Degrees of Freedom in Full Factorial
Six Sigma – iSixSigma › Forums › General Forums › General › Degrees of Freedom in Full Factorial
 This topic has 1 reply, 2 voices, and was last updated 1 year, 7 months ago by Robert Butler.

AuthorPosts

April 12, 2019 at 10:37 am #238393
noambsnParticipant@noambsn Include @noambsn in your post and this person will
be notified via email.Hello,
if I have a design of 2^k*n when k=4 factors and n=3 replications,
how can I calculate for the whole model the df_total,df_model, and df_error?
thank you0April 13, 2019 at 1:57 pm #238438
Robert ButlerParticipant@rbutler Include @rbutler in your post and this person will
be notified via email.Give two levels for each factor you have the following:
Factor A, df = (a1)
Factor B, df = (b1)
Factor C, df = (c1)
Factor D, df = (d1)in each case a = b = c = d = 2
For each interaction
AxB, df = (a1)*(b1)
AxC, df = (a1)*(c1)
etc.
AxBxC, df = (a1)*(b1)*(c1)
etc.
and
AxBxCxD = (a1)*(b1)*(c1)*(d1)
Error, df = a*b*c*d*(n1) where n = number of replicates
Total df = a*b*c*d*n 1As an aside – 3 full replicates is gross overkill. The whole point of experimental design is minimum effort for maximum information. Unless you have a very unusual process it is unlikely that 3 and 4 way interactions will mean anything to you physically. Under those circumstances just take the df associated with the three and the 4 way interactions and build a model using only mains and two ways – this dumps all of the df for the higher terms into the error and instead of running 48 experiments you will have run 16.
The other option, assuming you actually have a process where 3 way and 4 way interactions are physically meaningful and the variables under consideration can all be treated as continuous, is to replicate just one or perhaps two of the design points – this will give you df for error and will also allow you to check the higher order interactions. Given that they can be treated as continuous a better bet would be to just add 2 center design points to your 2^4 design. This will give you a run of 18 experiments, an estimate of all mains, 2,3, and 4 way interactions, an estimate of error, and a check on the possible curvilinear behavior.
1 
AuthorPosts
You must be logged in to reply to this topic.