I have my smaller mats lying flat in a storage unit - my large one is actually standing on end between the wall and a dresser so that it doesn't warp.....my pressing board is also there to keep it straight.
For my rulers, I have 2 wooden holders to stand them in - I like that because they are all within reach and I see them all clearly....