IMHO, tempered hardboard would be unsuitable because it has too much flex. Also, it would not hold screws well.
I would go with plywood.
What are the dimensions of the layout you are building?
Do you plan to frame the underside of the layout?
Is weight a consideration (does it have to be portable)?
Typically solid top train layouts require framing.