You can try to reserve an IP Address for the full domain name of the webserver in DHCP.
Other than that you need to have a DNS server on your local LAN. The LRT214 or LRT224 routers have a local DNS entry that works for me.
Also there is running a Linux box with BIND or DNSMASQ.
Others I have never used but may work for you: