Mixture Design with Linear ConstraintsI'm trying to set up a mixture design with 6 factors for a formulation. The first 5 factors should add up to exactly 0.5, and the 6th factor is a "dummy" factor that should always be 0.5. When I try to set this up in JMP I am unable to get it to generate a design with these constraints.
I am trying to enforce these constraints by having both:
- 1 * X1 + 1 * X2 + 1 * X3 + 1 * X4 + 1 * X5 + 0 * X6 ≤ 0.5
- 1 * X1 + 1 * X2 + 1 * X3 + 1 * X4 + 1 * X5 + 0 * X6 ≥ 0.5
A couple of things that seem to be happening are:
- JMP is changing my X6 from 0.5 to 0.5, to 0.0 to 0.675
- X6 is not staying at exactly 0.5
- X1 through X6 add up to 1 as expected
What am I missing?
Data Blending and CleanupDesign of ExperimentsQuality and Process EngineeringRe: Mixture Design with Linear ConstraintsI think this is the approach I needed, thanks!
Re: Mixture Design with Linear ConstraintsHi @NG,
If X6 is a dummy factor and a constant value, is there a particular reason you keep it in your analysis ?
It may be easier to simply consider X1 to X5 to add to 100% (even if it is in fact 50% of your total formulation), and drop the X6 factor. Since Mixture design is all about ratios between your mixture factors, having a total at 1 or 0,5 won't change the ratios (and solution(s) found), only the absolute values/quantities of your factors.
Or else, you can try to include X6 as a constant factor (not a mixture one) with a value of 0,5 and apply the constraint X1+X2+X3+X4+X5+X6 = 100% (or 1).
The first or second option should bring a solution to your case.
I hope it will help you,Re: Mixture Design with Linear ConstraintsYou cannot specify a lower limit and upper limit to the same value. That is not a factor, instead it is a constant. So you could change X6 to be a constant and then ignore the linear constraints. Remember that X6 does not need to be in the design or model because it is never changing.
Another approach is to adjust the mixture sum and not enter X6 at all. From the Custom Design red popup menu, go to Advanced Options > Mixture Sum and specify the total to be 0.5. Then enter your 5 mixture factors that are changing.
