We can, if the shooting star is large enough, and penetrates deeply enough into Earth's atmosphere. Most meteoroids that cause shooting stars enter the atmosphere traveling many times the speed of sound, so they surely generate audible shock waves. read more
Although meteors must generate sounds they pass through the atmosphere at very high velocity, as others here have already explained, it’s no surprise that we normally don’t hear it. Sound does not propagate in air for great distances. Both spherical spreading and absorption diminish the sound intensity. read more
Even though you can’t directly hear radio waves, these waves can cause physical objects on the Earth’s surface to vibrate. The radio waves cause a sound – which our ears might interpret as the sizzle of a meteor shooting by. read more