Can I get a transit visa if I leave South Korea and then re enter via different airports?

Hi, I want to visit Shanghai for the weekend in April. I have bought tickets leaving from Gimpo in Seoul and flying to a smaller airport in Shanghai. I then fly back from Shanghai Pu Dong to Incheon airport near Seoul. Can I get a free transit for this case?