if you cut out circles of plexiglass on a tablesaw that are the same size as your rims, you can bake them to shape in your oven at 250. Just find something that has the right curve. round slow-cooker lids work well if you remove the handle.
keep an eye on them so they don't melt too far.......If you have a lathe you can make a wood/metal form......