Is there any transport go to Changbaishan during the winter time?

Yes, except coaches and private cars, there are also several tourist buses that can take you to the scenic area directly in winter time. So don't worry.

While if snows heavily, the roads may be closed for hours or a day. If go on snowy days, do prepare enough food in case.