Difference between revisions of "Worksheets/Week6"
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Kevin Dunn (talk | contribs) (→Part 1) |
Kevin Dunn (talk | contribs) (→Part 2) |
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<code data-type="sample-code"> | <code data-type="sample-code"> | ||
base <- c(-1, +1) | |||
design <- expand.grid(A=base, B=base, C=base) | |||
A <- design$A | |||
B <- design$B | |||
C <- design$C | |||
D <- A * B * C | |||
</code> | </code> | ||
</div></html> | </div></html> |
Revision as of 21:12, 31 March 2019
Part 1
Your group is developing a new product, but have been struggling to get the product’s stability, measured in days, to the level required. You are aiming for a stability value of 50 days or more.
- A: enzyme strength: -1 == 20%; +1 == 30%
- B: feed concentration: -1 == 5%; +1 == 15%
- C: mixer type: -1 = R mixer; +1 = W mixer
# This is the half-fraction, when C = A*B
A <- c(-1, +1, -1, +1)
B <- c(-1, -1, +1, +1)
C <- A * B
# The response: stability [units=days]
y <- ...
model.stability.poshalf <- lm(y ~ A*B*C)
summary(model.stability.poshalf)
# Uncomment this line if you run the code in RStudio
#library(pid)
# Comment these 2 lines if you run this code in RStudio
source('https://yint.org/paretoPlot.R')
source('https://yint.org/contourPlot.R')
paretoPlot(model.stability)
# This is the other half-fraction, when C = -A*B
A <- c(-1, +1, -1, +1)
B <- c(-1, -1, +1, +1)
C <- -1 * A * B
# The response: stability [units=days]
y <- ...
model.stability.neghalf <- lm(y ~ A*B*C)
summary(model.stability.neghalf)
Part 2
base <- c(-1, +1)
design <- expand.grid(A=base, B=base, C=base)
A <- design$A
B <- design$B
C <- design$C
D <- A * B * C