Currently there is no way (apart from checking the logs) when a node was added to the set.
If we could add this information to the replSetGetStatus command this can be very handy when analysing certain topology changes that might not be retrievable by just checking the uptime or last operation that occurred in member node (ex: rs.add, rs.remove, rs.add)