momentary voltage dropout
Power it from a 12V battery and use a charger to keep the 12V battery topped-up. If the 11V is critical then a low-drop-out voltage regulator can be employed to reduce the 12V to 11 volt.

Here's a likely choice: -



It's 97mm x 43mm x 58mm and is 1.2 Ah rated.