Exercise 4

 

 

1. (a) Why do we “block” experimental designs?

(b) Write a 23 factorial design.

(c) Write a 23 factorial design in four blocks of two runs each, such that main

effects are not confounded with blocks.

 

 

2. To reduce the amount of a certain pollutant, a waste stream of a small plastic molding factory has to be treated before it is discharged. State laws stipulate that the daily average of this pollutant cannot exceed 10 pounds. The following 11 experiments were performed to determine the best way to treat this waste stream. Analyze these data, and list the conclusions you reach.

 

Order in which experiments were performed

 

 

Chemical

brand

 

 

Temperature

(deg C)

 

 

 

Stirring

 

 

Pollutant

(lb/day)

5

A

72

None

5

6

B

72

None

30

1

A

100

None

6

9

B

100

None

33

11

A

72

Fast

4

4

B

72

Fast

3

2

A

100

Fast

5

7

B

100

Fast

4

3

AB

86

Intermediate

7

8

AB

86

Intermediate

4

10

AB

86

Intermediate

3

Where AB denotes a 50-50 mixture of both brands.

 

 

3. Write generators for a 28-4 design with Resolution = IV and for a 26-2 design with Resolution = IV. Does a 26-2 design with Resolution = V exist?

 

 

4. (a) Construct a 26-2 fractional factorial design with as high a resolution as possible.

(b) What are the generators of your design?

(c) What is the defining relation of your design?

(d) What is confounded with the main effect of variable 3 in your design?

(e) What is confounded with the two-factor interaction 12 in your design?

 

 

5. (a) Write a design of resolution III in seven variables and eight runs.

(b) From (a), obtain a design for eight variables in 16 runs of resolution IV, arranged in eight blocks of two.

(c) How could this design be used to eliminate the effects of time trends?

(d) What are the generators for your design?

(e) If no blocking is to be used, how could this design be employed to study the main effects and interactions of three principal variables and the main effects of eight minor variables not expected to interact with the principal variables and with each other?

 

 

6. Show how to construct a 27-1 resolution VII design. Show how the design may be divided into eight blocks of eight runs each so that no main effect or two-factor interaction is confounded with any block effect.