I am so sorry for your situation.  Your husband needs to "participate" in the divorce in some way, either voluntarily or not.  If he is in agreement then yes, you need his signature on everything.  If he is not then you have a contested divorce and you need to sue him and serve him.  At least you are aware of his whereabouts now which makes it a lot easier.  Get legal help.  Good luck.