF EXPERIMENTS WITH SEVERAL FACTORS

This design is shown in Fig. 14-24. Notice that block 1 contains the treatment combina-
tions (1) and aband that block 2 contains aand b. The contrasts for estimating the main
effects of factors Aand Bare

Note that these contrasts are unaffected by blocking since in each contrast there is one plus
and one minus treatment combination from each block. That is, any difference between block
1 and block 2 that increases the readings in one block by an additive constant cancels out. The
contrast for the ABinteraction is

Since the two treatment combinations with the plus signs, aband (1), are in block 1 and the
two with the minus signs, aand b, are in block 2, the block effect and the ABinteraction are
identical. That is, the ABinteraction is confounded with blocks.
The reason for this is apparent from the table of plus and minus signs for the 2^2 design
shown in Table 14-12. From the table we see that all treatment combinations that have a plus
on ABare assigned to block 1, whereas all treatment combinations that have a minus sign on
ABare assigned to block 2.
This scheme can be used to confound any 2kdesign in two blocks. As a second example,
consider a 2^3 design, run in two blocks. From the table of plus and minus signs, shown in Table
14-15, we assign the treatment combinations that are minus in the ABCcolumn to block 1 and
those that are plus in the ABCcolumn to block 2. The resulting design is shown in Fig. 14-25.

ContrastABab 112 ab

ContrastBabba 112

ContrastAabab 112

b
+

(1)













a

ab

A
Geometric view
(a)

Assignment of the four
runs to two blocks
(b)

(1)

Block 1

ab

a

Block 2

b

= Run in block 1
= Run in block 2

Figure 14-24 A 2^2
design in two blocks.
(a) Geometric view. (b)
Assignment of the four
runs to two blocks.

= Run in block 1
= Run in block 2

A

C

B

bc abc

c

b

ac

a

ab

(1)

(a)

Geometric view

Assignment of the eight
runs to two blocks
(b)

(1)

Block 1

ab

a

Block 2

b
ac
bc

c
abc

Figure 14-25 The 2^3
design in two blocks
with ABC confounded.
(a) Geometric View.
(b) Assignment of the
eight runs to two
blocks.

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