see attachment, this is a results from custom design with response surface model. it seems the software generate less experimental combination at the region near the upper limiter of the factors. why this happens?
I don't believe that this custom design is for the RMS model for two factors.
More information is required to provide you with help.
This design just doesn't make sense with the limited background information provided.
The picture is just a example. I am designing a new alloys, there are 15 continous factors, i.e the compositions of the elments.
I used custon design. After define the ranges of each factor and the constraints, I simply click the RSM button in Model. and ask for 5000 runs (My idea is to fill the space as much as possible).
Maybe I should be give more background.
I am searching for new alloys. We have a very good model to predict the properties of the alloys. What I want to do with JMP DOE is to generate a lot of alloy compositions and then test it in our model to see which composition can give the best properties.
The attached picture show how I did it. But it is a example. in real case, there are 15 factors.
DOE setup I am searching for new alloys. There are 15 continuous factors, i.e the compositions of the elements. We have a very good model to predict the properties of the alloys. What I want to do with JMP DOE is to generate a lot of alloy compositions and then test it in our model to see which composition can give the best properties.
I am starter of JMP DOE. I found it seems Mixuture design with space filling may be a better choice. But I am wondering technically why less experiment points in the region near the upper limit were generated.
I'm guessing it's because Cr and Fe are in your linear constraints. There probably aren't many conditions, considering all the factors subject to your constraints, where you are able to have both of those mixture components in such high proportions to the total mixture at the same time. That would mean you can't have much of your other metals in the alloy in that top-right region of Cr and Fe.
