The drone that crashed on a South Korean border island during Pyongyang's live-fire drill earlier this week is believed to have been sent from an airport on the west coast of North Korea, a military official said Thursday. South Korea collected the drone from Baengnyeong Island, just south of the western maritime border during North Korea's live-fire drill on Monday.