you didn’t mention the openHAB2 release that you are running, but in the latest Snapshot (1032) there is an option in PaperUI for this:
you can also set the IP Subnet in /etc/openhab2/services/runtime.cfg:
org.eclipse.smarthome.core.net.NetUtil:primaryAddress=172.16.13.0/24