Divoricing your dad that can't be found

I have three boys and my husband now is trying to adopte my boys but can not find their father. I was wondering if any one know or has heard of divorcing your parents or parent in California

You can seek to have his parental rights terminated on the basis of abandonment as part of the step-parent adoption proceedings.