你的绿卡没问题

The fact that your hu*****and used a wong SSN has nothing to do with your and his agreement to get married. There was no fraud in front of the USCIS as well. Your greencard is no where in danger. With two kids, even common marriage will get you through the day.

Gather evidence against him. You have a very good chance keeping your kids.