Do you have supply units, and supplies? They will be dismantled if they cannot get supplies. The most common cause is not have supply units. Then not having trucks.
Yes, I have four supply units. But I think I didn't have enough weapons available. I bought more weapons and that fixed it; the units haven't disappeared again. Thk.