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Statistical Methods for Engineering Research
Randomized Complete Block Design
Prepared By
Dr. Manu Melwin Joy
Assistant Professor
School of Management Studies
Cochin University of Science and Technology
Kerala, India.
Phone – 9744551114
Mail – manumelwinjoy@cusat.ac.in
Kindly restrict the use of slides for personal purpose.
Please seek permission to reproduce the same in public forms and
presentations.
Completely randomized design
• A completely randomized design (CRD) is
one where the treatments are assigned
completely at random so that each
experimental unit has the same chance of
receiving any one treatment.
• For the CRD, any difference among
experimental units receiving the same
treatment is considered as experimental
error.
Completely randomized design
• Hence, CRD is appropriate only for
experiments with homogeneous
experimental units, such as laboratory
experiments, where environmental effects
are relatively easy to control.
• For field experiments, where there is
generally large variation among
experimental plots in such environmental
factors as soil, the CRD is rarely used.
Randomized complete block
design
• The randomized complete block design
(RCBD) is one of the most widely used
experimental designs in forestry research.
• The purpose of blocking is to reduce the
experimental error by eliminating the
contribution of known sources of variation
among the experimental units.
Randomized complete block
design
• This is done by grouping the experimental
units into blocks such that variability within
each block is minimized and variability
among blocks is maximized.
• Since only the variation within a block
becomes part of the experimental error,
blocking is most effective when the
experimental area has a predictable pattern
of variability.
Randomized complete block
design
• This design divides the group of
experimental units into n homogeneous
groups of size t.
• These homogeneous groups are called
blocks.
• The treatments are then randomly assigned
to the experimental units in each block -
one treatment to a unit in each block.
Example 1:
• Suppose we are interested in how weight gain (Y)
in rats is affected by Source of protein (Beef,
Cereal, and Pork) and by Level of Protein (High
or Low).
• There are a total of t = 3×2 = 6 treatment
combinations of the two factors (Beef -High
Protein, Cereal-High Protein, Pork-High Protein,
Beef -Low Protein, Cereal-Low Protein, and Pork-
Low Protein) .
• Suppose we have available to us a total of N = 60
experimental rats to which we are going to apply the
different diets based on the t = 6 treatment
combinations.
• Prior to the experimentation the rats were divided
into n = 10 homogeneous groups of size 6.
• The grouping was based on factors that had
previously been ignored (Example - Initial weight
size, appetite size etc.)
• Within each of the 10 blocks a rat is randomly
assigned a treatment combination (diet).
• The weight gain after a fixed period is
measured for each of the test animals and is
tabulated on the next slide:
Block Block
1 107 96 112 83 87 90 6 128 89 104 85 84 89
(1) (2) (3) (4) (5) (6) (1) (2) (3) (4) (5) (6)
2 102 72 100 82 70 94 7 56 70 72 64 62 63
(1) (2) (3) (4) (5) (6) (1) (2) (3) (4) (5) (6)
3 102 76 102 85 95 86 8 97 91 92 80 72 82
(1) (2) (3) (4) (5) (6) (1) (2) (3) (4) (5) (6)
4 93 70 93 63 71 63 9 80 63 87 82 81 63
(1) (2) (3) (4) (5) (6) (1) (2) (3) (4) (5) (6)
5 111 79 101 72 75 81 10 103 102 112 83 93 81
(1) (2) (3) (4) (5) (6) (1) (2) (3) (4) (5) (6)
Randomized Block Design
Example 2:
• The following experiment is interested in
comparing the effect four different
chemicals (A, B, C and D) in producing
water resistance (y) in textiles.
• A strip of material, randomly selected from
each bolt, is cut into four pieces (samples)
the pieces are randomly assigned to receive
one of the four chemical treatments.
• This process is replicated three times
producing a Randomized Block (RB) design.
• Moisture resistance (y) were measured for
each of the samples. (Low readings indicate
low moisture penetration).
• The data is given in the diagram and table on
the next slide.
Diagram: Blocks (Bolt Samples)
9.9 C 13.4 D 12.7 B
10.1 A 12.9 B 12.9 D
11.4 B 12.2 A 11.4 C
12.1 D 12.3 C 11.9 A
Table
Blocks (Bolt Samples)
Chemical 1 2 3
A 10.1 12.2 11.9
B 11.4 12.9 12.7
C 9.9 12.3 11.4
D 12.1 13.4 12.9
Randomized complete block design - Dr. Manu Melwin Joy - School of Management Studies, Cochin University of Science and Technology

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Randomized complete block design - Dr. Manu Melwin Joy - School of Management Studies, Cochin University of Science and Technology

  • 1. Statistical Methods for Engineering Research Randomized Complete Block Design
  • 2. Prepared By Dr. Manu Melwin Joy Assistant Professor School of Management Studies Cochin University of Science and Technology Kerala, India. Phone – 9744551114 Mail – manumelwinjoy@cusat.ac.in Kindly restrict the use of slides for personal purpose. Please seek permission to reproduce the same in public forms and presentations.
  • 3. Completely randomized design • A completely randomized design (CRD) is one where the treatments are assigned completely at random so that each experimental unit has the same chance of receiving any one treatment. • For the CRD, any difference among experimental units receiving the same treatment is considered as experimental error.
  • 4. Completely randomized design • Hence, CRD is appropriate only for experiments with homogeneous experimental units, such as laboratory experiments, where environmental effects are relatively easy to control. • For field experiments, where there is generally large variation among experimental plots in such environmental factors as soil, the CRD is rarely used.
  • 5. Randomized complete block design • The randomized complete block design (RCBD) is one of the most widely used experimental designs in forestry research. • The purpose of blocking is to reduce the experimental error by eliminating the contribution of known sources of variation among the experimental units.
  • 6. Randomized complete block design • This is done by grouping the experimental units into blocks such that variability within each block is minimized and variability among blocks is maximized. • Since only the variation within a block becomes part of the experimental error, blocking is most effective when the experimental area has a predictable pattern of variability.
  • 7. Randomized complete block design • This design divides the group of experimental units into n homogeneous groups of size t. • These homogeneous groups are called blocks. • The treatments are then randomly assigned to the experimental units in each block - one treatment to a unit in each block.
  • 8. Example 1: • Suppose we are interested in how weight gain (Y) in rats is affected by Source of protein (Beef, Cereal, and Pork) and by Level of Protein (High or Low). • There are a total of t = 3×2 = 6 treatment combinations of the two factors (Beef -High Protein, Cereal-High Protein, Pork-High Protein, Beef -Low Protein, Cereal-Low Protein, and Pork- Low Protein) .
  • 9. • Suppose we have available to us a total of N = 60 experimental rats to which we are going to apply the different diets based on the t = 6 treatment combinations. • Prior to the experimentation the rats were divided into n = 10 homogeneous groups of size 6. • The grouping was based on factors that had previously been ignored (Example - Initial weight size, appetite size etc.) • Within each of the 10 blocks a rat is randomly assigned a treatment combination (diet).
  • 10. • The weight gain after a fixed period is measured for each of the test animals and is tabulated on the next slide:
  • 11. Block Block 1 107 96 112 83 87 90 6 128 89 104 85 84 89 (1) (2) (3) (4) (5) (6) (1) (2) (3) (4) (5) (6) 2 102 72 100 82 70 94 7 56 70 72 64 62 63 (1) (2) (3) (4) (5) (6) (1) (2) (3) (4) (5) (6) 3 102 76 102 85 95 86 8 97 91 92 80 72 82 (1) (2) (3) (4) (5) (6) (1) (2) (3) (4) (5) (6) 4 93 70 93 63 71 63 9 80 63 87 82 81 63 (1) (2) (3) (4) (5) (6) (1) (2) (3) (4) (5) (6) 5 111 79 101 72 75 81 10 103 102 112 83 93 81 (1) (2) (3) (4) (5) (6) (1) (2) (3) (4) (5) (6) Randomized Block Design
  • 12. Example 2: • The following experiment is interested in comparing the effect four different chemicals (A, B, C and D) in producing water resistance (y) in textiles. • A strip of material, randomly selected from each bolt, is cut into four pieces (samples) the pieces are randomly assigned to receive one of the four chemical treatments.
  • 13. • This process is replicated three times producing a Randomized Block (RB) design. • Moisture resistance (y) were measured for each of the samples. (Low readings indicate low moisture penetration). • The data is given in the diagram and table on the next slide.
  • 14. Diagram: Blocks (Bolt Samples) 9.9 C 13.4 D 12.7 B 10.1 A 12.9 B 12.9 D 11.4 B 12.2 A 11.4 C 12.1 D 12.3 C 11.9 A
  • 15. Table Blocks (Bolt Samples) Chemical 1 2 3 A 10.1 12.2 11.9 B 11.4 12.9 12.7 C 9.9 12.3 11.4 D 12.1 13.4 12.9