Nighttime is when all the normal day to day noises stop. The outside ones, and the inside ones. Without this background noise a dog's sensitive hearing can pick up on noises it isn't normally used to hearing. So it barks at these unknown noises. Also it is better able to hear other dogs that are barking and respond to them as well.