ATLANTA—Rain systems in coming days could bring relief to firefighters as they battle wildfires raging in southern Appalachia.

The fires, some of which officials suspect were intentionally set, have destroyed tens of thousands of acres across the mountainous region in recent weeks. The severe drought in the South that began earlier this summer has created conditions for wildfires to spread quickly in thick forests.

As...