Sound requires a medium (solid, liquid, or gas) to travel through because it is a mechanical wave - it needs particles to vibrate. Space is essentially a vacuum with extremely low particle density, so sound cannot propagate. Astronauts use radios for communication because electromagnetic waves (light, radio) can travel through vacuum, unlike sound.