Hike addict, I don't see why not. As long as you don't plan on sewing on the plane. If You you can fit it under the seat of the person ahead of you or up from where so people put their thing, or in the overhead compartment. If not you may have to put in in your luggage. Not sure I would put it in with my luggage though. How large is your machine?