Disclosed are various embodiments for monitoring power usage. A plurality of power usage cycles are monitored using a controller. Each of the power usage cycles includes a plurality of current draw periods. Each of the current draw periods has a different average current draw. A current draw reading is determined to be abnormal when the current draw reading meets a threshold associated with one of the current draw periods, while the one of the current draw periods is predicted to be active. An action is performed when the current draw reading is determined to be abnormal.