NTWK Printers losing connection via DHCP

A variety of HP Printers with reserved IP addresses are occasionally falling off the Network. A restart reconnects them. All these printers have reserved IP addresses and are connected to the DHCP server. Any ideas as to why this is happening and better yet, what can be done to prevent it?
Thank You.