Private equity firms are doubling down on energy, despite heavy damage from their last adventure in the oil patch.

These firms' stakes in a dozen publicly traded energy exploration-and-production companies have lost more than $18 billion in value since last summer, when oil prices began their slide from more than $100 a barrel.