回复：Thank you for your reply! 据说又不让家人出国最后

you have to have a passport to go China. even returning to US, you could not pass the border with only Greencard. GC is a prove of residency, one need a passport to travel.

So working with Chinese consulate to get the private passport is the only way for you.