They're probably fake, otherwise they wouldn't last 3 weeks.
I was going to say fake flowers would probably be made from cloth, but according to Wikipedia in ancient Egypt and Rome fake flowers were made from horn, wax or metal, and considering the bosmer can even make flexible bows from bone I'm sure they could make fake flowers too.