Merging separate mesh elements for cloth simulation

Say for example I have a single mesh comprised of several separate elements like so:


Is there any way for chaos cloth to treat them as a single contiguous piece of cloth? Right now if I add cloth simulation to something like this none of the segments are tethered together.