In real operation the filtration loop is not running on a fixed schedule, but is activated only when the control logic sees a rise in moisture or water activity beyond the set threshold. For a mid-life transformer with stable insulation, this often means short cycles a few times per day or even only several times per week. The idea is to maintain equilibrium, not to dry continuously, so activation frequency reflects actual moisture dynamics rather than transformer age alone.