This might be easier to work out in the DOE platform.
Try using Custom Design. Build your experimental structure, and then Under the Design Evaluation>Power Analysis outline bar, you can get an idea of how much power the design requires given assumptions about RMSE, and effect sizes for each model term.
JMP Systems Engineer, Health and Life Sciences (Pharma)