Can you have a look at the vmkernel log for the period of disconnects.
I have seen loads of this in 5.1, not entirely sure if I ever came across a 5.5 Gen 8 experiencing the issue or if HP fixed the AMS in that build out of the box.
Otherwise it is the usual suspects to look at for the timestamp and maybe a couple of minutes before:
Host:
vmkernel.log
vpxa.log
hostd.log
vCenter Server:
vpxd.log