Leeg,
It should work just fine, make sure you have some fast blowing Breakers or fuses. I would try the KW and if you are under powered then add the brick. I actually have 3 old KW's for exactly what you intend to due. They work well in my Train room, not one has ever failed, good old transformers for sure.
PCRR/Dave