I have a Samsung Galaxy S3 and was getting same problem. I just searched for the network using 'Mobile Network' option and selected right network. It worked like charm.
Go to Settings-> More Settings -> Mobile Networks
Changed the network mode to 'GSM/CDMA to GSM Only' and searched for Network...