You won't find event log errors in the DC. This is a conflict on how packets are routed over the switches and routers to the outside world.
The symptoms you are describing, I have seen on two different occasions:
1) we had multiple connections, (lets say two ethernet connections), between a remote switch and a backbone switch. In that case, just the remote switch kept loosing intermittently crashing.
2) the second problem was the router was conflicting with another router and the packets didn't know the default route for routing packets. The gateways of the routers needed to be set to the gateway of the enterprise router, (WAN router in your case). It's an easy test to UNPLUG all routers except your WAN router to see if the interference is there.
This sounds like multiple connections between switches, or a router conflict.
It isn't consistent with a domain controller problem.