I have had to help a couple of friends with this exact same problem in regards to their iPhones. Just resetting the network settings doesn't seem to help, but in both cases changing the SSID of the router did the trick. Try changing your router SSID, find and connect to the "new" network and see if your iPad starts remembering your connection.