Will I be able to get a transit visa for both arrivals in Beijing? Or do indeed to apply for it before I leave?

Flying from Chicago to Beijing. Will stay 48 hours in Beijing, then fly to Thailand for 4 days. Then fly back to Beijing for 48 hours, then return to Chicago. Thank you.