Do you know how much current the smoke unit uses?
A transformer only works on AC, so you can't use a transformer. Depending on your current requirements, you might be able to use a step-up DC-DC converter.
You can find plenty of cheap ones on eBay, but I have always had good experiences with Pololu products. Here is a 15V output converter that is rated for 6A continuous input current.