No, on the main electrical outlet of course (I would never advise to modify a GHL product, even less on a waterproof connection!)
The purpose of a timed relay is to wait xx seconds before powering up. So you have to delay the restart.
The problem occurs when the power supply is de-energized and re-energized too quickly, without having enough time between the two.

Gaël