I think we should use Simple Past here.
Because the action started in past, finished in past (assuming power is back)
Then the phrase will be: $\textbf{We lost power about noon.}$
If power isn't back until present, then we should use Present Perfect.
The phrase will be: $\textbf{We have lost power about noon }$