To run a search on an absolute time range, go to the Search tab and click the Time Range field. Enter values here, and the dark blue box tells you what the query will use as the timeframe.
You can also use the hh:mm:ss format, as shown:
You don't have to select from the menu. You can enter absolute time and dates.