I'm not sure this will work out. You and the children can only come in on tourist visas for one month each time. You cannot enroll the kids in schools. There are issues with bank accounts, drivers' licenses and buying cars if you don't have an RP. And frankly, there are better places to learn Arabic than Qatar!
Mandi