When the signal strength of a channel is close to the minimum it can drift out and in.
With analog TV when the signal was low the picture got snowy and then black and white.
With digital TV when the signal is low the picture just goes away completely.
You can try reorienting your antenna and running the channel scan on your TV.
You can try a higher gain amplified antenna that may work better.