Arrival Visa for Indonesian Passport Holder

Hi, my friends and I will transit in Beijing airport about 10 hours and we'd like to during our transit if possible we would like to go out the airport to the city.
Is it possible to apply Arrival Visa at the airport once we arrived?

Thank you.