Orange Autumn Trees are found in Seasonal Forest biomes. They are just dark oak trees with orange leaves instead of green. They also have their own saplings. In previous versions, they used oak wood instead of dark oak wood.
Raw wood: Dark Oak wood
Planks: Dark Oak Planks:
Crafting: Slabs, Stairs