Unfortunately rf-collection is very inefficient.
The most efficient way theese days is thermal harvesting - it can power a watch for example - but it requires carrying device "on skin" with top not covered - to achieve maximum temperature difference.
The easiest solution is solar panel on the back. Unfortunately it's quite rare in production devices - I don't know why (I use solar powered FM radio and it works ok).