Write it down.
Take a photograph.
Draw, if you can.
Record it somehow. You might remember it later, or you might not. Actually remembering beauty doesn't matter quite as much if you record it. If you record it, you have a reminder at the ready, to return to in those moments when beauty is hard to find, or a reminder of beauty's true abundance when you are experiencing it.
I will say it again: record beauty.