Well, to the point. I hear this noise every now and then. Comes randomly. I've noticed that cold weather and bumps affect on it.

That sounds like a wiring fault somewhere. A loose connection, or a bare section of wire rubbing against some metal in the car.

Check this, read this, and then go through the troubleshooting steps here.