The sound that the movies and tv shows get most wrong is the sound of enemy rifle bullets going over your head as they shoot towards you...In the movies: The bullets make sort of a whistling or zinging noise.
During the early morning hours, there often exists a temperature inversion. There's a cold blanket of air on the ground maybe a 100 ft thick and above that height, suddenly the air becomes warm.
Because sound goes faster in warm air than in cold air, sound refracts when it hits that cold/hot air interface and bends back down to the ground instead of going straight.