Regarding the best software to use for the DOE, I think it depends on your background: if you are good with programming or not...
My personal preference is Design Expert; it is simple to use, you don't need any programming skills, and serves only for experimental designs
The choice of the type of the design depends on: the type of your study, your goals, the conditions needed for your experiments, and the previous similar works...
If you need any more assistance, kindly message me; I will be happy to help.
Thank you for your insights regarding Design Expert software. I appreciate your recommendation, as it does seem to be an excellent choice for DOE with its user-friendly interface that doesn't require programming skills.
I would like to propose a collaboration with you on a research project involving essential oils. I currently have 5 essential oils that I'm working with and would be delighted to include you as a co-author. Your expertise in experimental design would be invaluable to our work.
If you're interested in this collaboration opportunity, please let me know. I believe your knowledge of Design Expert and experimental methodology would significantly strengthen our research.