It could be a broken solder connection (dry joint) somewhere in the display assembly -- you can try inspecting the unit, which has two separable circuit boards. There are I believe two capacitors, either of which could be replaced:
Since there are two boards, you could always try swapping 1/2 of one display with the other, to narrow down which part is failing...