Yeah Zach, I've done that with my charcoal smoker. Its really no different than using hardwood lump charcoal. Poplar will work, any hardwood is fine. Just don't use "softwood", which are woods from evergreen, cone bearing trees. Basically, if it has leaves its a hardwood. Hope that helps ya.