This would be either (1) to show S. Korea and China that they are not welcome should their military try to move in for whatever reasons, or (2) to spook local population or troops to stay put and not entertain any funny ideas.
3) The NK air marshal wants cover for launching an aircraft to bomb the Presidential Palace as part of a larger Coup attempt.
Military exercises have be used many times to hide military forces "in plain sight".