Yes, delete faces that are unimportant to the simulation goal. Reply with some images and describe your simulation goal. Where are the supports, and loads applied, where do you expect the high stress to be if this is a structural model you want to do. 

You could also upload a zip file with your geometry in a neutral format like Parasolid or STEP and I can give you an idea.